From 74d1725c307bae7a8e7abb3f88ef9400a78acf21 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Fri, 28 Jun 2024 15:02:47 +0100 Subject: [PATCH 001/277] New file for guide --- website/docs/guides/customize-schema-alias.md | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) create mode 100644 website/docs/guides/customize-schema-alias.md diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md new file mode 100644 index 00000000000..9927cc70e00 --- /dev/null +++ b/website/docs/guides/customize-schema-alias.md @@ -0,0 +1,18 @@ +--- +title: Build, test, document, and promote adapters +id: adapter-creation +description: "Create an adapter that connects dbt to you platform, and learn how to maintain and version that adapter." +hoverSnippet: "Learn how to build, test, document, and promote adapters as well as maintaining and versioning an adapter." +# time_to_complete: '30 minutes' commenting out until we test +icon: 'guides' +hide_table_of_contents: true +tags: ['Adapter creation'] +level: 'Advanced' +recently_updated: true +--- + +
+ +## Introduction + +
\ No newline at end of file From 14769776d18992561d1c020badd576c377d4912e Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Mon, 1 Jul 2024 15:33:42 +0100 Subject: [PATCH 002/277] Guide creation for customizing schema and alias --- website/docs/guides/customize-schema-alias.md | 29 +++++++++++++++---- 1 file changed, 24 insertions(+), 5 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 9927cc70e00..fe7324bbdeb 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -1,12 +1,10 @@ --- -title: Build, test, document, and promote adapters -id: adapter-creation -description: "Create an adapter that connects dbt to you platform, and learn how to maintain and version that adapter." -hoverSnippet: "Learn how to build, test, document, and promote adapters as well as maintaining and versioning an adapter." +title: Customize schema and alias +id: customize-schema-alias +description: "How to properly adjust your generate_schema_name() and generate_alias_name() macros.." # time_to_complete: '30 minutes' commenting out until we test icon: 'guides' hide_table_of_contents: true -tags: ['Adapter creation'] level: 'Advanced' recently_updated: true --- @@ -15,4 +13,25 @@ recently_updated: true ## Introduction +When we develop dbt models and run or build them, objects get created in the data warehouse. + +In the rest of the article, for consistency, when we refer to database, it would refer to a Google Cloud Platform  project or to a Databricks catalog. + +The default behavior of what object is created is the following: + +- the database where the object is created will be the database configured at the [environment level in dbt Cloud](https://docs.getdbt.com/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core . + +- the schema depends on whether a [custom schema](https://docs.getdbt.com/docs/build/custom-schemas) has been defined for the model: + - if no custom schema is defined, the schema where the object is created is the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any Deployment environment) ; or the schema in the `profiles.yml` in dbt Core. + - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` + - if a custom schema has been defined, it will concatenate the schema from above with the custom one. + - For example e.g. if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing` +- the object name depends on whether an [alias](https://docs.getdbt.com/reference/resource-configs/alias) has been defined on the model: + - if no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. + - if an alias is defined, the object will be created with the configured alias. + +Those default rules are a great starting point, and many people stick with those without customizing them. + +It allows developers to work in their own sandboxed schemas and makes it possible to have different feature requests updating the same models without conflicting with one another. + \ No newline at end of file From afe7e917b5bf43df545fc0d3f2518a80e90f53a3 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Tue, 2 Jul 2024 10:21:07 +0100 Subject: [PATCH 003/277] Update to version control guide --- website/docs/docs/collaborate/git/version-control-basics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/git/version-control-basics.md b/website/docs/docs/collaborate/git/version-control-basics.md index 92f8349d2cd..87d6902d6a8 100644 --- a/website/docs/docs/collaborate/git/version-control-basics.md +++ b/website/docs/docs/collaborate/git/version-control-basics.md @@ -43,7 +43,7 @@ You can perform git tasks with the git button in the [Cloud IDE](/docs/cloud/dbt | Open pull request | This allows you to open a pull request in Git for peers to review changes before merging into the base branch. | | Pull changes from main | This option is available if you are on any local branch that is behind the remote version of the base branch or the remote version of the branch that you're currently on. | | Pull from remote | This option is available if you’re on the local base branch and changes have recently been pushed to the remote version of the branch. Pulling in changes from the remote repo allows you to pull in the most recent version of the base branch. | -| Reclone Your Repository | Reclone your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the bottom right-hand side green **Ready** text, then click **Reclone Repo**. | +| Rollback to remote | Reset changes your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the three dot ellipsis in the bottom right-hand side of the IDE and select **Rollback to remote**. | | Refresh git state | This enables you to pull new branches from a different remote branch to your local branch with just one command. | ## Merge conflicts From 07a61921a3c1867aba29d6740c5045ad7f146d22 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Tue, 2 Jul 2024 11:41:01 +0100 Subject: [PATCH 004/277] updating customize schema doc --- website/docs/guides/customize-schema-alias.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index fe7324bbdeb..6c47d00fe41 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -19,16 +19,16 @@ In the rest of the article, for consistency, when we refer to database, it would The default behavior of what object is created is the following: -- the database where the object is created will be the database configured at the [environment level in dbt Cloud](https://docs.getdbt.com/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core . +- the database where the object is created will be the database configured at the [environment level in dbt Cloud](docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core . -- the schema depends on whether a [custom schema](https://docs.getdbt.com/docs/build/custom-schemas) has been defined for the model: - - if no custom schema is defined, the schema where the object is created is the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any Deployment environment) ; or the schema in the `profiles.yml` in dbt Core. +- the schema depends on whether a [custom schema](docs/build/custom-schemas) has been defined for the model: + - iIf no custom schema is defined, the schema where the object is created is the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any Deployment environment) ; or the schema in the `profiles.yml` in dbt Core. - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - - if a custom schema has been defined, it will concatenate the schema from above with the custom one. + - iIf a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example e.g. if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing` -- the object name depends on whether an [alias](https://docs.getdbt.com/reference/resource-configs/alias) has been defined on the model: - - if no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. - - if an alias is defined, the object will be created with the configured alias. +- the object name depends on whether an [alias](reference/resource-configs/alias) has been defined on the model: + - iIf no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. + - iIf an alias is defined, the object will be created with the configured alias. Those default rules are a great starting point, and many people stick with those without customizing them. 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o>{SSKR9#Wo?*>Vg~;I7tB07Z2$lO literal 0 HcmV?d00001 From 47d03a35a3706597ee7c96d8198ba9a4d89e18e9 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Wed, 3 Jul 2024 11:42:07 +0100 Subject: [PATCH 007/277] Update file name --- website/docs/guides/customize-schema-alias.md | 49 ++++++++++++++++--- 1 file changed, 42 insertions(+), 7 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 6c47d00fe41..03359cc9812 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -19,19 +19,54 @@ In the rest of the article, for consistency, when we refer to database, it would The default behavior of what object is created is the following: -- the database where the object is created will be the database configured at the [environment level in dbt Cloud](docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core . +- The database where the object is created will be the database configured at the [environment level in dbt Cloud](https://docs.getdbt.com/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. -- the schema depends on whether a [custom schema](docs/build/custom-schemas) has been defined for the model: - - iIf no custom schema is defined, the schema where the object is created is the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any Deployment environment) ; or the schema in the `profiles.yml` in dbt Core. +- Tgit he schema depends on whether a [custom schema](https://docs.getdbt.com/docs/build/custom-schemas) has been defined for the model: + - If no custom schema is defined, the schema where the object is created is the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any Deployment environment) ; or the schema in the `profiles.yml` in dbt Core. - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - - iIf a custom schema has been defined, it will concatenate the schema from above with the custom one. + - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example e.g. if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing` -- the object name depends on whether an [alias](reference/resource-configs/alias) has been defined on the model: - - iIf no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. - - iIf an alias is defined, the object will be created with the configured alias. +- the object name depends on whether an [alias](https://docs.getdbt.com/reference/resource-configs/alias) has been defined on the model: + - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. + - If an alias is defined, the object will be created with the configured alias. Those default rules are a great starting point, and many people stick with those without customizing them. It allows developers to work in their own sandboxed schemas and makes it possible to have different feature requests updating the same models without conflicting with one another. + +## How to customize this behavior + +While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing Data Warehouse governance and design. + +For example, dbt expects that it has the rights to create a schema on the fly **quickly** (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. + +Or, you might have many custom schemas and want to avoid having your Dev database showing the combination of all developer schemas and custom schemas. + +Or, you mightAlternatively, you may even want to create models in schemas based on the feature branch name in development rather than the developer name. + +For this reason, dbt offers three macros to customize what objects are created in the Data Warehouse: + +- [`generate_database_name()`](https://docs.getdbt.com/docs/build/custom-databases#generate_database_name) +- [`generate_schema_name()`](https://docs.getdbt.com/docs/build/custom-schemas#how-does-dbt-generate-a-models-schema-name) +- [`generate_alias_name()`](https://docs.getdbt.com/docs/build/custom-aliases#generate_alias_name) + +By overwriting one or multiple of those macros, we can tailor where dbt objects are created in the Data Warehouse and align with any existing requirement. + +:::caution Key concept + +The key concept is that models run from two different contexts (For example running by developer 1 or by developer 2; or running by developer 1 and running in Prod) need to result in different objects in the data warehouse to avoid people overriding each others models + +::: + + +When those macros are customized, we often leverage some of the following logic: + +- Set up some [environment variables](https://docs.getdbt.com/docs/build/environment-variables) and having some Jinja (`if/else/endif` ) logic to identify if the run happens in Dev, Prod, CI etc… + - Or as an alternative to environment variables, you can use `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. + + + + + \ No newline at end of file From bba8db1219b00e92884d76d6c4d6438063ae6d97 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Wed, 3 Jul 2024 14:02:03 +0100 Subject: [PATCH 008/277] update env var img --- website/docs/guides/customize-schema-alias.md | 5 ++++- .../Environmental-variables.png | Bin 59293 -> 0 bytes .../DBT_ENV_SECRET.png | Bin .../custom-schema-env-var.png | Bin .../env-var-precdence.png | Bin .../job-override.gif | Bin .../job-override.png | Bin .../navigate-to-env-vars.gif | Bin .../personal-override.gif | Bin .../personal-override.png | Bin .../project-environment-view.png | Bin .../refresh-ide.gif | Bin .../warehouse-override.png | Bin 13 files changed, 4 insertions(+), 1 deletion(-) delete mode 100644 website/static/img/docs/dbt-cloud/using-dbt-cloud/Environment Variables/Environmental-variables.png rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/DBT_ENV_SECRET.png (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/custom-schema-env-var.png (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/env-var-precdence.png (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/job-override.gif (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/job-override.png (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/navigate-to-env-vars.gif (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/personal-override.gif (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/personal-override.png (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/project-environment-view.png (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/refresh-ide.gif (100%) rename website/static/img/docs/dbt-cloud/using-dbt-cloud/{Environment Variables => Environment-Variables}/warehouse-override.png (100%) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 03359cc9812..0552eccd7f0 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -66,7 +66,10 @@ When those macros are customized, we often leverage some of the following logic: - Or as an alternative to environment variables, you can use `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)). 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website/static/img/docs/dbt-cloud/using-dbt-cloud/Environment Variables/warehouse-override.png rename to website/static/img/docs/dbt-cloud/using-dbt-cloud/Environment-Variables/warehouse-override.png From 1ef8960a229dd924982125be53ddab64840fc464 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Wed, 3 Jul 2024 14:08:28 +0100 Subject: [PATCH 009/277] updated doc --- website/docs/guides/customize-schema-alias.md | 5 ----- 1 file changed, 5 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 0552eccd7f0..bbb357d76bc 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -66,10 +66,5 @@ When those macros are customized, we often leverage some of the following logic: - Or as an alternative to environment variables, you can use `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)). 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zY`H*Z!i!CqB7c|3UoScg1^g(idU2G_C;rFl0sfGe?$GSf27>?c8&I)P`p=4uUy=g} z0iEGRBwhcPZ5sYJssQ#wF-NlfONo6U7LeMk2eEAG*K>Xz0XsTSl%Gttj~h2q+xG$g OZma3uL|wND|9=1`+djAe literal 0 HcmV?d00001 From a415bea8da305945352aa71b12ac6a7e02b31fc4 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Thu, 4 Jul 2024 15:06:11 +0100 Subject: [PATCH 011/277] Added info and updated custom schemas alias doc --- website/docs/guides/customize-schema-alias.md | 430 +++++++++++++++++- 1 file changed, 419 insertions(+), 11 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index bbb357d76bc..400c60bbbb3 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -15,18 +15,19 @@ recently_updated: true When we develop dbt models and run or build them, objects get created in the data warehouse. -In the rest of the article, for consistency, when we refer to database, it would refer to a Google Cloud Platform  project or to a Databricks catalog. +In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. The default behavior of what object is created is the following: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](https://docs.getdbt.com/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. -- Tgit he schema depends on whether a [custom schema](https://docs.getdbt.com/docs/build/custom-schemas) has been defined for the model: - - If no custom schema is defined, the schema where the object is created is the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any Deployment environment) ; or the schema in the `profiles.yml` in dbt Core. +- The schema depends on whether a [custom schema](https://docs.getdbt.com/docs/build/custom-schemas) has been defined for the model: + - If no custom schema is defined, the schema where the object is created will be the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any deployment environment); or the schema in the `profiles.yml` in dbt Core. - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - - For example e.g. if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing` -- the object name depends on whether an [alias](https://docs.getdbt.com/reference/resource-configs/alias) has been defined on the model: + - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. + +- The object name depends on whether an [alias](https://docs.getdbt.com/reference/resource-configs/alias) has been defined on the model: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. - If an alias is defined, the object will be created with the configured alias. @@ -37,13 +38,13 @@ It allows developers to work in their own sandboxed schemas and makes it possibl ## How to customize this behavior -While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing Data Warehouse governance and design. +While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data qarehouse governance and design. For example, dbt expects that it has the rights to create a schema on the fly **quickly** (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. Or, you might have many custom schemas and want to avoid having your Dev database showing the combination of all developer schemas and custom schemas. -Or, you mightAlternatively, you may even want to create models in schemas based on the feature branch name in development rather than the developer name. +Alternatively, you may even want to create models in schemas based on the feature branch name in development rather than the developer name. For this reason, dbt offers three macros to customize what objects are created in the Data Warehouse: @@ -51,20 +52,427 @@ For this reason, dbt offers three macros to customize what objects are created i - [`generate_schema_name()`](https://docs.getdbt.com/docs/build/custom-schemas#how-does-dbt-generate-a-models-schema-name) - [`generate_alias_name()`](https://docs.getdbt.com/docs/build/custom-aliases#generate_alias_name) -By overwriting one or multiple of those macros, we can tailor where dbt objects are created in the Data Warehouse and align with any existing requirement. +By overwriting one or multiple of those macros, we can tailor where dbt objects are created in the data warehouse and align with any existing requirement. :::caution Key concept -The key concept is that models run from two different contexts (For example running by developer 1 or by developer 2; or running by developer 1 and running in Prod) need to result in different objects in the data warehouse to avoid people overriding each others models +The key concept is that models run from two different contexts (For example running by developer 1 or by developer 2; or running by developer 1 and running in Production) need to result in different objects in the data warehouse to avoid people overriding each others models ::: When those macros are customized, we often leverage some of the following logic: -- Set up some [environment variables](https://docs.getdbt.com/docs/build/environment-variables) and having some Jinja (`if/else/endif` ) logic to identify if the run happens in Dev, Prod, CI etc… - - Or as an alternative to environment variables, you can use `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. +- Set up some [environment variables](https://docs.getdbt.com/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in Dev, Prod, CI and so fourth. + - Or, as an alternative to environment variables, you can use `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)). In dbt Cloud, we recommend environment variables, as they can be set at the environment and all jobs will automatically inherit those values. + + +INSERT IMAGE HERE + +Use the out of the box ('DBT_CLOUD_GIT_BRANCH') environment variable in dbt Cloud, available in the IDE (documentation here), to allow the database/schema/object name to depend on the current branch. + + +## Example use cases + +Here are some typical examples we've encountered with dbt users leveraging those 3 macros and different logic. + +:::note + +Note that the below examples do not comprehensively cover all the available options. These examples are meant to be templates for you to develop your own behaviors. + +::: + + +### 1. Using the custom schema without the concatenation with the target schema in production + + +The most common use case is wanting to use the custom schema without concatenating it with the default schema name when in Production. + +To do so, you can create a new file called `generate_schema_name.sql` under your macros folder with the following code: + +```Java + +{% macro generate_schema_name(custom_schema_name, node) -%} + + {%- set default_schema = target.schema -%} + {%- if custom_schema_name is none -%} + + {{ default_schema }} + + {%- elif env_var('DBT_ENV_TYPE','DEV') == 'PROD' -%} + + {{ custom_schema_name | trim }} + + {%- else -%} + + {{ default_schema }}_{{ custom_schema_name | trim }} + + {%- endif -%} + +{%- endmacro %} + +``` + +This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. + + +| Context |Target database| Target schema | Resulting object | +|-------------|:-------------:|:-------------:|:------------------------------:| +| Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketingmy_model | +| Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketingmy_model | +| CI PR 123 | ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model| +| CI PR 234 | ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model| +| Production | prod | analytics |prod.marketing.my_model | + + +:::note + +We added logic to check if the current dbt run is happening in Production or not. This is important, and we explain why in the section on **What NOT to do**. + +::: + + +### 2. Static schemas - Adding developer identities to the front of tables instead of the schema + +Occasionally we run into instances where the security posture of the organization prevents developers from creating schemas and all developers have to develop in a single schema. + +In this case, we can: + +- Change `generate_schema_name()` to use a single schema for all developers, even if a custom schema is set. +- Update `generate_alias_name()` to append the developer alias and the custom schema to the front of the table name in the dev environment. + - This method is not ideal, as it can cause long table names, but it will let developers see in which schema the model will be created in Production. + +```Java + +{% macro generate_alias_name(custom_alias_name=none, node=none) -%} + + {%- if env_var('DBT_ENV_TYPE','DEV') == 'DEV' -%} + + {%- if custom_alias_name -%} + + {{ target.schema }}__{{ custom_alias_name | trim }} + + {%- elif node.version -%} + + {{ target.schema }}__{{ node.name ~ "_v" ~ (node.version | replace(".", "_")) }} + + {%- else -%} + + {{ target.schema }}__{{ node.name }} + + {%- endif -%} + + {%- else -%} + + {%- if custom_alias_name -%} + + {{ custom_alias_name | trim }} + + {%- elif node.version -%} + + {{ return(node.name ~ "_v" ~ (node.version | replace(".", "_"))) }} + + {%- else -%} + + {{ node.name }} + + {%- endif -%} + + {%- endif -%} + +{%- endmacro %} + +``` + +```Java + +{% macro generate_schema_name(custom_schema_name, node) -%} + + {%- set default_schema = target.schema -%} + {%- if custom_schema_name is none -%} + + {{ default_schema }} + + {%- elif env_var('DBT_ENV_TYPE','DEV') != 'CI' -%} + + {{ custom_schema_name | trim }} + + {%- else -%} + + {{ default_schema }}_{{ custom_schema_name | trim }} + + {%- endif -%} + +{%- endmacro %} + +``` + +This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. + + +| Context |Target database| Target schema | Resulting object | +|-------------|:-------------:|:-------------:|:------------------------------:| +| Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketingmy_model | +| Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketingmy_model | +| CI PR 123 | ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model| +| CI PR 234 | ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model| +| Production | prod | analytics |prod.marketing.my_model | + + +### 3. Using the branch name for the schema prefix, instead of the developer identity + +For teams who prefer to isolate work based on the feature branch, you may want to take advantage of the `DBT_CLOUD_GIT_BRANCH` special environment variable. Please note that developers will write to the exact same schema when they are on the same feature branch. + + +:::note + +The `DBT_CLOUD_GIT_BRANCH` variable is only available within the dbt Cloud IDE and not the Cloud CLI. + +::: + + +We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the **More tips and tricks** section on the next page to learn more. + + +```Java + +{% macro generate_schema_name(custom_schema_name, node) -%} + + {%- set default_schema = target.schema -%} + {%- if env_var('DBT_ENV_TYPE','DEV') == 'DEV' -%} + + {#- we replace characters not allowed in the schema names by "_" -#} + {%- set re = modules.re -%} + {%- set cleaned_branch = re.sub("\W", "_", env_var('DBT_CLOUD_GIT_BRANCH')) -%} + + {%- if custom_schema_name is none -%} + + {{ cleaned_branch }} + + {%- else -%} + + {{ cleaned_branch }}_{{ custom_schema_name | trim }} + + {%- endif -%} + + {%- else -%} + + {{ default_schema }}_{{ custom_schema_name | trim }} + + {%- endif -%} + +{%- endmacro %} + + +``` + +This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. + + +| Context |Branch |Target database| Target schema | Resulting object | +|-------------|:----------:|:-------------:|:-------------:|:---------------------------------:| +| Developer 1 |`featureABC`|dev | dbt_dev1 |dev.featureABC_marketing.my_model | +| Developer 2 |`featureABC`|dev | dbt_dev2 |dev.featureABC_marketing.my_model | +| Developer 1 |`feature123`|dev | dbt_dev1 |dev.feature123_marketing.my_model | +| CI PR 123 | |ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model | +| CI PR 234 | |ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model | +| Production | |prod | analytics |prod.marketing.my_model\ | + + +When Developer 1 and Developer 2 are checked out on the same branch, they will generate the same object in the data warehouse, but this should not be a problem as being on the same branch means that the code of the model will be the same for the two developers. + + +### 4. Use a static schema for CI + +Some organizations prefer to write their CI jobs to a single schema with the PR identifier prefixed to the front of the table name. It's important to note that this will result in long table names. + + +```Java + +{% macro generate_schema_name(custom_schema_name=none, node=none) -%} + + {%- set default_schema = target.schema -%} + + {# If the CI Job does not exist in it's own environment, use the target.name variable inside the job instead #} + {# {%- if target.name == 'CI' -%} #} + + {%- if env_var('DBT_ENV_TYPE','DEV') == 'CI' -%} + + ci_schema + + {%- elif custom_schema_name is none -%} + + {{ default_schema }} + + {%- else -%} + + {{ default_schema }}_{{ custom_schema_name | trim }} + + {%- endif -%} + +{%- endmacro %} + +``` + +```Java + +{% macro generate_alias_name(custom_alias_name=none, node=none) -%} + + {# If the CI Job does not exist in it's own environment, use the target.name variable inside the job instead #} + {# {%- if target.name == 'CI' -%} #} + {%- if env_var('DBT_ENV_TYPE','DEV') == 'CI' -%} + + {%- if custom_alias_name -%} + + {{ target.schema }}__{{ node.config.schema }}__{{ custom_alias_name | trim }} + + {%- elif node.version -%} + + {{ target.schema }}__{{ node.config.schema }}__{{ node.name ~ "_v" ~ (node.version | replace(".", "_")) }} + + {%- else -%} + + {{ target.schema }}__{{ node.config.schema }}__{{ node.name }} + + {%- endif -%} + + {%- else -%} + + {%- if custom_alias_name -%} + + {{ custom_alias_name | trim }} + + {%- elif node.version -%} + + {{ return(node.name ~ "_v" ~ (node.version | replace(".", "_"))) }} + + {%- else -%} + + {{ node.name }} + + {%- endif -%} + + {%- endif -%} + +{%- endmacro %} + + +``` + +This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. + + +| Context |Target database| Target schema | Resulting object | +|-------------|:-------------:|:-------------:|:----------------------------------------: | +| Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketing.my_model | +| Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketing.my_model | +| CI PR 123 | ci | dbt_pr_123 |ci.ci_schema.dbt_pr_123_marketing_my_model | +| CI PR 234 | ci | dbt_pr_234 |ci.ci_schema.dbt_pr_234_marketing_my_model | +| Production | prod | analytics |prod.marketing.my_model | + + +### What NOT to do + + +### Update generate_schema_name() to always use the custom schema if it is set + + +Some people prefer to only use the custom schema when it is set instead of concatenating the default schema with the custom one, as it happens in the out of the box behavior. + + +#### Problem + +When modifying the default macro for `generate_schema_name()`, this might result iney might creatinge this new version. + +```Java + +{% macro generate_schema_name(custom_schema_name, node) -%} + + {%- set default_schema = target.schema -%} + {%- if custom_schema_name is none -%} + + {{ default_schema }} + + {%- else -%} + # The following is incorrect as it omits {{ default_schema }} before {{ custom_schema_name | trim }}. + {{ custom_schema_name | trim }} + + {%- endif -%} + +{%- endmacro %} + + +``` + +While it may provide the expected output for Production, where a dedicated database is used, it will generate conflicts anywhere people share a database. + + +Let’s look at the example of a model called `my_model` with a custom schema of `marketing`. + + +| Context |Target database| Target schema | Resulting object | +|-------------|:-------------:|:-------------:|:------------------------------:| +| Production | prod | analytics |prod.marketing.my_model | +| Developer 1 | dev | dbt_dev1 |dev.marketing.my_model | +| Developer 2 | dev | dbt_dev2 |dev.marketing.my_model | +| CI PR 123 | ci | dbt_pr_123 |ci.marketing.my_model | +| CI PR 234 | ci | dbt_pr_234 |ci.marketing.my_model | + + +We can see that both Developer 1 and Developer 2 get the same object for `my_model`. This means that if they both work on this model at the same time, it will be impossible to know if the version currently in the data warehouse is the one from Developer 1 and Developer 2. + +Similarly, different PRs will result in the exact same object in the data warehouse. If different PRs are open at the same time and modifying the same models, it is very likely that we will get issues, slowing down the whole development and code promotion. + + +### Solution + +As described above in the first example, the macro should be updated to check if we are currently running dbt in Production or not. It is only when in Production that we want to remove the concatenation and only use the custom schema. + + +## More tips and tricks + + +### Creating non existing databases from dbt + +dbt will automatically try to create a schema if it doesn’t exist and if an object needs to be created in it, but it won’t automatically try to create a database that doesn’t exist. + +So, if your `generate_database_name()` configuration points to different databases, which might not exist, dbt will fail if you do a simple `dbt build`. + +It is still possible to get it working in dbt by creating some macros that will check if a database exists and if not, dbt will create it. You can then call those macros either in [a `dbt run-operation ...` step](https://docs.getdbt.com/reference/commands/run-operation) in your jobs or as a [`on-run-start` hook](https://docs.getdbt.com/reference/project-configs/on-run-start-on-run-end). + + +### Assuming context using Environment Variables rather than `target.name` + + +We prefer to use [environment variables](https://docs.getdbt.com/docs/build/environment-variables) over `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)) to decipher the context of the dbt invocation. + +- [`target.name`](http://target.name) cannot be set at the environment-level. Therefore, every job within the environment must explicitly specify the `target.name` override. If the job does not have the appropriate `target.name` value set, the database/schema/alias may not resolve properly. Alternatively, environment variable values are inherited by the jobs within their corresponding environment. The environment variable values can also be overwritten within the jobs if needed. + + + + + +- [`target.name`] requires every developer to input the same value (often ‘dev’) into the target name section of their project development credentials. If a developer doesn’t have the appropriate target name value set, their database/schema/alias may not resolve properly. + + + + + +### Always enforce custom schemas + +Some users prefer to enforce custom schemas on all objects within their projects. This avoids writing to unintended “default” locations. You can add this logic to your `generate_schema_name()` macro to [raise a compilation error](https://docs.getdbt.com/reference/dbt-jinja-functions/exceptions) if a custom schema is not defined for an object. + + +```Java + {% macro generate_schema_name(custom_schema_name, node) -%} + {%- set default_schema = target.schema -%} + {%- if custom_schema_name is none and node.resource_type == 'model' -%} + + {{ exceptions.raise_compiler_error("Error: No Custom Schema Defined for the model " ~ node.name ) }} + + {%- endif -%} +``` \ No newline at end of file From d10c7296f929c73677e1eeab894eb95666f5ef96 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Fri, 5 Jul 2024 10:37:38 +0100 Subject: [PATCH 012/277] add jinja backticks --- website/docs/guides/customize-schema-alias.md | 31 ++++++++----------- 1 file changed, 13 insertions(+), 18 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 400c60bbbb3..4b5d71c53da 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -35,7 +35,6 @@ Those default rules are a great starting point, and many people stick with those It allows developers to work in their own sandboxed schemas and makes it possible to have different feature requests updating the same models without conflicting with one another. - ## How to customize this behavior While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data qarehouse governance and design. @@ -90,7 +89,7 @@ The most common use case is wanting to use the custom schema without concatenati To do so, you can create a new file called `generate_schema_name.sql` under your macros folder with the following code: -```Java +```jinja2 {% macro generate_schema_name(custom_schema_name, node) -%} @@ -142,7 +141,7 @@ In this case, we can: - Update `generate_alias_name()` to append the developer alias and the custom schema to the front of the table name in the dev environment. - This method is not ideal, as it can cause long table names, but it will let developers see in which schema the model will be created in Production. -```Java +```jinja2 {% macro generate_alias_name(custom_alias_name=none, node=none) -%} @@ -184,7 +183,7 @@ In this case, we can: ``` -```Java +```jinja2 {% macro generate_schema_name(custom_schema_name, node) -%} @@ -234,7 +233,7 @@ The `DBT_CLOUD_GIT_BRANCH` variable is only available within the dbt Cloud IDE a We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the **More tips and tricks** section on the next page to learn more. -```Java +```jinja2 {% macro generate_schema_name(custom_schema_name, node) -%} @@ -262,8 +261,6 @@ We’ve also seen some organizations prefer to organize their dev databases by b {%- endif -%} {%- endmacro %} - - ``` This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. @@ -287,7 +284,7 @@ When Developer 1 and Developer 2 are checked out on the same branch, they will g Some organizations prefer to write their CI jobs to a single schema with the PR identifier prefixed to the front of the table name. It's important to note that this will result in long table names. -```Java +```jinja2 {% macro generate_schema_name(custom_schema_name=none, node=none) -%} @@ -314,7 +311,7 @@ Some organizations prefer to write their CI jobs to a single schema with the PR ``` -```Java +```jinja2 {% macro generate_alias_name(custom_alias_name=none, node=none) -%} @@ -356,7 +353,6 @@ Some organizations prefer to write their CI jobs to a single schema with the PR {%- endmacro %} - ``` This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. @@ -384,7 +380,7 @@ Some people prefer to only use the custom schema when it is set instead of conca When modifying the default macro for `generate_schema_name()`, this might result iney might creatinge this new version. -```Java +```jinja2 {% macro generate_schema_name(custom_schema_name, node) -%} @@ -400,8 +396,6 @@ When modifying the default macro for `generate_schema_name()`, this might result {%- endif -%} {%- endmacro %} - - ``` While it may provide the expected output for Production, where a dedicated database is used, it will generate conflicts anywhere people share a database. @@ -438,24 +432,24 @@ dbt will automatically try to create a schema if it doesn’t exist and if an ob So, if your `generate_database_name()` configuration points to different databases, which might not exist, dbt will fail if you do a simple `dbt build`. -It is still possible to get it working in dbt by creating some macros that will check if a database exists and if not, dbt will create it. You can then call those macros either in [a `dbt run-operation ...` step](https://docs.getdbt.com/reference/commands/run-operation) in your jobs or as a [`on-run-start` hook](https://docs.getdbt.com/reference/project-configs/on-run-start-on-run-end). +It is still possible to get it working in dbt by creating some macros that will check if a database exists and if not, dbt will create it. You can then call those macros either in [a `dbt run-operation ...` step](https://docs.getdbt.com/reference/commands/run-operation) in your jobs or as a [`on-run-start` hook](/reference/project-configs/on-run-start-on-run-end). ### Assuming context using Environment Variables rather than `target.name` -We prefer to use [environment variables](https://docs.getdbt.com/docs/build/environment-variables) over `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)) to decipher the context of the dbt invocation. +We prefer to use [environment variables](/docs/build/environment-variables) over `target.name` ([documentation here](/reference/dbt-jinja-functions/target)) to decipher the context of the dbt invocation. - [`target.name`](http://target.name) cannot be set at the environment-level. Therefore, every job within the environment must explicitly specify the `target.name` override. If the job does not have the appropriate `target.name` value set, the database/schema/alias may not resolve properly. Alternatively, environment variable values are inherited by the jobs within their corresponding environment. The environment variable values can also be overwritten within the jobs if needed. - + - [`target.name`] requires every developer to input the same value (often ‘dev’) into the target name section of their project development credentials. If a developer doesn’t have the appropriate target name value set, their database/schema/alias may not resolve properly. - + ### Always enforce custom schemas @@ -475,4 +469,5 @@ Some users prefer to enforce custom schemas on all objects within their projects {%- endif -%} ``` - \ No newline at end of file + + From ecced815f98205326eaa617a361f91836e2a1408 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Fri, 5 Jul 2024 11:10:17 +0100 Subject: [PATCH 013/277] added jinja and updated doc --- website/docs/guides/customize-schema-alias.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 400c60bbbb3..544e6d8402f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -2,6 +2,8 @@ title: Customize schema and alias id: customize-schema-alias description: "How to properly adjust your generate_schema_name() and generate_alias_name() macros.." +displayText: Learn how to adjust your generate schema name and generate alias name. +hoverSnippet: Learn how to adjust your generate schema name and generate alias name. # time_to_complete: '30 minutes' commenting out until we test icon: 'guides' hide_table_of_contents: true From f0d64b47f520dbb3372b410cec89d607542b2d43 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Fri, 5 Jul 2024 16:03:51 +0100 Subject: [PATCH 014/277] Added custom schema env var imag --- website/docs/guides/customize-schema-alias.md | 59 +++++++++--------- .../custom-schema-env-var-targetname.png | Bin 0 -> 53700 bytes 2 files changed, 31 insertions(+), 28 deletions(-) create mode 100644 website/static/img/docs/dbt-cloud/using-dbt-cloud/custom-schema-env-var-targetname.png diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 544e6d8402f..f2aed82ec4f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -21,28 +21,28 @@ In the rest of the article, for consistency, when we refer to database, we'll be The default behavior of what object is created is the following: -- The database where the object is created will be the database configured at the [environment level in dbt Cloud](https://docs.getdbt.com/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. +- The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. -- The schema depends on whether a [custom schema](https://docs.getdbt.com/docs/build/custom-schemas) has been defined for the model: +- The schema depends on whether a [custom schema](/docs/build/custom-schemas) has been defined for the model: - If no custom schema is defined, the schema where the object is created will be the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any deployment environment); or the schema in the `profiles.yml` in dbt Core. - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. -- The object name depends on whether an [alias](https://docs.getdbt.com/reference/resource-configs/alias) has been defined on the model: +- The object name depends on whether an [alias](/reference/resource-configs/alias) has been defined on the model: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. - If an alias is defined, the object will be created with the configured alias. Those default rules are a great starting point, and many people stick with those without customizing them. -It allows developers to work in their own sandboxed schemas and makes it possible to have different feature requests updating the same models without conflicting with one another. +It allows developers to work in their own test schemas and makes it possible to have different feature requests updating the same models without conflicting with one another. ## How to customize this behavior While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data qarehouse governance and design. -For example, dbt expects that it has the rights to create a schema on the fly **quickly** (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. +For example, dbt expects that it has the rights to create a schema on the fly _quickly_ (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. Or, you might have many custom schemas and want to avoid having your Dev database showing the combination of all developer schemas and custom schemas. @@ -50,9 +50,9 @@ Alternatively, you may even want to create models in schemas based on the featur For this reason, dbt offers three macros to customize what objects are created in the Data Warehouse: -- [`generate_database_name()`](https://docs.getdbt.com/docs/build/custom-databases#generate_database_name) -- [`generate_schema_name()`](https://docs.getdbt.com/docs/build/custom-schemas#how-does-dbt-generate-a-models-schema-name) -- [`generate_alias_name()`](https://docs.getdbt.com/docs/build/custom-aliases#generate_alias_name) +- [`generate_database_name()`](/docs/build/custom-databases#generate_database_name) +- [`generate_schema_name()`](/docs/build/custom-schemas#how-does-dbt-generate-a-models-schema-name) +- [`generate_alias_name()`](/docs/build/custom-aliases#generate_alias_name) By overwriting one or multiple of those macros, we can tailor where dbt objects are created in the data warehouse and align with any existing requirement. @@ -65,13 +65,13 @@ The key concept is that models run from two different contexts (For example runn When those macros are customized, we often leverage some of the following logic: -- Set up some [environment variables](https://docs.getdbt.com/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in Dev, Prod, CI and so fourth. - - Or, as an alternative to environment variables, you can use `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)). In dbt Cloud, we recommend environment variables, as they can be set at the environment and all jobs will automatically inherit those values. +- Set up some [environment variables](/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in Dev, Prod, CI etc and more so. + - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](reference/dbt-jinja-functions/target). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. INSERT IMAGE HERE -Use the out of the box ('DBT_CLOUD_GIT_BRANCH') environment variable in dbt Cloud, available in the IDE (documentation here), to allow the database/schema/object name to depend on the current branch. +Use the out of the box `DBT_CLOUD_GIT_BRANCH` environment variable in dbt Cloud, available in the IDE [special environment variables](/docs/build/environment-variables#special-environment-variables), to allow the database/schema/object name to depend on the current branch. ## Example use cases @@ -85,14 +85,15 @@ Note that the below examples do not comprehensively cover all the available opti ::: + ### 1. Using the custom schema without the concatenation with the target schema in production -The most common use case is wanting to use the custom schema without concatenating it with the default schema name when in Production. +The most common use case is using the custom schema without concatenating it with the default schema name when in Production. To do so, you can create a new file called `generate_schema_name.sql` under your macros folder with the following code: -```Java +```Jinja {% macro generate_schema_name(custom_schema_name, node) -%} @@ -129,7 +130,7 @@ This will generate the following outputs for a model called `my_model` with a cu :::note -We added logic to check if the current dbt run is happening in Production or not. This is important, and we explain why in the section on **What NOT to do**. +We added logic to check if the current dbt run is happening in Production or not. This is important, and we explain why in the section on [What not to do](/guides/customize-schema-alias?step=3#what-not-to-do). ::: @@ -144,7 +145,7 @@ In this case, we can: - Update `generate_alias_name()` to append the developer alias and the custom schema to the front of the table name in the dev environment. - This method is not ideal, as it can cause long table names, but it will let developers see in which schema the model will be created in Production. -```Java +```Jina {% macro generate_alias_name(custom_alias_name=none, node=none) -%} @@ -186,7 +187,7 @@ In this case, we can: ``` -```Java +```Jina {% macro generate_schema_name(custom_schema_name, node) -%} @@ -233,10 +234,10 @@ The `DBT_CLOUD_GIT_BRANCH` variable is only available within the dbt Cloud IDE a ::: -We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the **More tips and tricks** section on the next page to learn more. +We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the [More tips and tricks](/guides/customize-schema-alias?step=4#more-tips-and-tricks) section on the next page to learn more. -```Java +```Jinja {% macro generate_schema_name(custom_schema_name, node) -%} @@ -289,7 +290,7 @@ When Developer 1 and Developer 2 are checked out on the same branch, they will g Some organizations prefer to write their CI jobs to a single schema with the PR identifier prefixed to the front of the table name. It's important to note that this will result in long table names. -```Java +```Jinja {% macro generate_schema_name(custom_schema_name=none, node=none) -%} @@ -316,7 +317,7 @@ Some organizations prefer to write their CI jobs to a single schema with the PR ``` -```Java +```Jinja {% macro generate_alias_name(custom_alias_name=none, node=none) -%} @@ -373,7 +374,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Production | prod | analytics |prod.marketing.my_model | -### What NOT to do +### What not to do ### Update generate_schema_name() to always use the custom schema if it is set @@ -386,7 +387,7 @@ Some people prefer to only use the custom schema when it is set instead of conca When modifying the default macro for `generate_schema_name()`, this might result iney might creatinge this new version. -```Java +```Jina {% macro generate_schema_name(custom_schema_name, node) -%} @@ -433,6 +434,8 @@ As described above in the first example, the macro should be updated to check if ## More tips and tricks +This section will provide some useful tips on how to properly adjust your `generate_database_name()` and `generate_alias_name()` macros. + ### Creating non existing databases from dbt @@ -440,15 +443,15 @@ dbt will automatically try to create a schema if it doesn’t exist and if an ob So, if your `generate_database_name()` configuration points to different databases, which might not exist, dbt will fail if you do a simple `dbt build`. -It is still possible to get it working in dbt by creating some macros that will check if a database exists and if not, dbt will create it. You can then call those macros either in [a `dbt run-operation ...` step](https://docs.getdbt.com/reference/commands/run-operation) in your jobs or as a [`on-run-start` hook](https://docs.getdbt.com/reference/project-configs/on-run-start-on-run-end). +It is still possible to get it working in dbt by creating some macros that will check if a database exists and if not, dbt will create it. You can then call those macros either in [a `dbt run-operation ...` step](/reference/commands/run-operation) in your jobs or as a [`on-run-start` hook](/reference/project-configs/on-run-start-on-run-end). -### Assuming context using Environment Variables rather than `target.name` +### Assuming context using environment variables rather than `target.name` -We prefer to use [environment variables](https://docs.getdbt.com/docs/build/environment-variables) over `target.name` ([documentation here](https://docs.getdbt.com/reference/dbt-jinja-functions/target)) to decipher the context of the dbt invocation. +We prefer to use [environment variables](/docs/build/environment-variables) over `target.name` For a further read, have a look at ([About target variables](/reference/dbt-jinja-functions/target)) to decipher the context of the dbt invocation. -- [`target.name`](http://target.name) cannot be set at the environment-level. Therefore, every job within the environment must explicitly specify the `target.name` override. If the job does not have the appropriate `target.name` value set, the database/schema/alias may not resolve properly. Alternatively, environment variable values are inherited by the jobs within their corresponding environment. The environment variable values can also be overwritten within the jobs if needed. +- `target.name` cannot be set at the environment-level. Therefore, every job within the environment must explicitly specify the `target.name` override. If the job does not have the appropriate `target.name` value set, the database/schema/alias may not resolve properly. Alternatively, environment variable values are inherited by the jobs within their corresponding environment. The environment variable values can also be overwritten within the jobs if needed. @@ -462,10 +465,10 @@ We prefer to use [environment variables](https://docs.getdbt.com/docs/build/envi ### Always enforce custom schemas -Some users prefer to enforce custom schemas on all objects within their projects. This avoids writing to unintended “default” locations. You can add this logic to your `generate_schema_name()` macro to [raise a compilation error](https://docs.getdbt.com/reference/dbt-jinja-functions/exceptions) if a custom schema is not defined for an object. +Some users prefer to enforce custom schemas on all objects within their projects. This avoids writing to unintended “default” locations. You can add this logic to your `generate_schema_name()` macro to [raise a compilation error](/reference/dbt-jinja-functions/exceptions) if a custom schema is not defined for an object. -```Java +```Jinja {% macro generate_schema_name(custom_schema_name, node) -%} diff --git a/website/static/img/docs/dbt-cloud/using-dbt-cloud/custom-schema-env-var-targetname.png b/website/static/img/docs/dbt-cloud/using-dbt-cloud/custom-schema-env-var-targetname.png new file mode 100644 index 0000000000000000000000000000000000000000..8e02ba262fe26bb7c55c503ace57208b2ea6f532 GIT binary patch literal 53700 zcma&N1#p}_l0R%_W{N3hjP012nVFfH*^ZepW@g9CV`hpW#+V&5Gt(Hpd3W!B`|jOs z)i+g7jYd+d)p}apt=4a%loTY95eN{#z`&5DrNmUgz@VzZz`zaRU_dpdnQGc#UYIXH$ueqT?N*qGe})I9&QB zX$@UuDIC5$ZhlmaIeS+SffWdanzmKsn1w2m?&3?*$UuUrhd;Tq&V|nV5g0?GtB?+~ zmUBC#ePkSDXup5K#Kaha0+WXTQ#5H3cLqyLK@()m#f;b^n?(npIXy#!?xK50D;WF| zZ^JPbrI3icatrX8^z`0&Ph*ov{{Ace`;{FtTlnKvIl}j4?TclKHHw 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zz@{~Fc91UHA6@*NifXh#vmf25v_J<2ua;Gv@UC#IF1?k5|5|jM)T4UBdHi3qbv+OL z4473iZNFL_+U4bD<=hvtxU12794>1~8m>G+aoeVqjKw;XKCt<$-9Oh%j2xq~wNTmN z<(|{YGLOMKg}FNJQ2gANcB?LozBd*O?VP-1vll|PaS?oD`qRF?|DE-`=;o?b0IRGe zdi2L4Bl&#-zW-ER`Dc&NMgeZLL>;^FazfyH!iA}uT+K*cmy4^a@F(}a1$K?a7b~k9 o>{SSKR9#Wo?*>Vg~;I7tB07Z2$lO literal 0 HcmV?d00001 From 1e34fde602aba08be55bd9e48c82ee9475e4fdf4 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Fri, 5 Jul 2024 16:30:38 +0100 Subject: [PATCH 016/277] Updated and added info to customize schema guide --- website/docs/guides/customize-schema-alias.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index f2aed82ec4f..f5d656500d9 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -69,7 +69,7 @@ When those macros are customized, we often leverage some of the following logic: - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](reference/dbt-jinja-functions/target). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. -INSERT IMAGE HERE + Use the out of the box `DBT_CLOUD_GIT_BRANCH` environment variable in dbt Cloud, available in the IDE [special environment variables](/docs/build/environment-variables#special-environment-variables), to allow the database/schema/object name to depend on the current branch. @@ -454,13 +454,13 @@ We prefer to use [environment variables](/docs/build/environment-variables) over - `target.name` cannot be set at the environment-level. Therefore, every job within the environment must explicitly specify the `target.name` override. If the job does not have the appropriate `target.name` value set, the database/schema/alias may not resolve properly. Alternatively, environment variable values are inherited by the jobs within their corresponding environment. The environment variable values can also be overwritten within the jobs if needed. - + -- [`target.name`] requires every developer to input the same value (often ‘dev’) into the target name section of their project development credentials. If a developer doesn’t have the appropriate target name value set, their database/schema/alias may not resolve properly. +- `target.name` requires every developer to input the same value (often ‘dev’) into the target name section of their project development credentials. If a developer doesn’t have the appropriate target name value set, their database/schema/alias may not resolve properly. - + ### Always enforce custom schemas From 39f8d318f92e56a5cb49788d462704319b8ae188 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:32:35 +0100 Subject: [PATCH 017/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index ff9ba56983d..75cc15b42e8 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -1,7 +1,7 @@ --- title: Customize schema and alias id: customize-schema-alias -description: "How to properly adjust your generate_schema_name() and generate_alias_name() macros.." +description: "Learn how to properly adjust your generate_schema_name() and generate_alias_name() macros." displayText: Learn how to adjust your generate schema name and generate alias name. hoverSnippet: Learn how to adjust your generate schema name and generate alias name. # time_to_complete: '30 minutes' commenting out until we test From 8a61f0f86d2b5f0862d27699fbe9db56c403e14c Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:33:52 +0100 Subject: [PATCH 018/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 75cc15b42e8..4b1f06583ec 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -24,7 +24,9 @@ The default behavior of what object is created is the following: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. - The schema depends on whether a [custom schema](/docs/build/custom-schemas) has been defined for the model: - - If no custom schema is defined, the schema where the object is created will be the schema that has been configured in dbt Cloud (`dbt_username` for Dev and the configured default schema for any deployment environment); or the schema in the `profiles.yml` in dbt Core. + - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for Dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. + + - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From a36465d3774f6156b7eaea977535fae530d596a5 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:34:19 +0100 Subject: [PATCH 019/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 4b1f06583ec..2e29f49dbfe 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -14,7 +14,7 @@ recently_updated: true From 4d861edcb86cd13cd77f9cedf716913222cd2d22 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 23 Jul 2024 18:16:48 +0100 Subject: [PATCH 150/277] add updated overview page [beta] (#5823) this pr adds updated images/gifs related to the new explorer overview page, as well as new info to the 'latest updates' section too. [ ] PM review required [ ] Docs review required --------- Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- .../docs/collaborate/column-level-lineage.md | 4 ++-- .../docs/docs/collaborate/explore-projects.md | 14 ++++++++++++-- .../docs/collaborate/model-performance.md | 4 ++-- .../docs/docs/dbt-versions/release-notes.md | 2 ++ .../example-performance-overview-page.png | Bin 210939 -> 122104 bytes .../dbt-explorer/explore-staging-env.png | Bin 278966 -> 284291 bytes .../dbt-explorer/explorer-main-page.gif | Bin 0 -> 4683860 bytes .../explorer-model-performance.gif | Bin 0 -> 5255319 bytes .../static/img/docs/dbt-cloud/explore-nav.jpg | Bin 5626 -> 0 bytes 9 files changed, 18 insertions(+), 6 deletions(-) create mode 100644 website/static/img/docs/collaborate/dbt-explorer/explorer-main-page.gif create mode 100644 website/static/img/docs/collaborate/dbt-explorer/explorer-model-performance.gif delete mode 100644 website/static/img/docs/dbt-cloud/explore-nav.jpg diff --git a/website/docs/docs/collaborate/column-level-lineage.md b/website/docs/docs/collaborate/column-level-lineage.md index bdd2aa3247f..20aeb2c1bb3 100644 --- a/website/docs/docs/collaborate/column-level-lineage.md +++ b/website/docs/docs/collaborate/column-level-lineage.md @@ -7,7 +7,7 @@ dbt Explorer now offers column-level lineage (CLL) for the resources in your dbt CLL is available to dbt Cloud Enterprise accounts that can use Explorer. - + ## Access the column-level lineage @@ -22,7 +22,7 @@ dbt Cloud updates the lineage in Explorer after each run that's executed in the You can use the column evolution lineage lens to determine when a column is transformed vs. reused (passthrough or rename). The lens helps you distinguish when and how a column is actually changed as it flows through your dbt lineage, informing debugging workflows in particular. - + ### Inherited column descriptions diff --git a/website/docs/docs/collaborate/explore-projects.md b/website/docs/docs/collaborate/explore-projects.md index aa549520f34..a0a18d43b2f 100644 --- a/website/docs/docs/collaborate/explore-projects.md +++ b/website/docs/docs/collaborate/explore-projects.md @@ -15,7 +15,17 @@ With dbt Explorer, you can view your project's [resources](/docs/build/projects) - You have at least one successful job run in the deployment environment. Note that [CI jobs](/docs/deploy/ci-jobs) do not update dbt Explorer. - You are on the dbt Explorer page. To do this, select **Explore** from the navigation in dbt Cloud. - +## Overview page + +Navigate the dbt Explorer overview page to access your project's resources and metadata, available in beta. The page includes the following sections: + +- **Search bar** — [Search](#search-resources) for resources in your project by keyword. You can also use filters to refine your search results. +- **Sidebar** — Use the left sidebar to access model [performance](/docs/collaborate/model-performance), [project recommendations](/docs/collaborate/project-recommendations) in the **Project details** section. Browse your project's [resources, file tree, and database](#browse-with-the-sidebar) in the lower section of the sidebar. +- **Lineage graph** — Explore your project's or account's [lineage graph](#project-lineage) to visualize the relationships between resources. +- **Latest updates** — View the latest changes or issues related to your project's resources, including the most recent job runs, changed properties, lineage, and issues. +- **Marts and public models** — View the [marts](/best-practices/how-we-structure/1-guide-overview#guide-structure-overview) and [public models](/docs/collaborate/govern/model-access#access-modifiers) in your project. + + ## Generate metadata @@ -253,7 +263,7 @@ dbt Explorer supports views for [staging deployment environments](/docs/deploy/d You can explore the metadata from your production or staging environment to inform your data development lifecycle. Just [set a single environment](/docs/deploy/deploy-environments) per dbt Cloud project as “production” or “staging," and ensure the proper metadata has been generated then you’ll be able to view it in Explorer. Refer to [Generating metadata](/docs/collaborate/explore-projects#generate-metadata) for more details. - + ## Related content diff --git a/website/docs/docs/collaborate/model-performance.md b/website/docs/docs/collaborate/model-performance.md index a7e18b044ca..0175c5bd0e4 100644 --- a/website/docs/docs/collaborate/model-performance.md +++ b/website/docs/docs/collaborate/model-performance.md @@ -6,7 +6,7 @@ description: "Learn about the performance of your models so you can make improve dbt Explorer provides metadata on dbt Cloud runs for in-depth model performance and quality analysis. This feature assists in reducing infrastructure costs and saving time for data teams by highlighting where to fine-tune projects and deployments — such as model refactoring or job configuration adjustments. - + ## The Performance overview page @@ -18,7 +18,7 @@ You can pinpoint areas for performance enhancement by using the Performance over Each data point links to individual models in Explorer. - + You can view historical metadata for up to the past three months. Select the time horizon using the filter, which defaults to a two-week lookback. diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 35a9201f93f..ef0cb1f5268 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -19,6 +19,8 @@ Release notes are grouped by month for both multi-tenant and virtual private clo [^*] The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. ## July 2024 + +- **Enhancement**: Introducing a revamped overview page for dbt Explorer, available in beta. It includes a new design and layout for the Explorer homepage. The new layout provides a more intuitive experience for users to navigate their dbt projects, as well as a new **Latest updates** section to view the latest changes or issues related to project resources. To learn more, refer to [Overview page](/docs/collaborate/explore-projects#overview-page). - **Enhancement**: The dbt Semantic Layer now offers more granular control by supporting multiple data platform credentials, which can represent different roles or service accounts. Available for dbt Cloud Enterprise plans, you can map credentials to service tokens for secure authentication. Refer to [Set up dbt Semantic Layer](/docs/use-dbt-semantic-layer/setup-sl#set-up-dbt-semantic-layer) for more details. - **New**: Introduced the [`dbt-sl-sdk` Python software development kit (SDK)](https://github.com/dbt-labs/semantic-layer-sdk-python) Python library, which provides you with easy access to the dbt Semantic Layer with Python. It allows developers to interact with the dbt Semantic Layer APIs and query metrics and dimensions in downstream tools. Refer to the [dbt Semantic Layer Python SDK](/docs/dbt-cloud-apis/sl-python) for more information. - **New**: The ability to lint your SQL files from the dbt Cloud CLI is now available. 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## Introduction - +This guide explains how to customize the [schema](/docs/build/custom-schemas) and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. When we develop dbt models and run or build them, objects get created in the data warehouse. In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. From b0289c7911e40d978cbd578212dd67400b890da3 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:34:59 +0100 Subject: [PATCH 020/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 2e29f49dbfe..8e10b0f9995 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -27,7 +27,7 @@ The default behavior of what object is created is the following: - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for Dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. - - Note: Automated CI jobs are a specific case, where the schema name is derived from the job number and PR number: `dbt_cloud_pr__` + - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From 20904b30a46fc91f77ec26f6bdbe62085d228105 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:36:16 +0100 Subject: [PATCH 021/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 8e10b0f9995..2f60103dd19 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -296,7 +296,7 @@ Some organizations prefer to write their CI jobs to a single schema with the PR {%- set default_schema = target.schema -%} - {# If the CI Job does not exist in it's own environment, use the target.name variable inside the job instead #} + {# If the CI Job does not exist in its own environment, use the target.name variable inside the job instead #} {# {%- if target.name == 'CI' -%} #} {%- if env_var('DBT_ENV_TYPE','DEV') == 'CI' -%} From ceddbc5db9e1313ac45f241f0f044c582a073dd9 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:37:26 +0100 Subject: [PATCH 022/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 2f60103dd19..a81f23dfa92 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -376,7 +376,7 @@ This will generate the following outputs for a model called `my_model` with a cu ### What not to do -### Update generate_schema_name() to always use the custom schema if it is set +### Update generate_schema_name() to always use the custom schema Some people prefer to only use the custom schema when it is set instead of concatenating the default schema with the custom one, as it happens in the out of the box behavior. From 830869d2ebd195f8b728573fd6dc3d01145e39f5 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:38:05 +0100 Subject: [PATCH 023/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index a81f23dfa92..e209a747a3e 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -404,7 +404,7 @@ When modifying the default macro for `generate_schema_name()`, this might result {%- endmacro %} ``` -While it may provide the expected output for Production, where a dedicated database is used, it will generate conflicts anywhere people share a database. +While it may provide the expected output for production, where a dedicated database is used, it will generate conflicts anywhere people share a database. Let’s look at the example of a model called `my_model` with a custom schema of `marketing`. From b863022e5f532a98b1614df09b4cdf6a5504d37e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 8 Jul 2024 12:43:06 +0100 Subject: [PATCH 024/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index e209a747a3e..8cd3e387aa2 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -68,7 +68,7 @@ The key concept is that models run from two different contexts (For example runn When those macros are customized, we often leverage some of the following logic: - Set up some [environment variables](/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in Dev, Prod, CI etc and more so. - - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](reference/dbt-jinja-functions/target). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. + - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. From 5d73dc7ff01024b70833507a32aa0f36f9fc8f18 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Mon, 8 Jul 2024 15:06:44 +0100 Subject: [PATCH 025/277] Updated typos in doc --- website/docs/guides/customize-schema-alias.md | 45 ++++++++++--------- 1 file changed, 24 insertions(+), 21 deletions(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 8cd3e387aa2..effcf85044c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -24,12 +24,12 @@ The default behavior of what object is created is the following: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. - The schema depends on whether a [custom schema](/docs/build/custom-schemas) has been defined for the model: - - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for Dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. + - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. - - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` + - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. + - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. - The object name depends on whether an [alias](/reference/resource-configs/alias) has been defined on the model: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. @@ -37,16 +37,16 @@ The default behavior of what object is created is the following: Those default rules are a great starting point, and many people stick with those without customizing them. -It allows developers to work in their own test schemas and makes it possible to have different feature requests updating the same models without conflicting with one another. +It allows developers to work in their own test schemas (sandboxes) and makes it possible to have different feature requests updating the same models without conflicting with one another. ## How to customize this behavior -While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data qarehouse governance and design. +While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data warehouse governance and design. For example, dbt expects that it has the rights to create a schema on the fly _quickly_ (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. -Or, you might have many custom schemas and want to avoid having your Dev database showing the combination of all developer schemas and custom schemas. +Or, you might have many custom schemas and want to avoid having your dev database showing the combination of all developer schemas and custom schemas. Alternatively, you may even want to create models in schemas based on the feature branch name in development rather than the developer name. @@ -58,22 +58,25 @@ For this reason, dbt offers three macros to customize what objects are created i By overwriting one or multiple of those macros, we can tailor where dbt objects are created in the data warehouse and align with any existing requirement. -:::caution Key concept +:::note Key concept -The key concept is that models run from two different contexts (For example running by developer 1 or by developer 2; or running by developer 1 and running in Production) need to result in different objects in the data warehouse to avoid people overriding each others models +The key concept is that models run from two different contexts need to result in different objects in the data warehouse to avoid people overriding each others models. For example running by developer 1 or by developer 2; or running by developer 1 and running in production. ::: When those macros are customized, we often leverage some of the following logic: -- Set up some [environment variables](/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in Dev, Prod, CI etc and more so. - - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. +In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. + +- Set up some [environment variables](/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in dev, prod, CI and more so. + +- Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). -Use the out of the box `DBT_CLOUD_GIT_BRANCH` environment variable in dbt Cloud, available in the IDE [special environment variables](/docs/build/environment-variables#special-environment-variables), to allow the database/schema/object name to depend on the current branch. +To allow the database/schema/object name to depend on the current branch, you can use the out of the box `DBT_CLOUD_GIT_BRANCH` environment variable in dbt Cloud [special environment variables](/docs/build/environment-variables#special-environment-variables). ## Example use cases @@ -91,7 +94,7 @@ Note that the below examples do not comprehensively cover all the available opti ### 1. Using the custom schema without the concatenation with the target schema in production -The most common use case is using the custom schema without concatenating it with the default schema name when in Production. +The most common use case is using the custom schema without concatenating it with the default schema name when in production. To do so, you can create a new file called `generate_schema_name.sql` under your macros folder with the following code: @@ -132,20 +135,20 @@ This will generate the following outputs for a model called `my_model` with a cu :::note -We added logic to check if the current dbt run is happening in Production or not. This is important, and we explain why in the section on [What not to do](/guides/customize-schema-alias?step=3#what-not-to-do). +We added logic to check if the current dbt run is happening in production or not. This is important, and we explain why in the section on [What not to do](/guides/customize-schema-alias?step=3#what-not-to-do). ::: ### 2. Static schemas - Adding developer identities to the front of tables instead of the schema -Occasionally we run into instances where the security posture of the organization prevents developers from creating schemas and all developers have to develop in a single schema. +Occasionally, we run into instances where the security posture of the organization prevents developers from creating schemas and all developers have to develop in a single schema. In this case, we can: - Change `generate_schema_name()` to use a single schema for all developers, even if a custom schema is set. - Update `generate_alias_name()` to append the developer alias and the custom schema to the front of the table name in the dev environment. - - This method is not ideal, as it can cause long table names, but it will let developers see in which schema the model will be created in Production. + - This method is not ideal, as it can cause long table names, but it will let developers see in which schema the model will be created in production. ```Jina @@ -236,7 +239,7 @@ The `DBT_CLOUD_GIT_BRANCH` variable is only available within the dbt Cloud IDE a ::: -We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the [More tips and tricks](/guides/customize-schema-alias?step=4#more-tips-and-tricks) section on the next page to learn more. +We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the [Tips and tricks](/guides/customize-schema-alias?step=4#more-tips-and-tricks) section on the next page to learn more. ```Jinja @@ -282,7 +285,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Production | |prod | analytics |prod.marketing.my_model\ | -When Developer 1 and Developer 2 are checked out on the same branch, they will generate the same object in the data warehouse, but this should not be a problem as being on the same branch means that the code of the model will be the same for the two developers. +When developer 1 and developer 2 are checked out on the same branch, they will generate the same object in the data warehouse, but this should not be a problem as being on the same branch means that the code of the model will be the same for the two developers. ### 4. Use a static schema for CI @@ -384,7 +387,7 @@ Some people prefer to only use the custom schema when it is set instead of conca #### Problem -When modifying the default macro for `generate_schema_name()`, this might result iney might creatinge this new version. +When modifying the default macro for `generate_schema_name()`, this might result in creating this new version. ```Jina @@ -419,17 +422,17 @@ Let’s look at the example of a model called `my_model` with a custom schema of | CI PR 234 | ci | dbt_pr_234 |ci.marketing.my_model | -We can see that both Developer 1 and Developer 2 get the same object for `my_model`. This means that if they both work on this model at the same time, it will be impossible to know if the version currently in the data warehouse is the one from Developer 1 and Developer 2. +We can see that both developer 1 and developer 2 get the same object for `my_model`. This means that if they both work on this model at the same time, it will be impossible to know if the version currently in the data warehouse is the one from developer 1 and developer 2. Similarly, different PRs will result in the exact same object in the data warehouse. If different PRs are open at the same time and modifying the same models, it is very likely that we will get issues, slowing down the whole development and code promotion. ### Solution -As described above in the first example, the macro should be updated to check if we are currently running dbt in Production or not. It is only when in Production that we want to remove the concatenation and only use the custom schema. +As described above in the first example, the macro should be updated to check if we are currently running dbt in production or not. It is only when in production that we want to remove the concatenation and only use the custom schema. -## More tips and tricks +## Tips and tricks This section will provide some useful tips on how to properly adjust your `generate_database_name()` and `generate_alias_name()` macros. 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+- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index effcf85044c..a0c400215d9 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -239,7 +239,7 @@ The `DBT_CLOUD_GIT_BRANCH` variable is only available within the dbt Cloud IDE a ::: -We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the [Tips and tricks](/guides/customize-schema-alias?step=4#more-tips-and-tricks) section on the next page to learn more. +We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the [Tips and tricks](/guides/customize-schema-alias?step=4#tips-and-tricks) section on the next page to learn more. ```Jinja From 245199b43c9a0e06828449b58ef5823c519a1efc Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Mon, 8 Jul 2024 20:08:56 +0100 Subject: [PATCH 028/277] Updated errors in doc --- website/docs/guides/customize-schema-alias.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index a0c400215d9..a5011f9b2c1 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -378,6 +378,8 @@ This will generate the following outputs for a model called `my_model` with a cu ### What not to do +This section will provide an outline of what users should avoid doing when customizing their schema and alias due to the issues that may arise. + ### Update generate_schema_name() to always use the custom schema From 924ed3594c8b4b4b710b75a70bf82ddaa0ba8472 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:30:45 +0100 Subject: [PATCH 029/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index a5011f9b2c1..d2e68525f79 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -14,7 +14,7 @@ recently_updated: true
## Introduction -This guide explains how to customize the [schema](/docs/build/custom-schemas) and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. +This guide explains how to customize the [schema](/docs/build/custom-schemas), [database](/docs/build/custom-databases) and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. When we develop dbt models and run or build them, objects get created in the data warehouse. In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. From 94356c9f7645966d791a1f9fa90fdd68fbdeb41e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:32:18 +0100 Subject: [PATCH 030/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d2e68525f79..b9742bc38df 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -1,5 +1,5 @@ --- -title: Customize schema and alias +title: Customize dbt models database, schema and alias id: customize-schema-alias description: "Learn how to properly adjust your generate_schema_name() and generate_alias_name() macros." displayText: Learn how to adjust your generate schema name and generate alias name. From dc449e6a299be482f31e75b5134afedd04281902 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:33:15 +0100 Subject: [PATCH 031/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index b9742bc38df..a15dc34bc5a 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -44,7 +44,7 @@ It allows developers to work in their own test schemas (sandboxes) and makes it While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data warehouse governance and design. -For example, dbt expects that it has the rights to create a schema on the fly _quickly_ (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. +For example, dbt expects that it has the rights to create a schema on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. Or, you might have many custom schemas and want to avoid having your dev database showing the combination of all developer schemas and custom schemas. From 6e859fc9809a70413331ddad426cd72f7fd2a97d Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:41:56 +0100 Subject: [PATCH 032/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index a15dc34bc5a..b001f91be98 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -85,7 +85,7 @@ Here are some typical examples we've encountered with dbt users leveraging those :::note -Note that the below examples do not comprehensively cover all the available options. These examples are meant to be templates for you to develop your own behaviors. +Note that the following examples do not comprehensively cover all the available options. These examples are meant to be templates for you to develop your own behaviors. ::: From 09a75d0f0019536ec9b13eae38014ba489e7e575 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:43:18 +0100 Subject: [PATCH 033/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index b001f91be98..9a327c4f085 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -376,7 +376,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Production | prod | analytics |prod.marketing.my_model | -### What not to do +## What not to do This section will provide an outline of what users should avoid doing when customizing their schema and alias due to the issues that may arise. From 0f159674e1987836c4ffea9e1b48e1c245963462 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 16 Jul 2024 14:18:48 +0100 Subject: [PATCH 034/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 9a327c4f085..dbbfaaefd66 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -74,7 +74,7 @@ In dbt Cloud, we recommend environment variables as they can be set at the envir - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). - + To allow the database/schema/object name to depend on the current branch, you can use the out of the box `DBT_CLOUD_GIT_BRANCH` environment variable in dbt Cloud [special environment variables](/docs/build/environment-variables#special-environment-variables). From 331ad887f0aa8237e23bbabbb4fae289632630d2 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Wed, 17 Jul 2024 18:08:22 -0400 Subject: [PATCH 035/277] Updating environment permissions (#5797) ## What are you changing in this pull request and why? Updates the environment permissions page with beta enhancements ## Checklist - [ ] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [ ] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [ ] Add/remove page in `website/sidebars.js` - [ ] Provide a unique filename for new pages - [ ] Add an entry for deleted pages in `website/vercel.json` - [ ] Run link testing locally with `npm run build` to update the links that point to deleted pages --------- Co-authored-by: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> --- .../secure/environment-permissions-setup.md | 4 ++-- .../docs/dbt-cloud/environment-options.png | Bin 120695 -> 116035 bytes .../static/img/docs/dbt-cloud/no-option.png | Bin 85212 -> 82245 bytes 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/docs/cloud/secure/environment-permissions-setup.md b/website/docs/docs/cloud/secure/environment-permissions-setup.md index 01ad3e6aef0..3da0d1a4862 100644 --- a/website/docs/docs/cloud/secure/environment-permissions-setup.md +++ b/website/docs/docs/cloud/secure/environment-permissions-setup.md @@ -45,9 +45,9 @@ If you select a permission set that is not supported, the environment permission -4. Select the **Environment** for group access. The default is **All environments**, but you can select multiple. If none are selected, the group will have read-only access. Note that `Other` maps to the `General` environment type. +4. Select the **Environment** for group access. The default is **All environments**, but you can select multiple. If none are selected, the group will have read-only access. - + 5. Save the Group settings. 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ux(q|uM;UrhidOJ#7VR0+7$gTj!Lsdih`U6pBybM=Cn_TKFzddS`~L$hb8g`P From 6ba5fda70a9a53dc59ab42337cbea6e14d53f673 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Thu, 18 Jul 2024 10:28:48 +0100 Subject: [PATCH 036/277] clarify builtin macros aren't overridden via package (#5792) this pr clarifies that builtin macros can't be overridden because they aren't deferred and are context properties defined in python. Resolves #971 --- website/docs/reference/dbt-jinja-functions/builtins.md | 4 +++- website/docs/reference/dbt-jinja-functions/dispatch.md | 4 ++++ 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/website/docs/reference/dbt-jinja-functions/builtins.md b/website/docs/reference/dbt-jinja-functions/builtins.md index 0da7c6536a8..d3241ab849a 100644 --- a/website/docs/reference/dbt-jinja-functions/builtins.md +++ b/website/docs/reference/dbt-jinja-functions/builtins.md @@ -27,7 +27,9 @@ From dbt v1.5 and higher, use the following macro to override the `ref` method a It includes logic to extract user-provided arguments, including version, and call the builtins.ref() function with either a single modelname argument or both packagename and modelname arguments, based on the number of positional arguments in varargs. -

+Note that the `ref`, `source`, and `config` functions can't be overridden with a package. This is because `ref`, `source`, and `config` are context properties within dbt and are not dispatched as global macros. Refer to [this GitHub discussion](https://github.com/dbt-labs/dbt-core/issues/4491#issuecomment-994709916) for more context. + +
``` diff --git a/website/docs/reference/dbt-jinja-functions/dispatch.md b/website/docs/reference/dbt-jinja-functions/dispatch.md index 5dff787219f..921731ccc84 100644 --- a/website/docs/reference/dbt-jinja-functions/dispatch.md +++ b/website/docs/reference/dbt-jinja-functions/dispatch.md @@ -145,6 +145,10 @@ As a package maintainer, this functionality enables users of my package to exten ### Overriding global macros +:::tip +Certain functions like [`ref`](/reference/dbt-jinja-functions/ref), [`source`](/reference/dbt-jinja-functions/source), and [`config`](/reference/dbt-jinja-functions/config) can't be overridden with a package using the dispatch config. This is because `ref`, `source`, and `config` are context properties within dbt and are not dispatched as global macros. Refer to [this GitHub discussion](https://github.com/dbt-labs/dbt-core/issues/4491#issuecomment-994709916) for more context. +::: + I maintain an internal utility package at my organization, named `my_org_dbt_helpers`. I use this package to reimplement built-in dbt macros on behalf of all my dbt-using colleagues, who work across a number of dbt projects. My package can define custom versions of any dispatched global macro I choose, from `generate_schema_name` to `test_unique`. I can define a new default version of that macro (e.g. `default__generate_schema_name`), or custom versions for specific adapters (e.g. `spark__generate_schema_name`). From f7374a1027ce77ae94c6e7d3ebdd722a6a573c33 Mon Sep 17 00:00:00 2001 From: Natalie Fiann Date: Thu, 18 Jul 2024 10:34:58 +0100 Subject: [PATCH 037/277] Updated 404 link, broken link and link in doc --- website/docs/docs/build/python-models.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index 858a1f2b5de..b3ff3063ef0 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -86,7 +86,7 @@ Each Python model lives in a `.py` file in your `models/` folder. It defines a f - **`dbt`**: A class compiled by dbt Core, unique to each model, enables you to run your Python code in the context of your dbt project and DAG. - **`session`**: A class representing your data platform’s connection to the Python backend. The session is needed to read in tables as DataFrames, and to write DataFrames back to tables. In PySpark, by convention, the `SparkSession` is named `spark`, and available globally. For consistency across platforms, we always pass it into the `model` function as an explicit argument called `session`. -The `model()` function must return a single DataFrame. On Snowpark (Snowflake), this can be a Snowpark or pandas DataFrame. Via PySpark (Databricks + BigQuery), this can be a Spark, pandas, or pandas-on-Spark DataFrame. For more about choosing between pandas and native DataFrames, see [DataFrame API + syntax](#dataframe-api--syntax). +The `model()` function must return a single DataFrame. On Snowpark (Snowflake), this can be a Snowpark or pandas DataFrame. Via PySpark (Databricks + BigQuery), this can be a Spark, pandas, or pandas-on-Spark DataFrame. For more about choosing between pandas and native DataFrames, see [DataFrame API + syntax](/docs/build/python-models#dataframe-api-and-syntax). When you `dbt run --select python_model`, dbt will prepare and pass in both arguments (`dbt` and `session`). All you have to do is define the function. This is how every single Python model should look: @@ -513,7 +513,7 @@ def model(dbt, session): **Note:** Due to a Snowpark limitation, it is not currently possible to register complex named UDFs within stored procedures and, therefore, dbt Python models. We are looking to add native support for Python UDFs as a project/DAG resource type in a future release. For the time being, if you want to create a "vectorized" Python UDF via the Batch API, we recommend either: - Writing [`create function`](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-batch.html) inside a SQL macro, to run as a hook or run-operation -- [Registering from a staged file](https://docs.snowflake.com/ko/developer-guide/snowpark/reference/python/_autosummary/snowflake.snowpark.udf.html#snowflake.snowpark.udf.UDFRegistration.register_from_file) within your Python model code +- [Registering from a staged file](https://docs.snowflake.com/en/developer-guide/snowpark/python/creating-udfs#creating-a-udf-from-a-python-source-file) within your Python model code

@@ -610,7 +610,7 @@ In their initial launch, Python models are supported on three of the most popula **Additional setup:** You will need to [acknowledge and accept Snowflake Third Party Terms](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-packages.html#getting-started) to use Anaconda packages. -**Installing packages:** Snowpark supports several popular packages via Anaconda. The complete list is at https://repo.anaconda.com/pkgs/snowflake/. Packages are installed at the time your model is being run. Different models can have different package dependencies. If you are using third-party packages, Snowflake recommends using a dedicated virtual warehouse for best performance rather than one with many concurrent users. +**Installing packages:** Snowpark supports several popular packages via Anaconda. You can refer to the [complete](https://repo.anaconda.com/pkgs/snowflake/) list for more details. Packages are installed at the time your model is being run. Different models can have different package dependencies. If you are using third-party packages, Snowflake recommends using a dedicated virtual warehouse for best performance rather than one with many concurrent users. **Python version:** To specify a different python version, use the following configuration: ``` From ba298ace271b8e73dcbedaab3e9ddecdae4966d9 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Thu, 18 Jul 2024 10:50:56 +0100 Subject: [PATCH 038/277] Update website/docs/docs/build/python-models.md --- website/docs/docs/build/python-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index b3ff3063ef0..dcdf100675e 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -86,7 +86,7 @@ Each Python model lives in a `.py` file in your `models/` folder. It defines a f - **`dbt`**: A class compiled by dbt Core, unique to each model, enables you to run your Python code in the context of your dbt project and DAG. - **`session`**: A class representing your data platform’s connection to the Python backend. The session is needed to read in tables as DataFrames, and to write DataFrames back to tables. In PySpark, by convention, the `SparkSession` is named `spark`, and available globally. For consistency across platforms, we always pass it into the `model` function as an explicit argument called `session`. -The `model()` function must return a single DataFrame. On Snowpark (Snowflake), this can be a Snowpark or pandas DataFrame. Via PySpark (Databricks + BigQuery), this can be a Spark, pandas, or pandas-on-Spark DataFrame. For more about choosing between pandas and native DataFrames, see [DataFrame API + syntax](/docs/build/python-models#dataframe-api-and-syntax). +The `model()` function must return a single DataFrame. On Snowpark (Snowflake), this can be a Snowpark or pandas DataFrame. Via PySpark (Databricks + BigQuery), this can be a Spark, pandas, or pandas-on-Spark DataFrame. For more about choosing between pandas and native DataFrames, see [DataFrame API + syntax](#dataframe-api-and-syntax). When you `dbt run --select python_model`, dbt will prepare and pass in both arguments (`dbt` and `session`). All you have to do is define the function. This is how every single Python model should look: From 51a723e9662e038564d412f97a22dd82f3175372 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 10:55:34 +0100 Subject: [PATCH 039/277] Update website/docs/docs/build/python-models.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/docs/build/python-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index dcdf100675e..811379a0d2c 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -610,7 +610,7 @@ In their initial launch, Python models are supported on three of the most popula **Additional setup:** You will need to [acknowledge and accept Snowflake Third Party Terms](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-packages.html#getting-started) to use Anaconda packages. -**Installing packages:** Snowpark supports several popular packages via Anaconda. You can refer to the [complete](https://repo.anaconda.com/pkgs/snowflake/) list for more details. Packages are installed at the time your model is being run. Different models can have different package dependencies. If you are using third-party packages, Snowflake recommends using a dedicated virtual warehouse for best performance rather than one with many concurrent users. +**Installing packages:** Snowpark supports several popular packages via Anaconda. Refer to the [complete list](https://repo.anaconda.com/pkgs/snowflake/) for more details. Packages are installed when your model is run. Different models can have different package dependencies. If you use third-party packages, Snowflake recommends using a dedicated virtual warehouse for best performance rather than one with many concurrent users. **Python version:** To specify a different python version, use the following configuration: ``` From f38615b018a36b3e00512d05b3bcb63f144df3eb Mon Sep 17 00:00:00 2001 From: Doug Beatty <44704949+dbeatty10@users.noreply.github.com> Date: Thu, 18 Jul 2024 04:07:35 -0600 Subject: [PATCH 040/277] Restoring cross-database compatibility of example code (#5785) [Preview](https://docs-getdbt-com-git-dbeatty10-patch-1-dbt-labs.vercel.app/docs/build/incremental-models#filtering-rows-on-an-incremental-run) ## What are you changing in this pull request and why? The code change in https://github.com/dbt-labs/docs.getdbt.com/pull/5326 was tested against a variety of dbt adapters. The update in https://github.com/dbt-labs/docs.getdbt.com/pull/5306 modified that code example, and it appears to have database-specific cast syntax (`::`) as well as a data type that means different things in different databases (i.e., the `TIMESTAMP` data type has different semantics in BigQuery vs. Snowflake). So we should restore the code example in https://github.com/dbt-labs/docs.getdbt.com/pull/5326. If there is a better example that has been tested across dbt adapters, then we can consider making another update in the future. ## Checklist - [x] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. --- website/docs/docs/build/incremental-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/incremental-models.md b/website/docs/docs/build/incremental-models.md index 21215437d89..21cd656484a 100644 --- a/website/docs/docs/build/incremental-models.md +++ b/website/docs/docs/build/incremental-models.md @@ -71,7 +71,7 @@ from {{ ref('app_data_events') }} -- this filter will only be applied on an incremental run -- (uses >= to include records whose timestamp occurred since the last run of this model) -- (If event_time is NULL or the table is truncated, the condition will always be true and load all records) -where event_time >= (select coalesce(max(event_time),'1900-01-01'::TIMESTAMP) from {{ this }} ) +where event_time >= (select coalesce(max(event_time),'1900-01-01') from {{ this }} ) {% endif %} ``` From 394fe0848c4a25afef6148ba84ac764ee80f5c27 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:44:05 +0100 Subject: [PATCH 041/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index dbbfaaefd66..cc0fae7b034 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -15,7 +15,7 @@ recently_updated: true ## Introduction This guide explains how to customize the [schema](/docs/build/custom-schemas), [database](/docs/build/custom-databases) and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. -When we develop dbt models and run or build them, objects get created in the data warehouse. +When we develop dbt models and perform a `dbt run` or `dbt build` command, objects get created in the data warehouse In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. From 41d717c6e30ac5cdeaf14e7c457b30db5411fcff Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:45:14 +0100 Subject: [PATCH 042/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index cc0fae7b034..9e4b77c76c8 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -19,7 +19,7 @@ When we develop dbt models and perform a `dbt run` or `dbt build` command, objec In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. -The default behavior of what object is created is the following: +Out-of-the-box, the default behavior of dbt is the following: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. From f901dfbd174db7ec3f04472505dddf5ccb47a029 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:50:45 +0100 Subject: [PATCH 043/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 9e4b77c76c8..e98da7a763e 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -37,7 +37,7 @@ Out-of-the-box, the default behavior of dbt is the following: Those default rules are a great starting point, and many people stick with those without customizing them. -It allows developers to work in their own test schemas (sandboxes) and makes it possible to have different feature requests updating the same models without conflicting with one another. +The defaults allow developers to work in their own isolated schemas (sandboxes) without overwriting each other's work - even if they're working on the same tables. ## How to customize this behavior From 652a8a21b330cfad36fdf93fca7c49e79ac619cc Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:51:31 +0100 Subject: [PATCH 044/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index e98da7a763e..80c9eeb825c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -35,7 +35,7 @@ Out-of-the-box, the default behavior of dbt is the following: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. - If an alias is defined, the object will be created with the configured alias. -Those default rules are a great starting point, and many people stick with those without customizing them. +Those default rules are a great starting point, and many organizations choose to stick with those without any customization required. The defaults allow developers to work in their own isolated schemas (sandboxes) without overwriting each other's work - even if they're working on the same tables. From 871167fc9e33e69b8e4083ba591ece42700b1ad3 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:52:53 +0100 Subject: [PATCH 045/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 80c9eeb825c..124957ca21d 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -48,7 +48,7 @@ For example, dbt expects that it has the rights to create a schema on the fly (a Or, you might have many custom schemas and want to avoid having your dev database showing the combination of all developer schemas and custom schemas. -Alternatively, you may even want to create models in schemas based on the feature branch name in development rather than the developer name. +Alternatively, you may even want your dev schemas to be named after feature branches instead of the developer name. For this reason, dbt offers three macros to customize what objects are created in the Data Warehouse: From 379bc3fbfaba823cd3b5f1282b2439d96f50b998 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:53:43 +0100 Subject: [PATCH 046/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 124957ca21d..f4bc5924b3f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -46,7 +46,7 @@ While the default behavior would fit the needs of most dbt users, there are occa For example, dbt expects that it has the rights to create a schema on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. -Or, you might have many custom schemas and want to avoid having your dev database showing the combination of all developer schemas and custom schemas. +Or, based on how you've designed your warehouse, you may wish to minimize the number of schemas in your dev environment (and avoid schema sprawl by not creating the combination of all developer schemas and custom schemas). Alternatively, you may even want your dev schemas to be named after feature branches instead of the developer name. From 6c61c9834de4c89a6ca951c491e015aaf7fade07 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:54:33 +0100 Subject: [PATCH 047/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index f4bc5924b3f..9ccb52a1b07 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -44,7 +44,7 @@ The defaults allow developers to work in their own isolated schemas (sandboxes) While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data warehouse governance and design. -For example, dbt expects that it has the rights to create a schema on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. +For example, dbt expects that it has permission to create schemas on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. Or, based on how you've designed your warehouse, you may wish to minimize the number of schemas in your dev environment (and avoid schema sprawl by not creating the combination of all developer schemas and custom schemas). From 86e3defcb095d28d9c6939a34478b68d9dc3e62b Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:55:11 +0100 Subject: [PATCH 048/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 9ccb52a1b07..4a02cfec05f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -42,7 +42,7 @@ The defaults allow developers to work in their own isolated schemas (sandboxes) ## How to customize this behavior -While the default behavior would fit the needs of most dbt users, there are occasions where the approach doesn’t fit with the existing data warehouse governance and design. +While the default behavior will fit the needs of most organizations, there are occasions where this approach won't jive. For example, dbt expects that it has permission to create schemas on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. From ae725ec3194e03709d8d7c3a892ab259b68797fa Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:58:29 +0100 Subject: [PATCH 049/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 4a02cfec05f..5940315e1a4 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -60,7 +60,7 @@ By overwriting one or multiple of those macros, we can tailor where dbt objects :::note Key concept -The key concept is that models run from two different contexts need to result in different objects in the data warehouse to avoid people overriding each others models. For example running by developer 1 or by developer 2; or running by developer 1 and running in production. +Models run from two different contexts must result in unique objects in the data warehouse. For example, a developer named Suzie is working on enhancements to `fct_player_stats`, but Darren is developing against the exact same object. In order to prevent overwriting each other's work, both Suzie and Darren should each have their unique versions of `fct_player_stats` in the development environment. Further, the staging version of `fct_player_stats` should exist in a unique location apart from the development versions, and the production version. ::: From d32dbf3c3559efb291fcb115b26134d26917fb46 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 12:59:41 +0100 Subject: [PATCH 050/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 5940315e1a4..ea1eb2731f3 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -65,7 +65,7 @@ Models run from two different contexts must result in unique objects in the data ::: -When those macros are customized, we often leverage some of the following logic: +We often leverage the following when customizing these macros: In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. From 96010d9bb1628239b3f6f764ebe2d6e4007d4ed9 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 13:02:07 +0100 Subject: [PATCH 051/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index ea1eb2731f3..25dcbb3f1b5 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -67,7 +67,7 @@ Models run from two different contexts must result in unique objects in the data We often leverage the following when customizing these macros: -In dbt Cloud, we recommend environment variables as they can be set at the environment and all jobs will automatically inherit those values. +In dbt Cloud, we recommend utilizing [environment variables](/docs/build/environment-variables) to define where the dbt invocation is occurring (dev/stg/prod). - Set up some [environment variables](/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in dev, prod, CI and more so. From 8cf622c6cef6d2dcdb059b948c31f35680225872 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 13:05:09 +0100 Subject: [PATCH 052/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 25dcbb3f1b5..0f4fdce7793 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -69,7 +69,7 @@ We often leverage the following when customizing these macros: In dbt Cloud, we recommend utilizing [environment variables](/docs/build/environment-variables) to define where the dbt invocation is occurring (dev/stg/prod). -- Set up some [environment variables](/docs/build/environment-variables) and having some Jinja (`if/else/endif`) logic to identify if the run happens in dev, prod, CI and more so. +They can be set at the environment level, and all jobs will automatically inherit the default values. We'll add jinja logic (`if/else/endif`) to identify whether the run happens in dev, prod, Ci and more so. - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). From b0456048de89b551f2e4384abdbcc09562f3f7c5 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 13:06:13 +0100 Subject: [PATCH 053/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 0f4fdce7793..53ab19d890e 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -126,7 +126,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Context |Target database| Target schema | Resulting object | |-------------|:-------------:|:-------------:|:------------------------------:| -| Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketingmy_model | +| Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketing.my_model | | Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketingmy_model | | CI PR 123 | ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model| | CI PR 234 | ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model| From 6e7015bed297248ae330867e1931dd7569e6377a Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 13:07:09 +0100 Subject: [PATCH 054/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 53ab19d890e..d493aeb955e 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -127,7 +127,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Context |Target database| Target schema | Resulting object | |-------------|:-------------:|:-------------:|:------------------------------:| | Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketing.my_model | -| Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketingmy_model | +| Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketing.my_model | | CI PR 123 | ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model| | CI PR 234 | ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model| | Production | prod | analytics |prod.marketing.my_model | From b641c61c8dfa8fa0f11733ae6401f52acc698698 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 13:08:18 +0100 Subject: [PATCH 055/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d493aeb955e..d44b45c4f73 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -220,7 +220,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Context |Target database| Target schema | Resulting object | |-------------|:-------------:|:-------------:|:------------------------------:| -| Developer 1 | dev | dbt_dev1 |dev.dbt_dev1_marketingmy_model | +| Developer 1 | dev | dbt_dev1 |dev.marketing.dbt_dev1_my_model | | Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketingmy_model | | CI PR 123 | ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model| | CI PR 234 | ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model| From a84f5a7cc3ceea80024a7c7c85618cf28d6ab217 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 13:09:22 +0100 Subject: [PATCH 056/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d44b45c4f73..af7992d756e 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -221,7 +221,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Context |Target database| Target schema | Resulting object | |-------------|:-------------:|:-------------:|:------------------------------:| | Developer 1 | dev | dbt_dev1 |dev.marketing.dbt_dev1_my_model | -| Developer 2 | dev | dbt_dev2 |dev.dbt_dev2_marketingmy_model | +| Developer 2 | dev | dbt_dev2 |dev.marketing.dbt_dev2_my_model | | CI PR 123 | ci | dbt_pr_123 |ci.dbt_pr_123_marketing.my_model| | CI PR 234 | ci | dbt_pr_234 |ci.dbt_pr_234_marketing.my_model| | Production | prod | analytics |prod.marketing.my_model | From 8b2efe8fbceccc2f8ccfd1953d452607b10d7102 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 14:14:25 +0100 Subject: [PATCH 057/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index af7992d756e..f0d8ea44c83 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -27,7 +27,7 @@ Out-of-the-box, the default behavior of dbt is the following: - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. - - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` +- Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From 23a7840934b6269bce55877920c652aef8dfb314 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 14:15:39 +0100 Subject: [PATCH 058/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index f0d8ea44c83..334d0e1f963 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -28,7 +28,7 @@ Out-of-the-box, the default behavior of dbt is the following: - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - - If a custom schema has been defined, it will concatenate the schema from above with the custom one. +- If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. - The object name depends on whether an [alias](/reference/resource-configs/alias) has been defined on the model: From ba32f96159f8a4e695258a9e96f6b9fc7359b79e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Thu, 18 Jul 2024 14:16:14 +0100 Subject: [PATCH 059/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 334d0e1f963..82e1be020ea 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -29,7 +29,7 @@ Out-of-the-box, the default behavior of dbt is the following: - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. +- For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. - The object name depends on whether an [alias](/reference/resource-configs/alias) has been defined on the model: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. From a26ee530a2ebf720e37bd2c7f0db4f06cbedb6bf Mon Sep 17 00:00:00 2001 From: Taylor Dunlap Date: Thu, 18 Jul 2024 10:04:39 -0700 Subject: [PATCH 060/277] Update custom-databases.md (#5788) Adding Databricks UC to the callout for naming conventions of databases ## What are you changing in this pull request and why? I'm adding a callout for "Catalogs" for Databricks Unity Catalog. ## Checklist - [n/a] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [n/a] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [n/a] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [n/a] Add/remove page in `website/sidebars.js` - [n/a] Provide a unique filename for new pages - [n/a] Add an entry for deleted pages in `website/vercel.json` - [n/a] Run link testing locally with `npm run build` to update the links that point to deleted pages --------- Co-authored-by: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> --- website/docs/docs/build/custom-databases.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/custom-databases.md b/website/docs/docs/build/custom-databases.md index 3ffd8ae3354..2d430033b66 100644 --- a/website/docs/docs/build/custom-databases.md +++ b/website/docs/docs/build/custom-databases.md @@ -6,7 +6,7 @@ id: "custom-databases" :::info A word on naming -Different warehouses have different names for "logical databases". The information in this document covers "databases" on Snowflake, Redshift, and Postgres, as well as "projects" on BigQuery. +Different warehouses have different names for _logical databases_. The information in this document covers "databases" on Snowflake, Redshift, and Postgres; "projects" on BigQuery; and "catalogs" on Databricks Unity Catalog. The values `project` and `database` are interchangeable in BigQuery project configurations. From fae1b8ab322fcb1cc28aaa2c9778fc7d944fd32f Mon Sep 17 00:00:00 2001 From: wusanny <141895372+wusanny@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:10:09 +1000 Subject: [PATCH 061/277] Update version-control-basics.md 'Reclone repository' has been replaced with 'Rollback to remote' on the IDE - updating this on the documentation as a customer sent in a support ticket asking for clarification when they were not able to find the 'Reclone repository' button. --- website/docs/docs/collaborate/git/version-control-basics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/git/version-control-basics.md b/website/docs/docs/collaborate/git/version-control-basics.md index 92f8349d2cd..7a912c71db7 100644 --- a/website/docs/docs/collaborate/git/version-control-basics.md +++ b/website/docs/docs/collaborate/git/version-control-basics.md @@ -43,7 +43,7 @@ You can perform git tasks with the git button in the [Cloud IDE](/docs/cloud/dbt | Open pull request | This allows you to open a pull request in Git for peers to review changes before merging into the base branch. | | Pull changes from main | This option is available if you are on any local branch that is behind the remote version of the base branch or the remote version of the branch that you're currently on. | | Pull from remote | This option is available if you’re on the local base branch and changes have recently been pushed to the remote version of the branch. Pulling in changes from the remote repo allows you to pull in the most recent version of the base branch. | -| Reclone Your Repository | Reclone your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the bottom right-hand side green **Ready** text, then click **Reclone Repo**. | +| Reclone Your Repository | Reclone your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the three horizontal dots on the bottom right-hand side (next to the green **Ready** text), then click **Rollback to remote**. | | Refresh git state | This enables you to pull new branches from a different remote branch to your local branch with just one command. | ## Merge conflicts From 917a2c230ef02d925901be422bfe5aba690c937f Mon Sep 17 00:00:00 2001 From: rpourzand Date: Fri, 19 Jul 2024 09:34:47 +0100 Subject: [PATCH 062/277] Update join-logic.md (#5807) making "Unique" lowercase to fit with our styling ## What are you changing in this pull request and why? ## Checklist - [ ] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [ ] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [ ] Add/remove page in `website/sidebars.js` - [ ] Provide a unique filename for new pages - [ ] Add an entry for deleted pages in `website/vercel.json` - [ ] Run link testing locally with `npm run build` to update the links that point to deleted pages --- website/docs/docs/build/join-logic.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/join-logic.md b/website/docs/docs/build/join-logic.md index cf4c1608284..99d63b38657 100644 --- a/website/docs/docs/build/join-logic.md +++ b/website/docs/docs/build/join-logic.md @@ -122,7 +122,7 @@ semantic_models: - name: user_id type: primary - name: country_id - type: Unique + type: unique dimensions: - name: signup_date type: time From 48633d461c693d32b3b9ed4a7433413b99c3004a Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 19 Jul 2024 09:51:01 +0100 Subject: [PATCH 063/277] remove props from gsheet doc (#5809) remove props property from markdown as this was originally added when combining the excel/gsheets content but is no longer needed. flagged by @jasonK --- .../semantic-layer/gsheets.md | 39 +++++++------------ 1 file changed, 15 insertions(+), 24 deletions(-) diff --git a/website/docs/docs/cloud-integrations/semantic-layer/gsheets.md b/website/docs/docs/cloud-integrations/semantic-layer/gsheets.md index 8b188a09bb2..b3931f0f528 100644 --- a/website/docs/docs/cloud-integrations/semantic-layer/gsheets.md +++ b/website/docs/docs/cloud-integrations/semantic-layer/gsheets.md @@ -50,28 +50,24 @@ queryBuilder="/img/docs/dbt-cloud/semantic-layer/gsheets-query-builder.jpg" ## Using saved selections -

Saved selections allow you to save the inputs you've created in the {props.type} Query Builder and easily access them again so you don't have to continuously build common queries from scratch. To create a saved selection:

+Saved selections allow you to save inputs in the **Query Builder** to easily access them again so you don't have to continuously build common queries from scratch. To create a saved selection: -
    -
  1. Run a query in the {props.type} Query Builder.
    2. -
  2. Save the selection by selecting the arrow next to the Query button and then select Query & Save Selection.
    3. -
  3. The application saves these selections, allowing you to view and edit them from the hamburger menu under Saved Selections.
    4. -
+- Run a query in the **Query Builder**. +- Save the selection by selecting the arrow next to the **Query** button and then select **Query & Save Selection**. +- The application saves these selections, allowing you to view and edit them from the hamburger menu under **Saved Selections**. -

You can also make these selections private or public:

+You can also make these selections private or public: -
    -
  • Public selections mean your inputs are available in the menu to everyone on the sheet.
    • -
  • Private selections mean your inputs are only visible to you. Note that anyone added to the sheet can still see the data from these private selections, but they won't be able to interact with the selection in the menu or benefit from the automatic refresh.
    • -
+- **Public selections** mean your inputs are available in the menu to everyone on the sheet. +- **Private selections** mean your inputs are only visible to you. Note that anyone added to the sheet can still see the data from these private selections, but they won't be able to interact with the selection in the menu or benefit from the automatic refresh. ### Refreshing selections -

Set your saved selections to automatically refresh every time you load the addon. You can do this by selecting Refresh on Load when creating the saved selection. When you access the addon and have saved selections that should refresh, you'll see "Loading..." in the cells that are refreshing.

+Set your saved selections to automatically refresh every time you load the addon. You can do this by selecting **Refresh on Load** when creating the saved selection. When you access the addon and have saved selections that should refresh, you'll see "Loading..." in the cells that are refreshing. -

Public saved selections will refresh for anyone who edits the sheet while private selections will only update for the user who created it.

+Public saved selections will refresh for anyone who edits the sheet while private selections will only update for the user who created it. :::tip What's the difference between saved selections and saved queries? @@ -81,17 +77,12 @@ queryBuilder="/img/docs/dbt-cloud/semantic-layer/gsheets-query-builder.jpg" ## Using saved queries - - -
    -
  1. Open the hamburger menu in {props.type}.
    2. -
  2. Navigate to Saved Queries to access the ones available to you.
    3. -
  3. You can also select Build Selection, which allows you to explore the existing query. This won't change the original query defined in the code. -
      -
    • If you use a WHERE filter in a saved query, {props.type} displays the advanced syntax for this filter.
      • -
    -
    4. -
+Access saved queries, powered by MetricFlow, to quickly get results from pre-defined sets of data. To access the saved queries in your integration: + +- Open the hamburger menu in Google Sheets. +- Navigate to **Saved Queries** to access the ones available to you. +- You can also select **Build Selection**, which allows you to explore the existing query. This won't change the original query defined in the code. + - If you use a [`where` filter](/docs/build/saved-queries#where-clause) in a saved query, Google Sheets displays the advanced syntax for this filter. **Limited use policy disclosure** From 784f9284dc2d1a78f92ad0ea5da8e68ac4c21256 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 10:32:26 +0100 Subject: [PATCH 064/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 82e1be020ea..3c151910866 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -18,7 +18,11 @@ This guide explains how to customize the [schema](/docs/build/custom-schemas), [ When we develop dbt models and perform a `dbt run` or `dbt build` command, objects get created in the data warehouse In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. +:::info A word on naming +Different warehouses have different names for _logical databases_. The information in this document covers "databases" on Snowflake, Redshift, and Postgres; "projects" on BigQuery; and "catalogs" on Databricks Unity Catalog. + +::: Out-of-the-box, the default behavior of dbt is the following: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. From 57c842992cf2e093582b390d8ff02a30a2cf62d1 Mon Sep 17 00:00:00 2001 From: Benoit Perigaud <8754100+b-per@users.noreply.github.com> Date: Fri, 19 Jul 2024 11:38:32 +0200 Subject: [PATCH 065/277] Typo in ADO page (#5810) ## What are you changing in this pull request and why? ## Checklist - [ ] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [ ] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [ ] Add/remove page in `website/sidebars.js` - [ ] Provide a unique filename for new pages - [ ] Add an entry for deleted pages in `website/vercel.json` - [ ] Run link testing locally with `npm run build` to update the links that point to deleted pages --- website/docs/docs/cloud/git/setup-azure.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/cloud/git/setup-azure.md b/website/docs/docs/cloud/git/setup-azure.md index 564bee2239a..47f8a3a11c0 100644 --- a/website/docs/docs/cloud/git/setup-azure.md +++ b/website/docs/docs/cloud/git/setup-azure.md @@ -112,7 +112,7 @@ Once you connect your Microsoft Entra ID app and Azure DevOps, you need to provi 4. Complete the form: - **Azure DevOps Organization:** Must match the name of your Azure DevOps organization exactly. Do not include the `dev.azure.com/` prefix in this field. ✅ Use `my-devops-org` ❌ Avoid `dev.azure.com/my-devops-org` - **Application (client) ID:** Found in the Microsoft Entra ID app. - - **Client Secrets:** Copy the **Value** field in the Microsoft Entra ID app client secrets and paste it in the **Client Secret** field in dbt Cloud. Entra ID admins are responsible for the Entra ID app secret expiration and dbt Admins should not the expiration date for rotation. + - **Client Secrets:** Copy the **Value** field in the Microsoft Entra ID app client secrets and paste it in the **Client Secret** field in dbt Cloud. Entra ID admins are responsible for the Entra ID app secret expiration and dbt Admins should note the expiration date for rotation. - **Directory(tenant) ID:** Found in the Microsoft Entra ID app. From f5cebb62d264d9b6265c182e38680c46bea03b4a Mon Sep 17 00:00:00 2001 From: MichelleBaird-DBT <108753201+MichelleBaird-DBT@users.noreply.github.com> Date: Fri, 19 Jul 2024 06:50:34 -0400 Subject: [PATCH 066/277] Mrbaird add hex section to sl qs guide (#5796) ## What are you changing in this pull request and why? ## Checklist - [ ] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [ ] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [ ] Add/remove page in `website/sidebars.js` - [ ] Provide a unique filename for new pages - [ ] Add an entry for deleted pages in `website/vercel.json` - [ ] Run link testing locally with `npm run build` to update the links that point to deleted pages --------- Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Co-authored-by: mirnawong1 --- website/docs/guides/sl-snowflake-qs.md | 107 +++++++++++++++--- website/snippets/_sl-connect-and-query-api.md | 5 +- .../cloud-integrations/welcome_to_hex.png | Bin 0 -> 35809 bytes .../semantic-layer/hex_collections.png | Bin 0 -> 25560 bytes .../semantic-layer/hex_dbt_toggle.png | Bin 0 -> 52641 bytes .../semantic-layer/hex_duplicate.png | Bin 0 -> 291408 bytes .../semantic-layer/hex_make_sl_cell.png | Bin 0 -> 72124 bytes .../docs/dbt-cloud/semantic-layer/hex_new.png | Bin 0 -> 6597 bytes .../hex_new_data_connection.png | Bin 0 -> 116597 bytes .../dbt-cloud/semantic-layer/hex_rename.png | Bin 0 -> 112562 bytes .../semantic-layer/welcome_to_hex.png | Bin 0 -> 35809 bytes 11 files changed, 93 insertions(+), 19 deletions(-) create mode 100644 website/static/img/docs/cloud-integrations/welcome_to_hex.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_collections.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_dbt_toggle.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_duplicate.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_make_sl_cell.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_new.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_new_data_connection.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/hex_rename.png create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/welcome_to_hex.png diff --git a/website/docs/guides/sl-snowflake-qs.md b/website/docs/guides/sl-snowflake-qs.md index 9fb42fe1828..b80f6706c80 100644 --- a/website/docs/guides/sl-snowflake-qs.md +++ b/website/docs/guides/sl-snowflake-qs.md @@ -41,9 +41,9 @@ import SLCourses from '/snippets/_sl-course.md'; This quickstart guide is designed for dbt Cloud users using Snowflake as their data platform. It focuses on building and defining metrics, setting up the dbt Semantic Layer in a dbt Cloud project, and querying metrics in Google Sheets. -**For users on different data platform** +**For users on different data platforms** -If you're using a data platform other than Snowflake, this guide is also be applicable to you. You can adapt the setup for your specific platform by following the account setup and data loading instructions detailed in the following tabs for each respective platform. +If you're using a data platform other than Snowflake, this guide is also applicable to you. You can adapt the setup for your specific platform by following the account setup and data loading instructions detailed in the following tabs for each respective platform. The rest of this guide applies universally across all supported platforms, ensuring you can fully leverage the dbt Semantic Layer. @@ -110,7 +110,7 @@ Open a new tab and follow these quick steps for account setup and data loading i - Enterprise — Developer license with Account Admin permissions. Or "Owner" with a Developer license, assigned Project Creator, Database Admin, or Admin permissions. - Team — "Owner" access with a Developer license. - - Trial — Automatic "Owner" access under a trail of the Team plan. + - Trial — Automatic "Owner" access under a Team plan trial. @@ -128,7 +128,7 @@ This guide will cover the following topics: - [Load sample data into your Snowflake account](/guides/sl-snowflake-qs?step=4) - [Connect dbt Cloud to Snowflake](/guides/sl-snowflake-qs?step=5) - [Set up a dbt Cloud managed repository](/guides/sl-snowflake-qs?step=6) -- [Initialized a dbt Cloud project and start developer](/guides/sl-snowflake-qs?step=7) +- [Initialize a dbt Cloud project and start developing](/guides/sl-snowflake-qs?step=7) - [Build your dbt Cloud project](/guides/sl-snowflake-qs?step=8) - [Create a semantic model in dbt Cloud](/guides/sl-snowflake-qs?step=9) - [Define metrics in dbt Cloud](/guides/sl-snowflake-qs?step=10) @@ -281,7 +281,7 @@ Using Partner Connect allows you to create a complete dbt account with your [Sno -2. In the **Connect to dbt** popup, find the **Optional Grant** option and select the **RAW** and **ANALYTICS** databases. This will grant access for your new dbt user role to each database. Then, click **Connect**. +2. In the **Connect to dbt** popup, find the **Optional Grant** option and select the **RAW** and **ANALYTICS** databases. This will grant access for your new dbt user role to each selected database. Then, click **Connect**. @@ -293,13 +293,13 @@ Using Partner Connect allows you to create a complete dbt account with your [Sno -4. After the new tab loads, you will see a form. If you already created a dbt Cloud account, you will be asked to provide an account name. If you haven't created account, you will be asked to provide an account name and password. +4. After the new tab loads, you will see a form. If you already created a dbt Cloud account, you will be asked to provide an account name. If you haven't created an account, you will be asked to provide an account name and password. 5. After you have filled out the form and clicked **Complete Registration**, you will be logged into dbt Cloud automatically. -6. From your **Account Settings** in dbt Cloud (using the gear menu in the upper right corner), choose the "Partner Connect Trial" project and select **snowflake** in the overview table. Select edit and update the fields **Database** and **Warehouse** to be `analytics` and `transforming`, respectively. +6. From your **Account Settings** in dbt Cloud (using the gear menu in the upper right corner), choose the "Partner Connect Trial" project and select **snowflake** in the overview table. Select **Edit** and update the **Database** field to `analytics` and the **Warehouse** field to `transforming`. @@ -342,7 +342,7 @@ Using Partner Connect allows you to create a complete dbt account with your [Sno ## Set up a dbt Cloud managed repository -If you used Partner Connect, you can skip to [initializing your dbt project](#initialize-your-dbt-project-and-start-developing) as the Partner Connect provides you with a managed repository. Otherwise, you will need to create your repository connection. +If you used Partner Connect, you can skip to [initializing your dbt project](#initialize-your-dbt-project-and-start-developing) as Partner Connect provides you with a [managed repository](/docs/collaborate/git/managed-repository). Otherwise, you will need to create your repository connection. @@ -355,7 +355,7 @@ Now that you have a repository configured, you can initialize your project and s 1. Click **Start developing in the dbt Cloud IDE**. It might take a few minutes for your project to spin up for the first time as it establishes your git connection, clones your repo, and tests the connection to the warehouse. 2. Above the file tree to the left, click **Initialize your project**. This builds out your folder structure with example models. -3. Make your initial commit by clicking **Commit and sync**. Use the commit message `initial commit`. This creates the first commit to your managed repo and allows you to open a branch where you can add new dbt code. +3. Make your initial commit by clicking **Commit and sync**. Use the commit message `initial commit`. This creates the first commit to your managed repo and allows you to open a branch where you can add a new dbt code. 4. You can now directly query data from your warehouse and execute `dbt run`. You can try this out now: - Delete the models/examples folder in the **File Explorer**. - Click **+ Create new file**, add this query to the new file, and click **Save as** to save the new file: @@ -378,7 +378,7 @@ You have two options for working with files in the dbt Cloud IDE: Name the new branch `build-project`. -1. Hover over the `models` directory and click the three dot menu (**...**), then select **Create file**. +1. Hover over the `models` directory and click the three-dot menu (**...**), then select **Create file**. 2. Name the file `staging/jaffle_shop/src_jaffle_shop.yml` , then click **Create**. 3. Copy the following text into the file and click **Save**. @@ -763,7 +763,7 @@ semantic_models: There are different types of metrics you can configure: - [Conversion metrics](/docs/build/conversion) — Track when a base event and a subsequent conversion event occur for an entity within a set time period. -- [Cumulative metrics](/docs/build/metrics-overview#cumulative-metrics) — Aggregate a measure over a given window. If no window is specified, the window will accumulate the measure over all of the recorded time period. Note, that you must create the time spine model before you add cumulative metrics. +- [Cumulative metrics](/docs/build/metrics-overview#cumulative-metrics) — Aggregate a measure over a given window. If no window is specified, the window will accumulate the measure over all of the recorded time period. Note that you must create the time spine model before you add cumulative metrics. - [Derived metrics](/docs/build/metrics-overview#derived-metrics) — Allows you to do calculations on top of metrics. - [Simple metrics](/docs/build/metrics-overview#simple-metrics) — Directly reference a single measure without any additional measures involved. - [Ratio metrics](/docs/build/metrics-overview#ratio-metrics) — Involve a numerator metric and a denominator metric. A constraint string can be applied to both the numerator and denominator or separately to the numerator or denominator. @@ -950,9 +950,9 @@ https://github.com/dbt-labs/docs.getdbt.com/blob/current/website/snippets/_sl-ru What’s happening internally? -- Merging the code into your main branch allows dbt Cloud to pull those changes and builds the definition in the manifest produced by the run.
+- Merging the code into your main branch allows dbt Cloud to pull those changes and build the definition in the manifest produced by the run.
- Re-running the job in the deployment environment helps materialize the models, which the metrics depend on, in the data platform. It also makes sure that the manifest is up to date.
-- The Semantic Layer APIs pulls in the most recent manifest and allows your integration information to extract metadata from it. +- The Semantic Layer APIs pull in the most recent manifest and enables your integration to extract metadata from it. @@ -965,7 +965,18 @@ https://github.com/dbt-labs/docs.getdbt.com/blob/current/website/snippets/_new-s -## Connect and query with Google Sheets +## Query the Semantic Layer + +This page will guide you on how to connect and use the following integrations to query your metrics: + +- [Connect and query with Google Sheets](#connect-and-query-with-google-sheets) +- [Connect and query with Hex](#connect-and-query-with-hex) + +The dbt Semantic Layer enables you to connect and query your metric with various available tools like Google Sheets, Hex, Tableau, and more. + +Query metrics using other tools such as [first-class integrations](/docs/cloud-integrations/avail-sl-integrations), [Semantic Layer APIs](/docs/dbt-cloud-apis/sl-api-overview), and [exports](/docs/use-dbt-semantic-layer/exports) to expose tables of metrics and dimensions in your data platform and create a custom integration with tools like PowerBI. + + ### Connect and query with Google Sheets -oJ&xYsktk$A6N#gL~1N*9fv~u1?#rZXRoWXa=W@Q`)m zr<#y9Kq>(D2D)MuHdPkG4)8L}h?tE;aD$bPvL*N>fk6FzBYM*f9`<*>evK@7 zPWN9vC)?S_`F8mNCaQ`E&Y9ju)&^;K6*C5_4~f_t#seV@-$5qlv@>aftiDJb?u-GZ zBEt`fIXpt)1C|>G`aX3#t_o4EHUnZQaMH;#y+)~UqGVGOlblWUgl~o>`Xy-)jkQj+ zPC8GjI(Y@Va%&3mKUjM>L;G{JMxF<7PQAARyx}1q=ffc}4Gr1k-r^6(!SHHGxxL+-hL`GSZk#ZRm1DoeV4C~X#@o97o@?>MSZD#SavSKXj?FzpXWImaz zKWJ}{LGc4}YA+VmHBVj{$A{TQtKqL#OXv7s=hhpKjEs21B1jsVkNl*kw;VKG9$)Ee z;;}9;Hi%jt{zBRdyZoqWq#11Fqj&>Rcg;@CVbdtjo~01np}^k%7VJ!;uU9Nzz&QLo z>g+ND)f_`YpRlLJ2<555d-}OnF(sLd7=Y2TlUFS?7(!83b>w9IwkDeBfnrT(WuypRUZcL3@@u9csj)~d)pNZ7x# zhX4*@5>WEf7o^0R4Cr7a#yGc_;zmFMPLpLphQz3(R8Y`nRf4lzAaEXa^flXbq3)wh zX+{{VpO2-Ul$P}L*@JzsUQW&ifeWRvn(;CVi>sI<_a+&@U0wD@bUHnt{7#i%^(ese zSF6?|Qy9(B4m{^T@4&^Ax_q& 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zS7`@}wYk4MwWa#WcPZ1sEziv_(oixa0)b0wHXVVZ9bxIM5{7mSw28fDh)^_$v9mtY z>UW(sL!x@ZjA!4XHUtj(SP5^3aGP1Qn69yd3)B0?oQ*vqZT z&-3ffGCi@`eAAE;@0?^tH!sEJTkh_HAn_rJ$lT+dxkvd5T^;}*<6oB|C3BHp(AzA- zQyR?9zujaoZJ2_ICa^3M2YIwawZIeA1*syKCb6Ho8C$&akz;M(?;mOX`*^@jd^3~C z?VjE-skdWiVkvdFci7h5+xvO~Xov7q<8la);?x%mN_ghCd*RlT+ z)2zZ&*L4di=7L|X+h*=A$mF< crjEZ@Q?kT6z3cFKb0A=P5=M^ literal 0 HcmV?d00001 From c3a716a58a0af8ef4b8ddc21b435f2395c9bb088 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 19 Jul 2024 11:50:35 +0100 Subject: [PATCH 067/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 3c151910866..33fbbf52702 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -14,7 +14,7 @@ recently_updated: true

## Introduction -This guide explains how to customize the [schema](/docs/build/custom-schemas), [database](/docs/build/custom-databases) and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. +This guide explains how to customize the [schema](/docs/build/custom-schemas), [database](/docs/build/custom-databases), and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. When we develop dbt models and perform a `dbt run` or `dbt build` command, objects get created in the data warehouse In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. From a30d4edc03bb687213fbefcac3423ab73feb92e3 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 19 Jul 2024 11:52:43 +0100 Subject: [PATCH 068/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 33fbbf52702..27ca5830b42 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -15,7 +15,7 @@ recently_updated: true ## Introduction This guide explains how to customize the [schema](/docs/build/custom-schemas), [database](/docs/build/custom-databases), and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. -When we develop dbt models and perform a `dbt run` or `dbt build` command, objects get created in the data warehouse +When we develop dbt models and perform a `dbt run` or `dbt build` command, objects get created in the data warehouse. In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. :::info A word on naming From 7649dc0f3bc58e81d5383f4facc4ba428fe4c611 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 19 Jul 2024 12:08:48 +0100 Subject: [PATCH 069/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 27ca5830b42..bd9e9f681fd 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -41,7 +41,7 @@ Out-of-the-box, the default behavior of dbt is the following: Those default rules are a great starting point, and many organizations choose to stick with those without any customization required. -The defaults allow developers to work in their own isolated schemas (sandboxes) without overwriting each other's work - even if they're working on the same tables. +The defaults allow developers to work in their own isolated schemas (sandboxes) without overwriting each other's work — even if they're working on the same tables. ## How to customize this behavior From 7c3eefb8f30eaa8f2e4525194916dca82e385d0e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:24:35 +0100 Subject: [PATCH 070/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index bd9e9f681fd..5cf5a923f2f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -1,5 +1,5 @@ --- -title: Customize dbt models database, schema and alias +title: Customize dbt models database, schema, and alias id: customize-schema-alias description: "Learn how to properly adjust your generate_schema_name() and generate_alias_name() macros." displayText: Learn how to adjust your generate schema name and generate alias name. From 0271f52606ef41c2ca9826940f530bcf23ea2cba Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:25:29 +0100 Subject: [PATCH 071/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 5cf5a923f2f..9792df0e13f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -15,7 +15,7 @@ recently_updated: true ## Introduction This guide explains how to customize the [schema](/docs/build/custom-schemas), [database](/docs/build/custom-databases), and [alias](/docs/build/custom-aliases) naming conventions in dbt to fit your data warehouse governance and design needs. -When we develop dbt models and perform a `dbt run` or `dbt build` command, objects get created in the data warehouse. +When we develop dbt models and perform a `dbt run` or `dbt build` command, objects (like tables and views) get created in the data warehouse based on these naming conventions. In the rest of the article, for consistency, when we refer to database, we'll be referring to a Google Cloud Platform  project or to a Databricks catalog. :::info A word on naming From 77df1d3452404d2bf30b17b4c65e277d238472fb Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:26:00 +0100 Subject: [PATCH 072/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 9792df0e13f..ec0936a20f7 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -23,7 +23,7 @@ In the rest of the article, for consistency, when we refer to database, we'll be Different warehouses have different names for _logical databases_. The information in this document covers "databases" on Snowflake, Redshift, and Postgres; "projects" on BigQuery; and "catalogs" on Databricks Unity Catalog. ::: -Out-of-the-box, the default behavior of dbt is the following: +The following is dbt's out-of-the-box default behavior: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. From e990acb822ec7a93c2d223b5a2f24da8f4333a21 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:27:17 +0100 Subject: [PATCH 073/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index ec0936a20f7..6bb32a0047b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -27,7 +27,7 @@ The following is dbt's out-of-the-box default behavior: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. -- The schema depends on whether a [custom schema](/docs/build/custom-schemas) has been defined for the model: +- The schema depends on whether you have defined a [custom schema](/docs/build/custom-schemas) for the model: - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. From bbc82822e747b8428d8a7e86346f10731f099631 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:28:04 +0100 Subject: [PATCH 074/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 6bb32a0047b..4a25e3a19cc 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -28,7 +28,7 @@ The following is dbt's out-of-the-box default behavior: - The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. - The schema depends on whether you have defined a [custom schema](/docs/build/custom-schemas) for the model: - - If no custom schema is defined, the object will be created in the schema configured in dbt Cloud (`dbt_username` for dev and the default schema for deployment environments) or the schema in the `profiles.yml` in dbt Core. + - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. - Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` From 4cb649f2be4932d7a865d952c9d6a334e1c54eb0 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:28:29 +0100 Subject: [PATCH 075/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 4a25e3a19cc..f540129bf72 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -31,7 +31,7 @@ The following is dbt's out-of-the-box default behavior: - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. -- Note that for automated CI jobs, the schema name is derived from the job number and PR number: `dbt_cloud_pr__` +- Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` - If a custom schema has been defined, it will concatenate the schema from above with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From 5e4b26a169270ecacd6160a4f98032371011d16b Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:29:11 +0100 Subject: [PATCH 076/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index f540129bf72..8644ae8611d 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -39,7 +39,7 @@ The following is dbt's out-of-the-box default behavior: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. - If an alias is defined, the object will be created with the configured alias. -Those default rules are a great starting point, and many organizations choose to stick with those without any customization required. +These default rules are a great starting point, and many organizations choose to stick with those without any customization required. The defaults allow developers to work in their own isolated schemas (sandboxes) without overwriting each other's work — even if they're working on the same tables. From 834b1e18d289500779c41e936c0c9b2008daf00a Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:30:24 +0100 Subject: [PATCH 077/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 8644ae8611d..b0e4dba346d 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -46,7 +46,7 @@ The defaults allow developers to work in their own isolated schemas (sandboxes) ## How to customize this behavior -While the default behavior will fit the needs of most organizations, there are occasions where this approach won't jive. +While the default behavior will fit the needs of most organizations, there are occasions where this approach won't work. For example, dbt expects that it has permission to create schemas on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. From 8c0d4a76a326c8a206f31be44c6070400e283cb2 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:31:38 +0100 Subject: [PATCH 078/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index b0e4dba346d..7115bd05774 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -48,7 +48,7 @@ The defaults allow developers to work in their own isolated schemas (sandboxes) While the default behavior will fit the needs of most organizations, there are occasions where this approach won't work. -For example, dbt expects that it has permission to create schemas on the fly (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. +For example, dbt expects that it has permission to create schemas as needed (and we recommend that the users running dbt have this ability), but it might not be allowed at your company. Or, based on how you've designed your warehouse, you may wish to minimize the number of schemas in your dev environment (and avoid schema sprawl by not creating the combination of all developer schemas and custom schemas). From 1b96856e2c798b8e99ab517e0a75527e5de1a616 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:32:06 +0100 Subject: [PATCH 079/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 7115bd05774..159e3fcfa2e 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -54,7 +54,7 @@ Or, based on how you've designed your warehouse, you may wish to minimize the nu Alternatively, you may even want your dev schemas to be named after feature branches instead of the developer name. -For this reason, dbt offers three macros to customize what objects are created in the Data Warehouse: +For this reason, dbt offers three macros to customize what objects are created in the data warehouse: - [`generate_database_name()`](/docs/build/custom-databases#generate_database_name) - [`generate_schema_name()`](/docs/build/custom-schemas#how-does-dbt-generate-a-models-schema-name) From 2902db6236fe732f508d9e980b6bfb65677b6225 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:33:13 +0100 Subject: [PATCH 080/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 159e3fcfa2e..bdeba8c1c2b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -73,7 +73,7 @@ We often leverage the following when customizing these macros: In dbt Cloud, we recommend utilizing [environment variables](/docs/build/environment-variables) to define where the dbt invocation is occurring (dev/stg/prod). -They can be set at the environment level, and all jobs will automatically inherit the default values. We'll add jinja logic (`if/else/endif`) to identify whether the run happens in dev, prod, Ci and more so. +They can be set at the environment level and all jobs will automatically inherit the default values. We'll add jinja logic (`if/else/endif`) to identify whether the run happens in dev, prod, Ci, and more. - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). From 5e23a6ec4219715294aa03c7aee8639560c13348 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:33:48 +0100 Subject: [PATCH 081/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index bdeba8c1c2b..80070928088 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -95,7 +95,7 @@ Note that the following examples do not comprehensively cover all the available -### 1. Using the custom schema without the concatenation with the target schema in production +### 1. Custom schemas without target schema concatenation in production The most common use case is using the custom schema without concatenating it with the default schema name when in production. From a9e6ce11a0e6f1ae4352904fa9efc09ddc2b7b2a Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:34:39 +0100 Subject: [PATCH 082/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 80070928088..229c7da8a4b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -139,7 +139,7 @@ This will generate the following outputs for a model called `my_model` with a cu :::note -We added logic to check if the current dbt run is happening in production or not. This is important, and we explain why in the section on [What not to do](/guides/customize-schema-alias?step=3#what-not-to-do). +We added logic to check if the current dbt run is happening in production or not. This is important, and we explain why in the [What not to do](/guides/customize-schema-alias?step=3#what-not-to-do) section. ::: From 07aaaec770ea02db36068f918fdbeac59f06444a Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:36:21 +0100 Subject: [PATCH 083/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 229c7da8a4b..f0285924478 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -144,7 +144,7 @@ We added logic to check if the current dbt run is happening in production or not ::: -### 2. Static schemas - Adding developer identities to the front of tables instead of the schema +### 2. Static schemas: Adding developer identities to tables Occasionally, we run into instances where the security posture of the organization prevents developers from creating schemas and all developers have to develop in a single schema. From dbd038b0b2a80bace7a2582dc7b9fadfe2209afd Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:37:09 +0100 Subject: [PATCH 084/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index f0285924478..aaf591bd781 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -231,7 +231,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Production | prod | analytics |prod.marketing.my_model | -### 3. Using the branch name for the schema prefix, instead of the developer identity +### 3. Using branch name as schema prefix For teams who prefer to isolate work based on the feature branch, you may want to take advantage of the `DBT_CLOUD_GIT_BRANCH` special environment variable. Please note that developers will write to the exact same schema when they are on the same feature branch. From 45cc1e8a859a4da846344cfcd5c3328978bdb181 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:38:04 +0100 Subject: [PATCH 085/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index aaf591bd781..ebeb4557857 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -243,7 +243,9 @@ The `DBT_CLOUD_GIT_BRANCH` variable is only available within the dbt Cloud IDE a ::: -We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. You can refer to the [Tips and tricks](/guides/customize-schema-alias?step=4#tips-and-tricks) section on the next page to learn more. +We’ve also seen some organizations prefer to organize their dev databases by branch name. This requires implementing similar logic in `generate_database_name()` instead of the `generate_schema_name()` macro. By default, dbt will not automatically create the databases. + +Refer to the [Tips and tricks](p/guides/customize-schema-alias?step=5) section on the next page to learn more. ```Jinja From fff54154aa14f6fa7c35d7a69bd60120a7f6e036 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:39:00 +0100 Subject: [PATCH 086/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index ebeb4557857..30f14c83033 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -294,7 +294,7 @@ This will generate the following outputs for a model called `my_model` with a cu When developer 1 and developer 2 are checked out on the same branch, they will generate the same object in the data warehouse, but this should not be a problem as being on the same branch means that the code of the model will be the same for the two developers. -### 4. Use a static schema for CI +### 4. Using a static schema for CI Some organizations prefer to write their CI jobs to a single schema with the PR identifier prefixed to the front of the table name. It's important to note that this will result in long table names. From dd458ab178d0ce874400cf317f0e170352f0b92d Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:39:39 +0100 Subject: [PATCH 087/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 30f14c83033..cb3a70ecbe4 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -393,7 +393,7 @@ This section will provide an outline of what users should avoid doing when custo Some people prefer to only use the custom schema when it is set instead of concatenating the default schema with the custom one, as it happens in the out of the box behavior. -#### Problem +### Problem When modifying the default macro for `generate_schema_name()`, this might result in creating this new version. From ce5d49a3fc6a6889224a6c53287a377f1ad63a2e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:40:14 +0100 Subject: [PATCH 088/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index cb3a70ecbe4..504f122229c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -25,7 +25,7 @@ Different warehouses have different names for _logical databases_. The informati ::: The following is dbt's out-of-the-box default behavior: -- The database where the object is created will be the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments), or in the `profiles.yml` in dbt Core. +- The database where the object is created is defined by the database configured at the [environment level in dbt Cloud](/docs/dbt-cloud-environments) or in the [`profiles.yml` file](/docs/core/connect-data-platform/profiles.yml) in dbt Core. - The schema depends on whether you have defined a [custom schema](/docs/build/custom-schemas) for the model: - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. From 98b4848b9b5b307bcdee8995d40dd347cb30f02f Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 14:40:39 +0100 Subject: [PATCH 089/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 504f122229c..156f3c85d6c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -32,7 +32,7 @@ The following is dbt's out-of-the-box default behavior: - Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` -- If a custom schema has been defined, it will concatenate the schema from above with the custom one. +- If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. - The object name depends on whether an [alias](/reference/resource-configs/alias) has been defined on the model: From a46085d14c89768ea6c58f299ebe89d8b8fe6ebf Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 15:10:49 +0100 Subject: [PATCH 090/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 156f3c85d6c..312a55b3ef5 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -71,7 +71,7 @@ Models run from two different contexts must result in unique objects in the data We often leverage the following when customizing these macros: -In dbt Cloud, we recommend utilizing [environment variables](/docs/build/environment-variables) to define where the dbt invocation is occurring (dev/stg/prod). +- In dbt Cloud, we recommend utilizing [environment variables](/docs/build/environment-variables) to define where the dbt invocation is occurring (dev/stg/prod). They can be set at the environment level and all jobs will automatically inherit the default values. We'll add jinja logic (`if/else/endif`) to identify whether the run happens in dev, prod, Ci, and more. From 41a784d061d5165567ac3ff93ea5d3fd1bfd0d09 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 15:11:44 +0100 Subject: [PATCH 091/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 312a55b3ef5..2fe74968221 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -73,7 +73,7 @@ We often leverage the following when customizing these macros: - In dbt Cloud, we recommend utilizing [environment variables](/docs/build/environment-variables) to define where the dbt invocation is occurring (dev/stg/prod). -They can be set at the environment level and all jobs will automatically inherit the default values. We'll add jinja logic (`if/else/endif`) to identify whether the run happens in dev, prod, Ci, and more. +- They can be set at the environment level and all jobs will automatically inherit the default values. We'll add jinja logic (`if/else/endif`) to identify whether the run happens in dev, prod, Ci, and more. - Or as an alternative to environment variables, you can use `target.name`. For more information, you can refer to [About target variables](/reference/dbt-jinja-functions/target). From 20f5839a4bdbe375040c9ee48c0360ea67b52c92 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 15:24:48 +0100 Subject: [PATCH 092/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 2fe74968221..277ed68cee2 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -437,7 +437,7 @@ Similarly, different PRs will result in the exact same object in the data wareho ### Solution -As described above in the first example, the macro should be updated to check if we are currently running dbt in production or not. It is only when in production that we want to remove the concatenation and only use the custom schema. +As described in the previous example, update the macro to check if dbt is running in production. Only in production should we remove the concatenation and use the custom schema alone. ## Tips and tricks From 940d47f857658d169eeada491e257ef503656c83 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 15:42:56 +0100 Subject: [PATCH 093/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 277ed68cee2..2578f14a3c7 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -64,7 +64,11 @@ By overwriting one or multiple of those macros, we can tailor where dbt objects :::note Key concept -Models run from two different contexts must result in unique objects in the data warehouse. For example, a developer named Suzie is working on enhancements to `fct_player_stats`, but Darren is developing against the exact same object. In order to prevent overwriting each other's work, both Suzie and Darren should each have their unique versions of `fct_player_stats` in the development environment. Further, the staging version of `fct_player_stats` should exist in a unique location apart from the development versions, and the production version. +Models run from two different contexts must result in unique objects in the data warehouse. For example, a developer named Suzie is working on enhancements to `fct_player_stats`, but Darren is developing against the exact same object. + +In order to prevent overwriting each other's work, both Suzie and Darren should each have their unique versions of `fct_player_stats` in the development environment. + +Further, the staging version of `fct_player_stats` should exist in a unique location apart from the development versions, and the production version. ::: From 0a4879f4cd1aaa43454e9b50d49d763f214e8657 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 15:44:57 +0100 Subject: [PATCH 094/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 2578f14a3c7..9b49df3a574 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -295,7 +295,7 @@ This will generate the following outputs for a model called `my_model` with a cu | Production | |prod | analytics |prod.marketing.my_model\ | -When developer 1 and developer 2 are checked out on the same branch, they will generate the same object in the data warehouse, but this should not be a problem as being on the same branch means that the code of the model will be the same for the two developers. +When developer 1 and developer 2 are checked out on the same branch, they will generate the same object in the data warehouse. This shouldn't be a problem as being on the same branch means the model's code will be the same for both developers. ### 4. Using a static schema for CI From 7ce4358485c92a9e99d91f65e30b5d95052d5377 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Fri, 19 Jul 2024 16:06:11 +0100 Subject: [PATCH 095/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 9b49df3a574..d43a545b73b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -33,7 +33,7 @@ The following is dbt's out-of-the-box default behavior: - Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. -- For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. + - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. - The object name depends on whether an [alias](/reference/resource-configs/alias) has been defined on the model: - If no alias is defined, the object will be created with the same name as the model, without the `.sql` or `.py` at the end. From 900512ed7ab5b0e2e51c62f30ba31b796d02c630 Mon Sep 17 00:00:00 2001 From: Mike Alfare <13974384+mikealfare@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:10:23 -0400 Subject: [PATCH 096/277] Add `refresh_mode` and `initialize` for snowflake dynamic table configuration (#5701) ## What are you changing in this pull request and why? We added two new configuration options for the dynamic table materialization in `dbt-snowflake`: `refresh_mode` and `initialization`. These options are specific to `dbt-snowflake`. They are available in dbt Cloud and will be introduced in 1.9 in dbt Core. ## Checklist - [x] Add versioning components, as described in [Versioning Docs](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-entire-pages) - [ ] Add a note to the prerelease version [Migration Guide](https://github.com/dbt-labs/docs.getdbt.com/tree/current/website/docs/docs/dbt-versions/core-upgrade) - [x] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [x] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [x] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." --------- Co-authored-by: mirnawong1 Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- .../resource-configs/snowflake-configs.md | 137 +++++++++++++++++- 1 file changed, 132 insertions(+), 5 deletions(-) diff --git a/website/docs/reference/resource-configs/snowflake-configs.md b/website/docs/reference/resource-configs/snowflake-configs.md index 9d70d28eae8..4dc3fbcafef 100644 --- a/website/docs/reference/resource-configs/snowflake-configs.md +++ b/website/docs/reference/resource-configs/snowflake-configs.md @@ -351,11 +351,28 @@ of [materialized views](/docs/build/materializations#Materialized-View). In particular, dynamic tables have access to the `on_configuration_change` setting. Dynamic tables are supported with the following configuration parameters: -| Parameter | Type | Required | Default | Change Monitoring Support | -|----------------------------------------------------------------------------------|------------|----------|---------|---------------------------| -| [`on_configuration_change`](/reference/resource-configs/on_configuration_change) | `` | no | `apply` | n/a | -| [`target_lag`](#target-lag) | `` | yes | | alter | -| [`snowflake_warehouse`](#configuring-virtual-warehouses) | `` | yes | | alter | + + +| Parameter | Type | Required | Default | Change Monitoring Support | +|--------------------|------------|----------|-------------|---------------------------| +| [`on_configuration_change`](/reference/resource-configs/on_configuration_change) | `` | no | `apply` | n/a | +| [`target_lag`](#target-lag) | `` | yes | | alter | +| [`snowflake_warehouse`](#configuring-virtual-warehouses) | `` | yes | | alter | + + + + +| Parameter | Type | Required | Default | Change Monitoring Support | +|--------------------|------------|----------|-------------|---------------------------| +| [`on_configuration_change`](/reference/resource-configs/on_configuration_change) | `` | no | `apply` | n/a | +| [`target_lag`](#target-lag) | `` | yes | | alter | +| [`snowflake_warehouse`](#configuring-virtual-warehouses) | `` | yes | | alter | +| [`refresh_mode`](#refresh-mode) | `` | no | `AUTO` | refresh | +| [`initialize`](#initialize) | `` | no | `ON_CREATE` | n/a | + + + + + + + + +```yaml +models: + [](/reference/resource-configs/resource-path): + [+](/reference/resource-configs/plus-prefix)[materialized](/reference/resource-configs/materialized): dynamic_table + [+](/reference/resource-configs/plus-prefix)[on_configuration_change](/reference/resource-configs/on_configuration_change): apply | continue | fail + [+](/reference/resource-configs/plus-prefix)[target_lag](#target-lag): downstream | + [+](/reference/resource-configs/plus-prefix)[snowflake_warehouse](#configuring-virtual-warehouses): + +``` + + + + + + + + + + +```yaml +version: 2 + +models: + - name: [] + config: + [materialized](/reference/resource-configs/materialized): dynamic_table + [on_configuration_change](/reference/resource-configs/on_configuration_change): apply | continue | fail + [target_lag](#target-lag): downstream | + [snowflake_warehouse](#configuring-virtual-warehouses): + +``` + + + + + + + + + + +```jinja + +{{ config( + [materialized](/reference/resource-configs/materialized)="dynamic_table", + [on_configuration_change](/reference/resource-configs/on_configuration_change)="apply" | "continue" | "fail", + [target_lag](#target-lag)="downstream" | " seconds | minutes | hours | days", + [snowflake_warehouse](#configuring-virtual-warehouses)="", + +) }} + +``` + + + + + + + + + + + + @@ -379,6 +472,9 @@ models: [+](/reference/resource-configs/plus-prefix)[on_configuration_change](/reference/resource-configs/on_configuration_change): apply | continue | fail [+](/reference/resource-configs/plus-prefix)[target_lag](#target-lag): downstream | [+](/reference/resource-configs/plus-prefix)[snowflake_warehouse](#configuring-virtual-warehouses): + [+](/reference/resource-configs/plus-prefix)[refresh_mode](#refresh-mode): AUTO | FULL | INCREMENTAL + [+](/reference/resource-configs/plus-prefix)[initialize](#initialize): ON_CREATE | ON_SCHEDULE + ``` @@ -400,6 +496,9 @@ models: [on_configuration_change](/reference/resource-configs/on_configuration_change): apply | continue | fail [target_lag](#target-lag): downstream | [snowflake_warehouse](#configuring-virtual-warehouses): + [refresh_mode](#refresh-mode): AUTO | FULL | INCREMENTAL + [initialize](#initialize): ON_CREATE | ON_SCHEDULE + ``` @@ -412,12 +511,17 @@ models: ```jinja + {{ config( [materialized](/reference/resource-configs/materialized)="dynamic_table", [on_configuration_change](/reference/resource-configs/on_configuration_change)="apply" | "continue" | "fail", [target_lag](#target-lag)="downstream" | " seconds | minutes | hours | days", [snowflake_warehouse](#configuring-virtual-warehouses)="", + [refresh_mode](#refresh-mode)="AUTO" | "FULL" | "INCREMENTAL", + [initialize](#initialize)="ON_CREATE" | "ON_SCHEDULE", + ) }} + ``` @@ -426,6 +530,8 @@ models: + + Learn more about these parameters in Snowflake's [docs](https://docs.snowflake.com/en/sql-reference/sql/create-dynamic-table): ### Target lag @@ -436,6 +542,27 @@ Snowflake allows two configuration scenarios for scheduling automatic refreshes: Learn more about `target_lag` in Snowflake's [docs](https://docs.snowflake.com/en/user-guide/dynamic-tables-refresh#understanding-target-lag). + + +### Refresh mode + +Snowflake allows three options for refresh mode: +- **AUTO** — Enforces an incremental refresh of the dynamic table by default. If the `CREATE DYNAMIC TABLE` statement does not support the incremental refresh mode, the dynamic table is automatically created with the full refresh mode. +- **FULL** — Enforces a full refresh of the dynamic table, even if the dynamic table can be incrementally refreshed. +- **INCREMENTAL** — Enforces an incremental refresh of the dynamic table. If the query that underlies the dynamic table can’t perform an incremental refresh, dynamic table creation fails and displays an error message. + +Learn more about `refresh_mode` in [Snowflake's docs](https://docs.snowflake.com/en/user-guide/dynamic-tables-refresh). + +### Initialize + +Snowflake allows two options for initialize: +- **ON_CREATE** — Refreshes the dynamic table synchronously at creation. If this refresh fails, dynamic table creation fails and displays an error message. +- **ON_SCHEDULE** — Refreshes the dynamic table at the next scheduled refresh. + +Learn more about `initialize` in [Snowflake's docs](https://docs.snowflake.com/en/user-guide/dynamic-tables-refresh). + + + ### Limitations As with materialized views on most data platforms, there are limitations associated with dynamic tables. Some worth noting include: From 19ac30ccd44cdd9bbbb7973c179a5338558f43d7 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 19 Jul 2024 18:23:50 +0100 Subject: [PATCH 097/277] add python sdk for SL (#5801) --- .../docs/dbt-cloud-apis/sl-api-overview.md | 6 + .../docs/docs/dbt-cloud-apis/sl-python-sdk.md | 152 ++++++++++++++++++ website/sidebars.js | 1 + 3 files changed, 159 insertions(+) create mode 100644 website/docs/docs/dbt-cloud-apis/sl-python-sdk.md diff --git a/website/docs/docs/dbt-cloud-apis/sl-api-overview.md b/website/docs/docs/dbt-cloud-apis/sl-api-overview.md index 9c3bf912597..cb950c4fa8c 100644 --- a/website/docs/docs/dbt-cloud-apis/sl-api-overview.md +++ b/website/docs/docs/dbt-cloud-apis/sl-api-overview.md @@ -50,6 +50,12 @@ plan="dbt Cloud Team or Enterprise" link="/docs/dbt-cloud-apis/sl-graphql" icon="dbt-bit"/> + + +The [`dbt-sl-sdk` Python software development kit](https://github.com/dbt-labs/semantic-layer-sdk-python) (SDK) is a Python library that provides you with easy access to the dbt Semantic Layer with Python. It allows developers to interact with the dbt Semantic Layer APIs and query metrics and dimensions in downstream tools. + +## Installation + +To install the Python SDK, you'll need to specify optional dependencies depending on whether you want to use it synchronously, backed by [requests](https://github.com/psf/requests/), or with asynchronous ([asyncio](https://docs.python.org/3/library/asyncio.html) backed by [aiohttp](https://github.com/aio-libs/aiohttp/)). + +The Python SDK supports the Long-Term Support (LTS) versions of Python, such as 3.9, 3.10, 3.11, and 3.12. When Python discontinues support for a version, the Python SDK will also discontinue support for that version. If you’re using a non-supported version, you may experience compatibility issues and won’t receive updates or security patches from the SDK. + + + + +Sync installation means your program waits for each task to finish before moving on to the next one. + +It's simpler, easier to understand, and suitable for smaller tasks or when your program doesn't need to handle many tasks at the same time. + +```bash +pip install dbt-sl-sdk[sync] +``` +If you're using async frameworks like [FastAPI](https://fastapi.tiangolo.com/) or [Strawberry](https://github.com/strawberry-graphql/strawberry), installing the sync version of the SDK will block your event loop and can significantly slow down your program. In this case, we strongly recommend using async installation. + + + + + +Async installation means your program can start a task and then move on to other tasks while waiting for the first one to finish. This can handle many tasks at once without waiting, making it faster and more efficient for larger tasks or when you need to manage multiple tasks at the same time. + +For more details, refer to [asyncio](https://docs.python.org/3/library/asyncio.html). + +```bash +pip install dbt-sl-sdk[async] +``` + +Since the [Python ADBC driver](https://github.com/apache/arrow-adbc/tree/main/python/adbc_driver_manager) doesn't yet support asyncio natively, `dbt-sl-sdk` uses a [`ThreadPoolExecutor`](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/5e52e1ca840d20a143b226ae33d194a4a9bc008f/dbtsl/api/adbc/client/asyncio.py#L62) to run `query` and `list dimension-values` (all operations that are done with ADBC). This is why you might see multiple Python threads spawning. + +If you're using async frameworks like [FastAPI](https://fastapi.tiangolo.com/) or [Strawberry](https://github.com/strawberry-graphql/strawberry), installing the sync version of the Python SDK will block your event loop and can significantly slow down your program. In this case, we strongly recommend using async installation. + + + + +## Usage +To run operations against the Semantic Layer APIs, instantiate (create an instance of) a `SemanticLayerClient` with your specific [API connection parameters](/docs/dbt-cloud-apis/sl-api-overview): + +```python +from dbtsl import SemanticLayerClient + +client = SemanticLayerClient( + environment_id=123, + auth_token="", + host="semantic-layer.cloud.getdbt.com", +) + +# query the first metric by `metric_time` +def main(): + with client.session(): + metrics = client.metrics() + table = client.query( + metrics=[metrics[0].name], + group_by=["metric_time"], + ) + print(table) + +main() +``` + +**Note**: All method calls that reach out to the APIs need to be within a `client.session()` context manager. This allows the client to establish a connection to the APIs only once and reuse the same connection between API calls. + +We recommend creating an application-wide session and reusing the same session throughout the application for optimal performance. Creating a session per request is discouraged and inefficient. + +### asyncio usage +If you're using asyncio, import `AsyncSemanticLayerClient` from `dbtsl.asyncio`. The `SemanticLayerClient` and `AsyncSemanticLayerClient` APIs are identical, but the async version has async methods that you need to `await`. + +```python +import asyncio +from dbtsl.asyncio import AsyncSemanticLayerClient + +client = AsyncSemanticLayerClient( + environment_id=123, + auth_token="", + host="semantic-layer.cloud.getdbt.com", +) + +async def main(): + async with client.session(): + metrics = await client.metrics() + table = await client.query( + metrics=[metrics[0].name], + group_by=["metric_time"], + ) + print(table) + +asyncio.run(main()) + +``` + +## Integrate with dataframe libraries + +The Python SDK returns all query data as [pyarrow](https://arrow.apache.org/docs/python/index.html) tables. + +The Python SDK library doesn't come bundled with [Polars](https://pola.rs/) or [Pandas](https://pandas.pydata.org/). If you use these libraries, add them as dependencies in your project. + +To use the data with libraries like Polars or Pandas, manually convert the data into the desired format. For example: + +#### If you're using pandas + +```python +# ... initialize client + +arrow_table = client.query(...) +pandas_df = arrow_table.to_pandas() + +``` + +#### If you're using polars + +```python +import polars as pl + +# ... initialize client + +arrow_table = client.query(...) +polars_df = pl.from_arrow(arrow_table) +``` + +## Usage examples +For additional usage examples, check out the [usage examples](https://github.com/dbt-labs/semantic-layer-sdk-python/tree/main/examples), some of which include: + +- [Fetching dimension values sync](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/main/examples/fetch_dimension_values_sync.py) +- Fetching metrics [async](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/main/examples/fetch_metric_async.py) and [sync](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/main/examples/fetch_metric_sync.py) +- [List saved queries async](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/main/examples/list_saved_queries_async.py) + +## Disable telemetry +By default, the Python SDK sends some [platform-related information](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/main/dbtsl/env.py) to dbt Labs. To opt-out, set the `PLATFORM.anonymous` attribute to `True`: + +```python +from dbtsl.env import PLATFORM +PLATFORM.anonymous = True + +# ... initialize client +``` + +## Contribute +To contribute to this project, check out our [contribution guidelines](https://github.com/dbt-labs/semantic-layer-sdk-python/blob/main/CONTRIBUTING.md) and open a GitHub [issue](https://github.com/dbt-labs/semantic-layer-sdk-python/issues) or [pull request](https://github.com/dbt-labs/semantic-layer-sdk-python/pulls). diff --git a/website/sidebars.js b/website/sidebars.js index 07f552088d0..9fedd6681c3 100644 --- a/website/sidebars.js +++ b/website/sidebars.js @@ -669,6 +669,7 @@ const sidebarSettings = { "docs/dbt-cloud-apis/sl-api-overview", "docs/dbt-cloud-apis/sl-jdbc", "docs/dbt-cloud-apis/sl-graphql", + "docs/dbt-cloud-apis/sl-python", "docs/dbt-cloud-apis/sl-manifest", ], }, From 10322bdc7998548607efdd225505958f62c7991d Mon Sep 17 00:00:00 2001 From: Mike Alfare <13974384+mikealfare@users.noreply.github.com> Date: Fri, 19 Jul 2024 13:34:04 -0400 Subject: [PATCH 098/277] Update `reuse_connections` default for `dbt-snowflake` (#5780) ## What are you changing in this pull request and why? The default for `reuse_connections` has been [updated](https://github.com/dbt-labs/dbt-snowflake/issues/1082) for `dbt-snowflake`. This change will affect `versionless` and will be released as part of `v1.9`. ## Checklist - [x] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [x] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [x] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." --------- Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- .../connect-data-platform/snowflake-setup.md | 208 +++++++++++++++++- 1 file changed, 203 insertions(+), 5 deletions(-) diff --git a/website/docs/docs/core/connect-data-platform/snowflake-setup.md b/website/docs/docs/core/connect-data-platform/snowflake-setup.md index 24ad6f88d62..266840cafae 100644 --- a/website/docs/docs/core/connect-data-platform/snowflake-setup.md +++ b/website/docs/docs/core/connect-data-platform/snowflake-setup.md @@ -29,6 +29,8 @@ import SetUpPages from '/snippets/_setup-pages-intro.md'; Snowflake can be configured using basic user/password authentication as shown below. + + ```yaml @@ -56,7 +58,7 @@ my-snowflake-db: connect_timeout: 10 # default: 10 retry_on_database_errors: False # default: false retry_all: False # default: false - reuse_connections: False # default: false + reuse_connections: False ``` @@ -91,9 +93,80 @@ my-snowflake-db: connect_timeout: 10 # default: 10 retry_on_database_errors: False # default: false retry_all: False # default: false - reuse_connections: False # default: false + reuse_connections: False ``` + + + + + + +```yaml +my-snowflake-db: + target: dev + outputs: + dev: + type: snowflake + account: [account id] + + # User/password auth + user: [username] + password: [password] + + role: [user role] + database: [database name] + warehouse: [warehouse name] + schema: [dbt schema] + threads: [1 or more] + client_session_keep_alive: False + query_tag: [anything] + + # optional + connect_retries: 0 # default 0 + connect_timeout: 10 # default: 10 + retry_on_database_errors: False # default: false + retry_all: False # default: false + reuse_connections: True # default: True if client_session_keep_alive is False, otherwise None + ``` + + + +### User / Password + DUO MFA authentication + +Snowflake integrates the DUO Mobile app to add 2-Factor authentication to basic user/password as seen below. + +```yaml +my-snowflake-db: + target: dev + outputs: + dev: + type: snowflake + account: [account id] + + # User/password auth + user: [username] + password: [password] + authenticator: username_password_mfa + + role: [user role] + database: [database name] + warehouse: [warehouse name] + schema: [dbt schema] + threads: [1 or more] + client_session_keep_alive: False + query_tag: [anything] + + # optional + connect_retries: 0 # default 0 + connect_timeout: 10 # default: 10 + retry_on_database_errors: False # default: false + retry_all: False # default: false + reuse_connections: True # default: True if client_session_keep_alive is False, otherwise None +``` + + + Along with adding the `authenticator` parameter, be sure to run `alter account set allow_client_mfa_caching = true;` in your Snowflake warehouse. Together, these will allow you to easily verify authentication with the DUO Mobile app (skipping this results in push notifications for every model built on every `dbt run`). ### Key pair authentication @@ -102,6 +175,8 @@ To use key pair authentication, specify the `private_key_path` in your configura Starting from [dbt version 1.7](/docs/dbt-versions/core-upgrade/upgrading-to-v1.7), dbt introduced the ability to specify a `private_key` directly as a string instead of a `private_key_path`. This `private_key` string can be in either Base64-encoded DER format, representing the key bytes, or in plain-text PEM format. Refer to [Snowflake documentation](https://docs.snowflake.com/en/user-guide/key-pair-auth) for more info on how they generate the key. + + ```yaml @@ -131,7 +206,7 @@ my-snowflake-db: connect_timeout: 10 # default: 10 retry_on_database_errors: False # default: false retry_all: False # default: false - reuse_connections: False # default: false + reuse_connections: False ``` @@ -173,7 +248,7 @@ my-snowflake-db: connect_timeout: 10 # default: 10 retry_on_database_errors: False # default: false retry_all: False # default: false - reuse_connections: False # default: false + reuse_connections: False ``` @@ -211,7 +286,7 @@ my-snowflake-db: connect_timeout: 10 # default: 10 retry_on_database_errors: False # default: false retry_all: False # default: false - reuse_connections: False # default: false + reuse_connections: False ``` @@ -219,6 +294,129 @@ my-snowflake-db: + + + + + + +```yaml +my-snowflake-db: + target: dev + outputs: + dev: + type: snowflake + account: [account id] + user: [username] + role: [user role] + + # Keypair config + private_key_path: [path/to/private.key] + # or private_key instead of private_key_path + private_key_passphrase: [passphrase for the private key, if key is encrypted] + + database: [database name] + warehouse: [warehouse name] + schema: [dbt schema] + threads: [1 or more] + client_session_keep_alive: False + query_tag: [anything] + + # optional + connect_retries: 0 # default 0 + connect_timeout: 10 # default: 10 + retry_on_database_errors: False # default: false + retry_all: False # default: false + reuse_connections: True # default: True if client_session_keep_alive is False, otherwise None +``` + + + +### SSO Authentication + +To use SSO authentication for Snowflake, omit a `password` and instead supply an `authenticator` config to your target. +`authenticator` can be one of 'externalbrowser' or a valid Okta URL. + +Refer to the following tabs for more info and examples: + + + + + + +```yaml +my-snowflake-db: + target: dev + outputs: + dev: + type: snowflake + account: [account id] # Snowflake + user: [username] # Snowflake username + role: [user role] # Snowflake user role + + # SSO config + authenticator: externalbrowser + + database: [database name] # Snowflake database name + warehouse: [warehouse name] # Snowflake warehouse name + schema: [dbt schema] + threads: [between 1 and 8] + client_session_keep_alive: False + query_tag: [anything] + + # optional + connect_retries: 0 # default 0 + connect_timeout: 10 # default: 10 + retry_on_database_errors: False # default: false + retry_all: False # default: false + reuse_connections: True # default: True if client_session_keep_alive is False, otherwise None +``` + + + + + + + + + +```yaml +my-snowflake-db: + target: dev + outputs: + dev: + type: snowflake + account: [account id] # Snowflake + user: [username] # Snowflake username + role: [user role] # Snowflake user role + + # SSO config -- The three following fields are REQUIRED + authenticator: [Okta account URL] + username: [Okta username] + password: [Okta password] + + database: [database name] # Snowflake database name + warehouse: [warehouse name] # Snowflake warehouse name + schema: [dbt schema] + threads: [between 1 and 8] + client_session_keep_alive: False + query_tag: [anything] + + # optional + connect_retries: 0 # default 0 + connect_timeout: 10 # default: 10 + retry_on_database_errors: False # default: false + retry_all: False # default: false + reuse_connections: True # default: True if client_session_keep_alive is False, otherwise None +``` + + + + + + + + **Note**: By default, every connection that dbt opens will require you to re-authenticate in a browser. The Snowflake connector package supports caching your session token, but it [currently only supports Windows and Mac OS](https://docs.snowflake.com/en/user-guide/admin-security-fed-auth-use.html#optional-using-connection-caching-to-minimize-the-number-of-prompts-for-authentication). Refer to the [Snowflake docs](https://docs.snowflake.com/en/sql-reference/parameters.html#label-allow-id-token) for info on how to enable this feature in your account. From a529ff4850ff174b9592f196c64ecf77f5493729 Mon Sep 17 00:00:00 2001 From: Doug Beatty <44704949+dbeatty10@users.noreply.github.com> Date: Fri, 19 Jul 2024 12:39:43 -0600 Subject: [PATCH 099/277] Explain which resource types the `ref` function applies to (#5804) Previews: - [ref](https://docs-getdbt-com-git-dbeatty10-patch-1-dbt-labs.vercel.app/reference/dbt-jinja-functions/ref) - [source](https://docs-getdbt-com-git-dbeatty10-patch-1-dbt-labs.vercel.app/reference/dbt-jinja-functions/source) ## What are you changing in this pull request and why? This update is useful to understand some of the differences between [`ref()`](https://docs.getdbt.com/reference/dbt-jinja-functions/ref) and [`source()`](https://docs.getdbt.com/reference/dbt-jinja-functions/source). In turn, that is useful context for issues like https://github.com/dbt-labs/dbt-core/issues/10433. The [`source()`](https://docs.getdbt.com/reference/dbt-jinja-functions/source) and [`ref()`](https://docs.getdbt.com/reference/dbt-jinja-functions/ref) functions are complementary: `source()` applies to: - [sources](https://docs.getdbt.com/docs/build/sources) Whereas `ref()` applies to: - [models](https://docs.getdbt.com/docs/build/models) (both [SQL models](https://docs.getdbt.com/docs/build/sql-models) and [Python models](https://docs.getdbt.com/docs/build/python-models)) - [seeds](https://docs.getdbt.com/docs/build/seeds) - [snapshots](https://docs.getdbt.com/docs/build/snapshots) `ref()` includes: - [versioned models](https://docs.getdbt.com/reference/dbt-jinja-functions/ref#versioned-ref) - [package-specific nodes](https://docs.getdbt.com/reference/dbt-jinja-functions/ref#ref-project-specific-models) - [cross-project nodes](https://docs.getdbt.com/docs/collaborate/govern/project-dependencies#how-to-write-cross-project-ref) ## Checklist - [x] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. --------- Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/reference/dbt-jinja-functions/ref.md | 15 +++++++++++++-- .../docs/reference/dbt-jinja-functions/source.md | 4 ++-- 2 files changed, 15 insertions(+), 4 deletions(-) diff --git a/website/docs/reference/dbt-jinja-functions/ref.md b/website/docs/reference/dbt-jinja-functions/ref.md index 0c0e9580f13..8212359c1f1 100644 --- a/website/docs/reference/dbt-jinja-functions/ref.md +++ b/website/docs/reference/dbt-jinja-functions/ref.md @@ -2,10 +2,21 @@ title: "About ref function" sidebar_label: "ref" id: "ref" -description: "Read this guide to understand the builtins Jinja function in dbt." -keyword: dbt mesh, project dependencies, ref, cross project ref, project dependencies +description: "Read this guide to understand the ref Jinja function in dbt." +keyword: dbt mesh, project dependencies, ref, cross project ref --- +```sql +select * from {{ ref("node_name") }} +``` + +## Definition + +This function: +- Returns a [Relation](/reference/dbt-classes#relation) for a [model](/docs/build/models), [seed](/docs/build/seeds), or [snapshot](/docs/build/snapshots) +- Creates dependencies between the referenced node and the current model, which is useful for documentation and [node selection](/reference/node-selection/syntax) +- Compiles to the full object name in the database + The most important function in dbt is `ref()`; it's impossible to build even moderately complex models without it. `ref()` is how you reference one model within another. This is a very common behavior, as typically models are built to be "stacked" on top of one another. Here is how this looks in practice: diff --git a/website/docs/reference/dbt-jinja-functions/source.md b/website/docs/reference/dbt-jinja-functions/source.md index 59317a79e3d..d32abccc94a 100644 --- a/website/docs/reference/dbt-jinja-functions/source.md +++ b/website/docs/reference/dbt-jinja-functions/source.md @@ -6,14 +6,14 @@ description: "Read this guide to understand the source Jinja function in dbt." --- ```sql -select * from {{ source(source_name, table_name) }} +select * from {{ source("source_name", "table_name") }} ``` ## Definition This function: - Returns a [Relation](/reference/dbt-classes#relation) for a [source](/docs/build/sources) -- Creates dependencies between a source and the current model, which is useful for documentation and model selection +- Creates dependencies between a source and the current model, which is useful for documentation and [node selection](/reference/node-selection/syntax) - Compiles to the full object name in the database From 685939c18cf064163ca5554a825cbc3fec0a0338 Mon Sep 17 00:00:00 2001 From: Doug Beatty <44704949+dbeatty10@users.noreply.github.com> Date: Sat, 20 Jul 2024 11:41:05 -0600 Subject: [PATCH 100/277] Instructions to generate speedscope profiles using `py-spy` (#5814) [Preview](https://docs-getdbt-com-git-dbeatty10-patch-2-dbt-labs.vercel.app/reference/global-configs/record-timing-info) ## What are you changing in this pull request and why? Officially documenting the performance profiling approach mentioned in https://github.com/dbt-labs/dbt-core/issues/10434#issuecomment-2225788062. ## Checklist - [x] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. --- .../docs/reference/global-configs/record-timing-info.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/website/docs/reference/global-configs/record-timing-info.md b/website/docs/reference/global-configs/record-timing-info.md index 503c8de3fe9..3caccfc5e4f 100644 --- a/website/docs/reference/global-configs/record-timing-info.md +++ b/website/docs/reference/global-configs/record-timing-info.md @@ -15,3 +15,10 @@ $ snakeviz timing.txt ``` + +Alternatively, you can use [`py-spy`](https://github.com/benfred/py-spy) to collect [speedscope](https://github.com/jlfwong/speedscope) profiles of dbt commands like this: + +```shell +python -m pip install py-spy +sudo py-spy record -s -f speedscope -- dbt parse +``` From 2b604323cf369d679e15232e4810d0cceac09d77 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 10:09:35 +0100 Subject: [PATCH 101/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d43a545b73b..8334aba976f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -29,7 +29,7 @@ The following is dbt's out-of-the-box default behavior: - The schema depends on whether you have defined a [custom schema](/docs/build/custom-schemas) for the model: - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. - + - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. From 1303c021200744045302de58625740dc83076efa Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 10:11:26 +0100 Subject: [PATCH 102/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 8334aba976f..6bdfc2267d8 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -30,7 +30,7 @@ The following is dbt's out-of-the-box default behavior: - The schema depends on whether you have defined a [custom schema](/docs/build/custom-schemas) for the model: - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - + - For example, if the configured schema is `dbt_myschema` and the custom one is marketing, the objects will be created under `dbt_myschema_marketing`. - Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From f1aee415126533d2aa5f46532263bd4ec75544b0 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 10:12:50 +0100 Subject: [PATCH 103/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 6bdfc2267d8..3e94f4f45a7 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -30,7 +30,7 @@ The following is dbt's out-of-the-box default behavior: - The schema depends on whether you have defined a [custom schema](/docs/build/custom-schemas) for the model: - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - - For example, if the configured schema is `dbt_myschema` and the custom one is marketing, the objects will be created under `dbt_myschema_marketing`. + - For example, if the configured schema is `dbt_myschema` and the custom one is marketing, the objects will be created under `dbt_myschema_marketing`. - Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From fdfa65dd5687b29731874b39fafb3772be3f45fc Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 10:13:35 +0100 Subject: [PATCH 104/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 3e94f4f45a7..fde25323456 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -31,7 +31,7 @@ The following is dbt's out-of-the-box default behavior: - If you haven't defined a custom schema, dbt creates the object in the default schema. In dbt Cloud this is typically `dbt_username` for development and the default schema for deployment environments. In dbt Core, it uses the schema specified in the `profiles.yml` file. - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is marketing, the objects will be created under `dbt_myschema_marketing`. -- Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` + - Note that for automated CI jobs, the schema name derives from the job number and PR number: `dbt_cloud_pr__` - If you define a custom schema, dbt concatenates the schema mentioned earlier with the custom one. - For example, if the configured schema is `dbt_myschema` and the custom one is `marketing`, the objects will be created under `dbt_myschema_marketing`. From d9b7cecbe2d4af35b1c8e38dab2cb6433e19238f Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 14:22:34 +0100 Subject: [PATCH 105/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index fde25323456..d46da79db52 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -97,7 +97,10 @@ Note that the following examples do not comprehensively cover all the available ::: - +- [Use custom schema without concatenating target schema in production](/guides/customize-schema-alias?step=3#1-custom-schemas-without-target-schema-concatenation-in-production) +- [Adding developer identities to tables](/guides/customize-schema-alias?step=3#2-static-schemas-adding-developer-identities-to-tables) +- [Using branch name as schema prefix](/guides/customize-schema-alias?step=3#3-using-branch-name-as-schema-prefix) +- [Using a static schema for CI](/guides/customize-schema-alias?step=3#4-using-a-static-schema-for-ci) ### 1. Custom schemas without target schema concatenation in production From 3d5700b3caed6988275c1635ee9d98650e2668a5 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 15:14:10 +0100 Subject: [PATCH 106/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d46da79db52..45bdab142f8 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -203,7 +203,9 @@ In this case, we can: ``` -```Jina +`` + +````jinja` {% macro generate_schema_name(custom_schema_name, node) -%} From 5d81f63901ca73c32aa1fcf077ecc7ed626096f2 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 15:14:58 +0100 Subject: [PATCH 107/277] Update website/docs/guides/customize-schema-alias.md Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/guides/customize-schema-alias.md | 24 ++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 45bdab142f8..74a0b677869 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -109,7 +109,29 @@ The most common use case is using the custom schema without concatenating it wit To do so, you can create a new file called `generate_schema_name.sql` under your macros folder with the following code: -```Jinja +recommend adding file name for the jinja code (and all codes) so users know the file path: + + +```jinja + +{% macro generate_schema_name(custom_schema_name, node) -%} + + {%- set default_schema = target.schema -%} + {%- if custom_schema_name is none -%} + + {{ default_schema }} + + {%- elif env_var('DBT_ENV_TYPE','DEV') == 'PROD' -%} + + {{ custom_schema_name | trim }} + + {%- else -%} + + {{ default_schema }}_{{ custom_schema_name | trim }} + + {%- endif -%} + +{%- endmacro %} {% macro generate_schema_name(custom_schema_name, node) -%} From f239eafc852644f23e915a317aa0cba8d08c5bf1 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 15:16:03 +0100 Subject: [PATCH 108/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 74a0b677869..da4c607df89 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -132,7 +132,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {%- endif -%} {%- endmacro %} - {% macro generate_schema_name(custom_schema_name, node) -%} {%- set default_schema = target.schema -%} From 2ddcf3bb51c2197d0449febb875a9e2c17398458 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 22 Jul 2024 15:17:36 +0100 Subject: [PATCH 109/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index da4c607df89..a707bc687e6 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -132,7 +132,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {%- endif -%} {%- endmacro %} -{% macro generate_schema_name(custom_schema_name, node) -%} {%- set default_schema = target.schema -%} {%- if custom_schema_name is none -%} From bcc2ab6a1fbadf01a052e417464f1604dd0c6643 Mon Sep 17 00:00:00 2001 From: Katherine Brock <48523663+kbrock91@users.noreply.github.com> Date: Mon, 22 Jul 2024 12:22:31 -0500 Subject: [PATCH 110/277] Update branch nomenclature in best-practice-workflows.md (#5818) ## What are you changing in this pull request and why? ## Checklist - [ ] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [ ] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [ ] Add/remove page in `website/sidebars.js` - [ ] Provide a unique filename for new pages - [ ] Add an entry for deleted pages in `website/vercel.json` - [ ] Run link testing locally with `npm run build` to update the links that point to deleted pages --- website/docs/best-practices/best-practice-workflows.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/best-practices/best-practice-workflows.md b/website/docs/best-practices/best-practice-workflows.md index 4381906361e..1adae6b2fce 100644 --- a/website/docs/best-practices/best-practice-workflows.md +++ b/website/docs/best-practices/best-practice-workflows.md @@ -8,7 +8,7 @@ This page contains the collective wisdom of experienced users of dbt on how to b ## Best practice workflows ### Version control your dbt project -All dbt projects should be managed in version control. Git branches should be created to manage development of new features and bug fixes. All code changes should be reviewed by a colleague (or yourself) in a Pull Request prior to merging into `master`. +All dbt projects should be managed in version control. Git branches should be created to manage development of new features and bug fixes. All code changes should be reviewed by a colleague (or yourself) in a Pull Request prior to merging into your production branch, such as `main`. :::info Git guide From cd59be10a182b35de7b022026bd0114cb5005393 Mon Sep 17 00:00:00 2001 From: Ryan Harris Date: Mon, 22 Jul 2024 15:38:35 -0400 Subject: [PATCH 111/277] codeowners: dev-multicell owns migration guide this pr makes the @dev-multicell team codeowners of the public-facing migration documentation to ensure it reflects the current state of the migration tool (and its limitations). --- .github/CODEOWNERS | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS index 5e5371c4589..96b76509043 100644 --- a/.github/CODEOWNERS +++ b/.github/CODEOWNERS @@ -3,7 +3,7 @@ # Anything unmatched by selectors below * @dbt-labs/product-docs -# The blog +# The blog /website/blog @KiraFuruichi @@ -17,4 +17,6 @@ /website/docs/guides/building-packages @dbt-labs/product-docs @amychen1776 @dataders @dbeatty10 /website/docs/guides/creating-new-materializations @dbt-labs/product-docs @dataders @dbeatty10 - +# Require approval from the Multicell team when making +# changes to the public facing migration documentation. +/website/docs/docs/cloud/migration.md @dbt-labs/dev-multicell From fc927691f606feb58758ac02493a79d9a42fdea0 Mon Sep 17 00:00:00 2001 From: "Leona B. Campbell" <3880403+runleonarun@users.noreply.github.com> Date: Mon, 22 Jul 2024 12:57:51 -0700 Subject: [PATCH 112/277] Update CODEOWNERS --- .github/CODEOWNERS | 4 ---- 1 file changed, 4 deletions(-) diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS index 96b76509043..8aaf0375007 100644 --- a/.github/CODEOWNERS +++ b/.github/CODEOWNERS @@ -3,10 +3,6 @@ # Anything unmatched by selectors below * @dbt-labs/product-docs -# The blog -/website/blog @KiraFuruichi - - # Adapter & Package Development Docs /website/docs/docs/supported-data-platforms.md @dbt-labs/product-docs @dataders /website/docs/reference/warehouse-setups @dbt-labs/product-docs @dataders From 93ce2078453212a8053461757cf1191acd450e93 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 23 Jul 2024 00:43:11 +0100 Subject: [PATCH 113/277] add sl access control info (#5608) this pr adds new information on upcoming access control changes. new content added to teh existing set up SL doc. [docs project](https://www.notion.so/dbtlabs/SL-Access-credentials-ffccf1c8f5404af0a1f47db9faaf62bf) --------- Co-authored-by: rpourzand Co-authored-by: Leona B. Campbell <3880403+runleonarun@users.noreply.github.com> --- .../docs/docs/dbt-versions/release-notes.md | 5 +- .../docs/use-dbt-semantic-layer/dbt-sl.md | 2 +- .../docs/use-dbt-semantic-layer/setup-sl.md | 4 +- .../docs/use-dbt-semantic-layer/sl-faqs.md | 3 + website/snippets/_new-sl-setup.md | 103 ++++++++++++++---- website/snippets/_v2-sl-prerequisites.md | 13 +-- .../semantic-layer/sl-add-credential.jpg | Bin 0 -> 119673 bytes .../sl-create-service-token-page.jpg | Bin 0 -> 136517 bytes .../semantic-layer/sl-credential-created.jpg | Bin 0 -> 38769 bytes 9 files changed, 99 insertions(+), 31 deletions(-) create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/sl-add-credential.jpg create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/sl-create-service-token-page.jpg create mode 100644 website/static/img/docs/dbt-cloud/semantic-layer/sl-credential-created.jpg diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 5ce0c210b95..1fd98625ae5 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -16,7 +16,10 @@ dbt Cloud release notes for recent and historical changes. Release notes fall in Release notes are grouped by month for both multi-tenant and virtual private cloud (VPC)[^*] environments -[^*] The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. +[^*] The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. + +## July 2024 +- **Enhancement**: The dbt Semantic Layer now offers more granular control by supporting multiple data platform credentials, which can represent different roles or service accounts. Available for dbt Cloud Enteprise plans, you can map credentials to service tokens for secure authentication. Refer to [Set up dbt Semantic Layer](/docs/use-dbt-semantic-layer/setup-sl#set-up-dbt-semantic-layer) for more details. ## July 2024 - **New**: The ability to lint your SQL files from the dbt Cloud CLI is now available. To learn more, refer to [Lint SQL files](/docs/cloud/configure-cloud-cli#lint-sql-files). diff --git a/website/docs/docs/use-dbt-semantic-layer/dbt-sl.md b/website/docs/docs/use-dbt-semantic-layer/dbt-sl.md index f75ae8fd15d..56204237ae7 100644 --- a/website/docs/docs/use-dbt-semantic-layer/dbt-sl.md +++ b/website/docs/docs/use-dbt-semantic-layer/dbt-sl.md @@ -19,7 +19,7 @@ import DeprecationNotice from '/snippets/_sl-deprecation-notice.md'; The dbt Semantic Layer, powered by [MetricFlow](/docs/build/about-metricflow), simplifies the process of defining and using critical business metrics, like `revenue` in the modeling layer (your dbt project). By centralizing metric definitions, data teams can ensure consistent self-service access to these metrics in downstream data tools and applications. The dbt Semantic Layer eliminates duplicate coding by allowing data teams to define metrics on top of existing models and automatically handles data joins. -Moving metric definitions out of the BI layer and into the modeling layer allows data teams to feel confident that different business units are working from the same metric definitions, regardless of their tool of choice. If a metric definition changes in dbt, it’s refreshed everywhere it’s invoked and creates consistency across all applications. +Moving metric definitions out of the BI layer and into the modeling layer allows data teams to feel confident that different business units are working from the same metric definitions, regardless of their tool of choice. If a metric definition changes in dbt, it’s refreshed everywhere it’s invoked and creates consistency across all applications. To ensure secure access control, the dbt Semantic Layer implements robust [access permissions](/docs/use-dbt-semantic-layer/setup-sl#set-up-dbt-semantic-layer) mechanisms. Refer to the [dbt Semantic Layer FAQs](/docs/use-dbt-semantic-layer/sl-faqs) or [Why we need a universal semantic layer](https://www.getdbt.com/blog/universal-semantic-layer/) blog post to learn more. diff --git a/website/docs/docs/use-dbt-semantic-layer/setup-sl.md b/website/docs/docs/use-dbt-semantic-layer/setup-sl.md index ae185a0343a..9fddb58785e 100644 --- a/website/docs/docs/use-dbt-semantic-layer/setup-sl.md +++ b/website/docs/docs/use-dbt-semantic-layer/setup-sl.md @@ -6,6 +6,8 @@ sidebar_label: "Set up your Semantic Layer" tags: [Semantic Layer] --- +With the dbt Semantic Layer, you can centrally define business metrics, reduce code duplication and inconsistency, create self-service in downstream tools, and more. + import DeprecationNotice from '/snippets/_sl-deprecation-notice.md'; @@ -14,8 +16,6 @@ import DeprecationNotice from '/snippets/_sl-deprecation-notice.md'; -With the dbt Semantic Layer, you can centrally define business metrics, reduce code duplication and inconsistency, create self-service in downstream tools, and more. Configure the dbt Semantic Layer in dbt Cloud to connect with your integrated partner tool. - ## Prerequisites import SetUp from '/snippets/_v2-sl-prerequisites.md'; diff --git a/website/docs/docs/use-dbt-semantic-layer/sl-faqs.md b/website/docs/docs/use-dbt-semantic-layer/sl-faqs.md index fb7ed58ba0d..9a122aa644a 100644 --- a/website/docs/docs/use-dbt-semantic-layer/sl-faqs.md +++ b/website/docs/docs/use-dbt-semantic-layer/sl-faqs.md @@ -269,9 +269,12 @@ Yes, all of our interfaces or APIs expose metric descriptions, which you can sur +The dbt Semantic Layer uses service tokens for authentication, mapped to underlying data platform credentials. These credentials control physical access to the raw data. The credential configuration allows admins to create a credential and map it to service tokens, which can then be shared to relevant teams for BI connection setup. You can configure credentials and service tokens to reflect your teams and their roles. + Currently, the credentials you configure when setting up the dbt Semantic Layer are used for every request. Any physical access policies you have tied to your credentials will be respected. We are currently working on introducing more fine-grained access controls, including user-level access and group credentials, that enable flexible granular permissions. + ## Implementation diff --git a/website/snippets/_new-sl-setup.md b/website/snippets/_new-sl-setup.md index bd1410d89c6..383a1215f5b 100644 --- a/website/snippets/_new-sl-setup.md +++ b/website/snippets/_new-sl-setup.md @@ -1,31 +1,96 @@ -You can set up the dbt Semantic Layer in dbt Cloud at the environment and project level. Before you begin: +You must be part of the Owner group and have the correct [license](/docs/cloud/manage-access/seats-and-users) and [permissions](/docs/cloud/manage-access/self-service-permissions) to set up the Semantic Layer at the environment and project level. +- Enterprise plan: + - Developer license with Account Admin permissions, or + - Owner with a Developer license, assigned Project Creator, Database Admin, or Admin permissions. +- Team plan: Owner with a Developer license. +- Free trial: You are on a free trial of the Team plan as an Owner, which means you have access to the dbt Semantic Layer. -- You must be part of the Owner group, and have the correct [license](/docs/cloud/manage-access/seats-and-users) and [permissions](/docs/cloud/manage-access/self-service-permissions) to configure the Semantic Layer: - * Enterprise plan — Developer license with Account Admin permissions. Or Owner with a Developer license, assigned Project Creator, Database Admin, or Admin permissions. - * Team plan — Owner with a Developer license. - * If you are using a free trial dbt Cloud account, you are on a trial of the Team plan as an Owner, so you're good to go. -- You must have a successful run in your new environment. +### 1. Select environment -Now that we've created and successfully run a job in your environment, you're ready to configure the semantic layer. +Select the environment where you want to enable the Semantic Layer: -1. Navigate to **Account Settings** in the navigation menu. -2. Use the sidebar to select your project settings. Select the specific project you want to enable the Semantic Layer for. -3. In the **Project Details** page, navigate to the **Semantic Layer** section, and select **Configure Semantic Layer**. +1. Navigate to **Account settings** in the navigation menu. +2. On the **Settings** left sidebar, select the specific project you want to enable the Semantic Layer for. +3. In the **Project details** page, navigate to the **Semantic Layer** section. Select **Configure Semantic Layer**. - + -4. In the **Set Up Semantic Layer Configuration** page, enter the credentials you want the Semantic Layer to use specific to your data platform. +4. In the **Set Up Semantic Layer Configuration** page, select the deployment environment you want for the Semantic Layer and click **Save**. This provides administrators with the flexibility to choose the environment where the Semantic Layer will be enabled. - - Use credentials with minimal privileges. This is because the Semantic Layer requires read access to the schema(s) containing the dbt models used in your semantic models for downstream applications - - Note, [Environment variables](/docs/build/environment-variables) such as `{{env_var('DBT_WAREHOUSE')}`, doesn't supported the dbt Semantic Layer yet. You must use the actual credentials. +:::tip dbt Cloud Enterprise can skip to [Add more credentials](#4-add-more-credentials) +dbt Cloud Enterprise plans can add multiple credentials and have a different set up. Skip to [Add more credentials](#4-add-more-credentials) for more configuration details. +::: - +### 2. Add a credential and create service tokens -5. Select the deployment environment you want for the Semantic Layer and click **Save**. -6. After saving it, you'll be provided with the connection information that allows you to connect to downstream tools. If your tool supports JDBC, save the JDBC URL or individual components (like environment id and host). If it uses the GraphQL API, save the GraphQL API host information instead. +The dbt Semantic Layer uses [service tokens](/docs/dbt-cloud-apis/service-tokens) for authentication which are tied to an underlying data platform credential that you configure. The credential configured is used to execute queries that the Semantic Layer issues against your data platform. This credential controls the physical access to underlying data accessed by the Semantic Layer, and all access policies set in the data platform for this credential will be respected. + +dbt Cloud Enterprise plans can add multiple credentials and map those to service tokens. Refer to [Add more credentials](#4-add-more-credentials) for more information. + +1. In the **Set Up Semantic Layer Configuration** page, enter the credentials specific to your data platform that you want the Semantic Layer to use. + - Use credentials with minimal privileges. The Semantic Layer requires read access to the schema(s) containing the dbt models used in your semantic models for downstream applications + - Note, environment variables such as `{{env_var('DBT_WAREHOUSE')}`, aren't supported in the dbt Semantic Layer yet. You must use the actual credentials. + + +2. Create a **Service Token** after you add the credential. + * Enterprise plans: Name and generate a service token on the credential page directly. + * Team plans: You can return to the **Project Details** page and click the **Generate a Service Token** button. +3. Name the token and save it. Once the token is generated, you won't be able to view this token again so make sure to record it somewhere safe. + +:::info +Teams plans can create multiple service tokens that map to one underlying credential. Adding [multiple credentials](#4-add-more-credentials) for tailored access is available for Enterprise plans. + +Book a free live demo to discover the full potential of dbt Cloud Enterprise. +::: + +### 3. View connection detail +1. Go back to the **Project details** page for connection details to connect to downstream tools. +2. Copy and share the environment ID, service token, host, as well as the service token name to the relevant teams for BI connection set up. If your tool uses the GraphQL API, save the GraphQL API host information instead of the JDBC URL. + + For info on how to connect to other integrations, refer to [Available integrations](/docs/cloud-integrations/avail-sl-integrations). -7. Save and copy your environment ID, service token, and host, which you'll need to use in the downstream tools. For more info on how to integrate with partner integrations, refer to [Available integrations](/docs/cloud-integrations/avail-sl-integrations). +### 4. Add more credentials +dbt Cloud Enterprise plans can optionally add multiple credentials and map them to service tokens, offering more granular control and tailored access for different teams, which can then be shared to relevant teams for BI connection setup. These credentials control the physical access to underlying data accessed by the Semantic Layer. + +We recommend configuring credentials and service tokens to reflect your teams and their roles. For example, create tokens or credentials that align with your team's needs, such as providing access to finance-related schemas to the Finance team. + +Note that: +- Admins can link multiple service tokens to a single credential within a project, but each service token can only be linked to one credential per project. +- When you send a request through the APIs, the service token of the linked credential will follow access policies of the underlying view and tables used to build your semantic layer requests. +- [Environment variables](/docs/build/environment-variables), like `{{env_var('DBT_WAREHOUSE')}` aren't supported the dbt Semantic Layer yet. You must use the actual credentials instead. + +To add multiple credentials and map them to service tokens: + +1. After configuring your environment, on the **Credentials & service tokens** page click the **Add Semantic Layer credential** button to configure the credential for your data platform. +2. On the **Create New Semantic Layer Credential** page, you can create multiple credentials and map them to a service token. +3. In the **Add credentials** section, fill in the data platform's credential fields. We recommend using “read-only” credentials. + +4. In the **Map new service token** section, map a service token to the credential you configured in the previous step. dbt Cloud automatically selects the service token permission set you need (Semantic Layer Only and Metadata Only). + - To add another service token, click **Add service token** under the **Linked service tokens** section. + +5. Click **Save** to link the service token to the credential. Remember to copy and save the service token securely, as it won't be viewable again after generation. + + +6. To delete a credential, go back to the **Semantic Layer & Credential**s page. Select **Delete credential** to remove a credential and click **Save**. + + When you delete a credential, any service tokens mapped to that credential in the project will no longer work and will break for any end users. + +## Additional configuration + + The following are the additional flexible configurations for Semantic Layer credentials. + +### Unlink service tokens +- Unlink a service token from the credential by clicking **Unlink** under the **Linked service tokens** section. If you try to query the Semantic Layer with an unlinked credential, you'll experience an error in your BI tool because no valid token is mapped. + +### Manage from service token page +**View credential from service token** +- View your Semantic Layer credential directly by navigating to the **API tokens** and then **Service tokens** page. +- Select the service token to view the credential it's linked to. This is useful if you want to know which service tokens are mapped to credentials in your project. + +**Create a new service token** +- From the **Service tokens** page, create a new service token and map it to the credential(s) (assuming the semantic layer permission exists). This is useful if you want to create a new service token and directly map it to a credential in your project. +- Make sure to select the correct permission set for the service token (Semantic Layer Only and Metadata Only). -8. Return to the **Project Details** page and click the **[Generate a Service Token](/docs/dbt-cloud-apis/service-tokens)** button. Make sure it has Semantic Layer Only and Metadata Only permissions. Name the token and save it. Once the token is generated, you won't be able to view this token again so make sure to record it somewhere safe. + diff --git a/website/snippets/_v2-sl-prerequisites.md b/website/snippets/_v2-sl-prerequisites.md index f07c796936a..f8108849f4f 100644 --- a/website/snippets/_v2-sl-prerequisites.md +++ b/website/snippets/_v2-sl-prerequisites.md @@ -1,10 +1,7 @@ -- Have a dbt Cloud Team or Enterprise account. Suitable for both Multi-tenant and Single-tenant deployment. - - Note: Single-tenant accounts should contact their account representative for necessary setup and enablement. -- Have both your production and development environments running [dbt version 1.6 or higher](/docs/dbt-versions/upgrade-dbt-version-in-cloud). +- Have a dbt Cloud Team or Enterprise account. Single-tenant accounts should contact their account representative setup. +- Ensure your production and development environments use [dbt version 1.6 or higher](/docs/dbt-versions/upgrade-dbt-version-in-cloud). - Use Snowflake, BigQuery, Databricks, or Redshift. - Create a successful run in the environment where you configure the Semantic Layer. - - **Note:** Semantic Layer currently supports the Deployment environment for querying. (_development querying experience coming soon_) -- Set up the [Semantic Layer API](/docs/dbt-cloud-apis/sl-api-overview) in the integrated tool to import metric definitions. - - dbt Core or Developer accounts can define metrics but won't be able to dynamically query them.
-- Understand [MetricFlow's](/docs/build/about-metricflow) key concepts, which powers the latest dbt Semantic Layer. -- Note that the dbt Semantic Layer doesn't yet support SSH tunneling for [Postgres or Redshift](/docs/cloud/connect-data-platform/connect-redshift-postgresql-alloydb) connections. It also doesn't support using [Single sign-on (SSO)](/docs/cloud/manage-access/sso-overview) for Semantic Layer [production credentials](/docs/dbt-cloud-apis/service-tokens#permissions-for-service-account-tokens), however, SSO is supported for development user accounts. + - **Note:** Semantic Layer supports querying in Deployment environments; development querying is coming soon. +- Understand [MetricFlow's](/docs/build/about-metricflow) key concepts powering the dbt Semantic Layer. +- Note that the dbt Semantic Layer doesn't support SSH tunneling for [Postgres or Redshift](/docs/cloud/connect-data-platform/connect-redshift-postgresql-alloydb) connections. 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zs)7>G#ns?Qge(tbJ2TjG(&tQSj~U@<%le9G`NZkC&pEN1- z`W!(q8lH5gt{{s+1_}!a)FNmk-P1ClZx*5srzCNm^&>Az-IA#fFR+G*zD55>=D|qP z_@myE*N30Wq`}tUgFU~-z3s~QC;rYjS}O=Lw(-c$HeR=R#(HP{Ps1;*Tg%hQ0pcC5 z$`@%jMf8mS)+{~FJYe~c>})9cP)E@zpHq|r;@?)k{8Q=9+WNv+0pu@b^k+u;HR_o6 zD(17-Qteii`LJ2L*WPl5J2^7Q-8%0*{KCSlP!;KNbH42^e5JCv#6|rmZ7TI{>$vKf z2E|di0HKYN@Kgi3pNiL!bVMXgIyAqy&6-cGdOSKJAvY;%74ep_=z2M}g)P;0Ql+=T zZ*B|*z$ug-(kaFlKtVb9b&OS}Q)kmZb?6QXF%k70QD z@qi4Bs$k?C0gsvwkbzwrg_t&sAE2t)eh36(_*EGl#D|ZO2<94O!CcOMb8=z~Z#4;Z zN+WSPGwBQ{Fqf#tx6MqUBLVu>DZY116`Kt#4p-E@Sf<;S3+$1%BuCP4o)RUJm~+L+>>K literal 0 HcmV?d00001 From f98162b9ba0fee5340d076e44853b15130e36e0e Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 23 Jul 2024 09:17:26 +0100 Subject: [PATCH 114/277] remove duplicate july header --- website/docs/docs/dbt-versions/release-notes.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 1fd98625ae5..04531f09b9e 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -19,9 +19,8 @@ Release notes are grouped by month for both multi-tenant and virtual private clo [^*] The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. ## July 2024 -- **Enhancement**: The dbt Semantic Layer now offers more granular control by supporting multiple data platform credentials, which can represent different roles or service accounts. Available for dbt Cloud Enteprise plans, you can map credentials to service tokens for secure authentication. Refer to [Set up dbt Semantic Layer](/docs/use-dbt-semantic-layer/setup-sl#set-up-dbt-semantic-layer) for more details. - -## July 2024 +- **Enhancement**: The dbt Semantic Layer now offers more granular control by supporting multiple data platform credentials, which can represent different roles or service accounts. Available for dbt Cloud Enterprise plans, you can map credentials to service tokens for secure authentication. Refer to [Set up dbt Semantic Layer](/docs/use-dbt-semantic-layer/setup-sl#set-up-dbt-semantic-layer) for more details. +- Introduced the [`dbt-sl-sdk` Python software development kit (SDK)](https://github.com/dbt-labs/semantic-layer-sdk-python) Python library, which provides you with easy access to the dbt Semantic Layer with Python. It allows developers to interact with the dbt Semantic Layer APIs and query metrics and dimensions in downstream tools. Refer to the [dbt Semantic Layer Python SDK](/docs/dbt-cloud-apis/sl-python) for more information. - **New**: The ability to lint your SQL files from the dbt Cloud CLI is now available. To learn more, refer to [Lint SQL files](/docs/cloud/configure-cloud-cli#lint-sql-files). - **New**: Introduced Semantic validations in CI pipelines. Automatically test your semantic nodes (metrics, semantic models, and saved queries) during code reviews by adding warehouse validation checks in your CI job using the `dbt sl validate` command. You can also validate modified semantic nodes to guarantee code changes made to dbt models don't break these metrics. Refer to [Semantic validations in CI](/docs/deploy/ci-jobs#semantic-validations-in-ci) to learn about the additional commands and use cases. From 91691106fbfa3b8d32e3c33e7205ec27b2f1f25d Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 23 Jul 2024 09:26:12 +0100 Subject: [PATCH 115/277] Update release-notes.md add new label --- website/docs/docs/dbt-versions/release-notes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 04531f09b9e..35a9201f93f 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -20,7 +20,7 @@ Release notes are grouped by month for both multi-tenant and virtual private clo ## July 2024 - **Enhancement**: The dbt Semantic Layer now offers more granular control by supporting multiple data platform credentials, which can represent different roles or service accounts. Available for dbt Cloud Enterprise plans, you can map credentials to service tokens for secure authentication. Refer to [Set up dbt Semantic Layer](/docs/use-dbt-semantic-layer/setup-sl#set-up-dbt-semantic-layer) for more details. -- Introduced the [`dbt-sl-sdk` Python software development kit (SDK)](https://github.com/dbt-labs/semantic-layer-sdk-python) Python library, which provides you with easy access to the dbt Semantic Layer with Python. It allows developers to interact with the dbt Semantic Layer APIs and query metrics and dimensions in downstream tools. Refer to the [dbt Semantic Layer Python SDK](/docs/dbt-cloud-apis/sl-python) for more information. +- **New**: Introduced the [`dbt-sl-sdk` Python software development kit (SDK)](https://github.com/dbt-labs/semantic-layer-sdk-python) Python library, which provides you with easy access to the dbt Semantic Layer with Python. It allows developers to interact with the dbt Semantic Layer APIs and query metrics and dimensions in downstream tools. Refer to the [dbt Semantic Layer Python SDK](/docs/dbt-cloud-apis/sl-python) for more information. - **New**: The ability to lint your SQL files from the dbt Cloud CLI is now available. To learn more, refer to [Lint SQL files](/docs/cloud/configure-cloud-cli#lint-sql-files). - **New**: Introduced Semantic validations in CI pipelines. Automatically test your semantic nodes (metrics, semantic models, and saved queries) during code reviews by adding warehouse validation checks in your CI job using the `dbt sl validate` command. You can also validate modified semantic nodes to guarantee code changes made to dbt models don't break these metrics. Refer to [Semantic validations in CI](/docs/deploy/ci-jobs#semantic-validations-in-ci) to learn about the additional commands and use cases. From 9c50749e6732f99a7287d23f65c3a5d4f61c0b76 Mon Sep 17 00:00:00 2001 From: Doug Beatty <44704949+dbeatty10@users.noreply.github.com> Date: Tue, 23 Jul 2024 03:22:26 -0600 Subject: [PATCH 116/277] Fix rendering of snippet for run results JSON file (#5816) [Preview](https://docs-getdbt-com-git-dbeatty10-patch-2-1-dbt-labs.vercel.app/reference/artifacts/run-results-json) ## What are you changing in this pull request and why? It currently looks like [this](https://docs.getdbt.com/reference/artifacts/run-results-json): image When it should look more like [this](https://docs.getdbt.com/reference/dbt-classes): image > [!NOTE] > There is an extra newline between bullet points due to the snippet, but I wasn't able to make it go away after a [couple attempts](https://github.com/dbt-labs/docs.getdbt.com/pull/5816/commits). > > If we want to eliminate the extra newline, we'd either need to go away from using a snippet or figure out how to make the snippet place nice. ## Checklist - [x] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. --------- Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/reference/artifacts/run-results-json.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/website/docs/reference/artifacts/run-results-json.md b/website/docs/reference/artifacts/run-results-json.md index 192b34a85f3..75ff3412bfc 100644 --- a/website/docs/reference/artifacts/run-results-json.md +++ b/website/docs/reference/artifacts/run-results-json.md @@ -36,7 +36,8 @@ Each entry in `results` is a [`Result` object](/reference/dbt-classes#result-obj - `execution_time`: Total time spent executing this node - `timing`: Array that breaks down execution time into steps (often `compile` + `execute`) - `message`: How dbt will report this result on the CLI, based on information returned from the database -import RowsAffected from '/snippets/_run-result.md'; + +import RowsAffected from '/snippets/_run-result.md'; From e433e4a1f33a29e3fed2872917db7fcd63b60e23 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 10:22:32 +0100 Subject: [PATCH 117/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index a707bc687e6..2e907866598 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -133,7 +133,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {%- endmacro %} - {%- set default_schema = target.schema -%} {%- if custom_schema_name is none -%} {{ default_schema }} From 1aaff7d3d56c46357b59622b38b407cb01adeca4 Mon Sep 17 00:00:00 2001 From: Topherhindman Date: Tue, 23 Jul 2024 04:04:53 -0700 Subject: [PATCH 118/277] Re-add note about unsaved ide changes (#5803) ## What are you changing in this pull request and why? ## Checklist - [ ] Review the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] For [docs versioning](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#about-versioning), review how to [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content). - [ ] Add a checklist item for anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." Adding or removing pages (delete if not applicable): - [ ] Add/remove page in `website/sidebars.js` - [ ] Provide a unique filename for new pages - [ ] Add an entry for deleted pages in `website/vercel.json` - [ ] Run link testing locally with `npm run build` to update the links that point to deleted pages --------- Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- website/docs/docs/cloud/migration.md | 1 + 1 file changed, 1 insertion(+) diff --git a/website/docs/docs/cloud/migration.md b/website/docs/docs/cloud/migration.md index f93ef7873e8..8bdf47eae5a 100644 --- a/website/docs/docs/cloud/migration.md +++ b/website/docs/docs/cloud/migration.md @@ -26,6 +26,7 @@ If your account is scheduled for migration, you will see a banner indicating you * New IPs: `52.3.77.232`, `3.214.191.130`, `34.233.79.135` 2. **User invitations** — Any pending user invitations will be invalidated during the migration. You can resend the invitations after the migration is complete. 3. **SSO integrations** — If you've completed the Auth0 migration, your account SSO configurations will be automatically transferred. If you haven't completed the Auth0 migration, dbt Labs recommends doing that before starting the mult-cell migration to avoid service disruptions. +4. **IDE sessions** — Any unsaved changes in the IDE might be lost during migration. dbt Labs _strongly_ recommends committing all changes in the IDE before your scheduled migration time. ## Post-migration From 8659d5a549b3bcb49c5a46650ac8328f08a021a8 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:02:30 +0100 Subject: [PATCH 119/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 2e907866598..94311e4ea23 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -133,7 +133,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {%- endmacro %} - {%- if custom_schema_name is none -%} {{ default_schema }} From c1559d4a7d97a5caace75c814df06fc334183d5a Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:02:42 +0100 Subject: [PATCH 120/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 94311e4ea23..8443dbfbf6b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -134,7 +134,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {%- endmacro %} - {{ default_schema }} {%- elif env_var('DBT_ENV_TYPE','DEV') == 'PROD' -%} From cb4ab075df1b64aa77b867ed9e9f52752675fd8e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:02:50 +0100 Subject: [PATCH 121/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 8443dbfbf6b..7435c2ed393 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -135,7 +135,6 @@ recommend adding file name for the jinja code (and all codes) so users know the - {%- elif env_var('DBT_ENV_TYPE','DEV') == 'PROD' -%} {{ custom_schema_name | trim }} From a7625ae99da6b53c790ed9560db6c917182d25e3 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:02:57 +0100 Subject: [PATCH 122/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 7435c2ed393..5670940bc08 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -138,7 +138,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {{ custom_schema_name | trim }} - {%- else -%} {{ default_schema }}_{{ custom_schema_name | trim }} From f16f248071bf3992a13b2ee6650314e3ff72a16e Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:03:06 +0100 Subject: [PATCH 123/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 5670940bc08..3fcb095c37f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -139,7 +139,6 @@ recommend adding file name for the jinja code (and all codes) so users know the {{ custom_schema_name | trim }} - {{ default_schema }}_{{ custom_schema_name | trim }} {%- endif -%} From 8681bd63a211bc09c1f08a0fef554b1f43702004 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:03:13 +0100 Subject: [PATCH 124/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 3fcb095c37f..a305a042f6f 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -391,7 +391,6 @@ Some organizations prefer to write their CI jobs to a single schema with the PR {%- endmacro %} -``` This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From 2fc46ea6da69f30fc2846ef03d30d874c599a6e8 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:03:27 +0100 Subject: [PATCH 125/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index a305a042f6f..d8e89eeb24c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -140,7 +140,6 @@ recommend adding file name for the jinja code (and all codes) so users know the - {%- endif -%} {%- endmacro %} From 62003649a68973b641426e4e52a6c2f9fe415811 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:03:40 +0100 Subject: [PATCH 126/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d8e89eeb24c..b2e32e770a0 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -141,7 +141,6 @@ recommend adding file name for the jinja code (and all codes) so users know the -{%- endmacro %} ``` From 373dc78bc39d5734e6d4ca12019a04ca38705161 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:03:51 +0100 Subject: [PATCH 127/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index b2e32e770a0..cc146907c67 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -143,7 +143,7 @@ recommend adding file name for the jinja code (and all codes) so users know the ``` - + This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From b7a6fbce0f4840a27733692e139689319c2bfdef Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:04:13 +0100 Subject: [PATCH 128/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index cc146907c67..38a726169f7 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -217,7 +217,7 @@ In this case, we can: `` -````jinja` +```jinja {% macro generate_schema_name(custom_schema_name, node) -%} From d7b7d38a805709865613a7e275821c65ffdcbc59 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:04:26 +0100 Subject: [PATCH 129/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 38a726169f7..0837c4174a2 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -239,7 +239,7 @@ In this case, we can: {%- endmacro %} ``` - + This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From 1055d0e408fd05209abc303be81dbaaed2e504b4 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:04:57 +0100 Subject: [PATCH 130/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 0837c4174a2..87af33d5f14 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -269,7 +269,9 @@ We’ve also seen some organizations prefer to organize their dev databases by b Refer to the [Tips and tricks](p/guides/customize-schema-alias?step=5) section on the next page to learn more. -```Jinja +`` + +```jinja {% macro generate_schema_name(custom_schema_name, node) -%} From 8cb313582492716a19cdab1a6b31174885da5e34 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:05:12 +0100 Subject: [PATCH 131/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 87af33d5f14..39fa310d0a5 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -299,7 +299,6 @@ Refer to the [Tips and tricks](p/guides/customize-schema-alias?step=5) section o {%- endif -%} {%- endmacro %} -``` This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From afb2e36ed85b111a8e08e9d341b03e3fbf498e58 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:05:34 +0100 Subject: [PATCH 132/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 39fa310d0a5..d4a9eb1b24c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -321,6 +321,9 @@ When developer 1 and developer 2 are checked out on the same branch, they will g Some organizations prefer to write their CI jobs to a single schema with the PR identifier prefixed to the front of the table name. It's important to note that this will result in long table names. +`` + + ```Jinja {% macro generate_schema_name(custom_schema_name=none, node=none) -%} From 247bd3d40fa04255acc868d8232b0d6e5edb5c89 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:05:49 +0100 Subject: [PATCH 133/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d4a9eb1b24c..c70f53d8aa7 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -349,7 +349,6 @@ Some organizations prefer to write their CI jobs to a single schema with the PR {%- endmacro %} -``` ```Jinja From 6488d7aec217d2ce7a245528dec6b99e526475de Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:06:02 +0100 Subject: [PATCH 134/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index c70f53d8aa7..f69c13884d7 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -350,7 +350,9 @@ Some organizations prefer to write their CI jobs to a single schema with the PR {%- endmacro %} -```Jinja +`` + +````jinja` {% macro generate_alias_name(custom_alias_name=none, node=none) -%} From 67770291c68235706dac4197dfa4ca6f54d7bf80 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:06:17 +0100 Subject: [PATCH 135/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index f69c13884d7..4b56a9422a3 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -422,7 +422,9 @@ Some people prefer to only use the custom schema when it is set instead of conca When modifying the default macro for `generate_schema_name()`, this might result in creating this new version. -```Jina +`` + +```jinja {% macro generate_schema_name(custom_schema_name, node) -%} From cfca7063f205f976fa5cc0e7dfd33fed3dff3dce Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:06:30 +0100 Subject: [PATCH 136/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 4b56a9422a3..fa1d855edaf 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -440,7 +440,6 @@ When modifying the default macro for `generate_schema_name()`, this might result {%- endif -%} {%- endmacro %} -``` While it may provide the expected output for production, where a dedicated database is used, it will generate conflicts anywhere people share a database. From cda01b8b4273b4bf85a6f539e313aca46b3a3f39 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:06:44 +0100 Subject: [PATCH 137/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index fa1d855edaf..ae03bc3db6c 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -502,7 +502,9 @@ We prefer to use [environment variables](/docs/build/environment-variables) over Some users prefer to enforce custom schemas on all objects within their projects. This avoids writing to unintended “default” locations. You can add this logic to your `generate_schema_name()` macro to [raise a compilation error](/reference/dbt-jinja-functions/exceptions) if a custom schema is not defined for an object. -```Jinja +`` + +```jinja {% macro generate_schema_name(custom_schema_name, node) -%} From fd7f754a431083625f7a4fe25744573bf7bca4ff Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:06:56 +0100 Subject: [PATCH 138/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index ae03bc3db6c..1b1b42dae29 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -515,6 +515,5 @@ Some users prefer to enforce custom schemas on all objects within their projects {%- endif -%} -```

From 380206176a19d95c3a56476931ef145825fd2f15 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:26:32 +0100 Subject: [PATCH 139/277] Update website/docs/docs/collaborate/git/version-control-basics.md --- website/docs/docs/collaborate/git/version-control-basics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/git/version-control-basics.md b/website/docs/docs/collaborate/git/version-control-basics.md index 7a912c71db7..87d6902d6a8 100644 --- a/website/docs/docs/collaborate/git/version-control-basics.md +++ b/website/docs/docs/collaborate/git/version-control-basics.md @@ -43,7 +43,7 @@ You can perform git tasks with the git button in the [Cloud IDE](/docs/cloud/dbt | Open pull request | This allows you to open a pull request in Git for peers to review changes before merging into the base branch. | | Pull changes from main | This option is available if you are on any local branch that is behind the remote version of the base branch or the remote version of the branch that you're currently on. | | Pull from remote | This option is available if you’re on the local base branch and changes have recently been pushed to the remote version of the branch. Pulling in changes from the remote repo allows you to pull in the most recent version of the base branch. | -| Reclone Your Repository | Reclone your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the three horizontal dots on the bottom right-hand side (next to the green **Ready** text), then click **Rollback to remote**. | +| Rollback to remote | Reset changes your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the three dot ellipsis in the bottom right-hand side of the IDE and select **Rollback to remote**. | | Refresh git state | This enables you to pull new branches from a different remote branch to your local branch with just one command. | ## Merge conflicts From 1338dbed319dd3d97e8fa7796e715f8b586f1fd3 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 14:50:35 +0100 Subject: [PATCH 140/277] Update website/docs/docs/collaborate/git/version-control-basics.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/docs/collaborate/git/version-control-basics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/git/version-control-basics.md b/website/docs/docs/collaborate/git/version-control-basics.md index 87d6902d6a8..fd0dfac43d6 100644 --- a/website/docs/docs/collaborate/git/version-control-basics.md +++ b/website/docs/docs/collaborate/git/version-control-basics.md @@ -43,7 +43,7 @@ You can perform git tasks with the git button in the [Cloud IDE](/docs/cloud/dbt | Open pull request | This allows you to open a pull request in Git for peers to review changes before merging into the base branch. | | Pull changes from main | This option is available if you are on any local branch that is behind the remote version of the base branch or the remote version of the branch that you're currently on. | | Pull from remote | This option is available if you’re on the local base branch and changes have recently been pushed to the remote version of the branch. Pulling in changes from the remote repo allows you to pull in the most recent version of the base branch. | -| Rollback to remote | Reset changes your repository directly from the Cloud IDE. You can reset your repository back to a fresh clone from your remote. To do this, click on the three dot ellipsis in the bottom right-hand side of the IDE and select **Rollback to remote**. | +| Rollback to remote | Reset changes to your repository directly from the Cloud IDE. You can rollback your repository back to an earlier clone from your remote. To do this, click on the three dot ellipsis in the bottom right-hand side of the IDE and select **Rollback to remote**. | | Refresh git state | This enables you to pull new branches from a different remote branch to your local branch with just one command. | ## Merge conflicts From ec00a6821753467e035438f6f4f42d61d2cc3077 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:43:47 +0100 Subject: [PATCH 141/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 1b1b42dae29..d617131575a 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -136,7 +136,6 @@ recommend adding file name for the jinja code (and all codes) so users know the - {{ custom_schema_name | trim }} From a979963055e53a1fc1912a2ba65c77d82b0c68fa Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:47:21 +0100 Subject: [PATCH 142/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index d617131575a..b468e34fd77 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -319,7 +319,7 @@ When developer 1 and developer 2 are checked out on the same branch, they will g Some organizations prefer to write their CI jobs to a single schema with the PR identifier prefixed to the front of the table name. It's important to note that this will result in long table names. - +To do so, you can create a new file called `generate_schema_name.sql` under your macros folder with the following code: `` From dd37f9302ab72b616555373fad33659d795de558 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:48:59 +0100 Subject: [PATCH 143/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index b468e34fd77..c915681d92b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -299,6 +299,9 @@ Refer to the [Tips and tricks](p/guides/customize-schema-alias?step=5) section o {%- endmacro %} + + + This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From 840bda95dc0f34e94e126fa4da1c47d4960ab0d7 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:49:36 +0100 Subject: [PATCH 144/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index c915681d92b..ab36f16ec68 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -395,7 +395,7 @@ To do so, you can create a new file called `generate_schema_name.sql` under your {%- endif -%} {%- endmacro %} - + This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From b7a3a54701bf337652a2c6fc7bd0ef5a54eaf4fc Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:50:16 +0100 Subject: [PATCH 145/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index ab36f16ec68..bc749a9e75b 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -143,6 +143,8 @@ recommend adding file name for the jinja code (and all codes) so users know the ``` + + This will generate the following outputs for a model called `my_model` with a custom schema of `marketing`, preventing any overlap of objects between dbt runs from different contexts. From 3187c6a640551c6cc08f025933913ac2e76ab2c2 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:51:50 +0100 Subject: [PATCH 146/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index bc749a9e75b..50a23e4ef45 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -215,7 +215,7 @@ In this case, we can: {%- endmacro %} ``` - + `` ```jinja From 9f9f40c32fbe3a9c9199a2ef37a614984153c803 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:52:57 +0100 Subject: [PATCH 147/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 50a23e4ef45..4855a557157 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -352,7 +352,7 @@ To do so, you can create a new file called `generate_schema_name.sql` under your {%- endif -%} {%- endmacro %} - + `` From 4f01afbe9dc4971505d180cd5395c764165143a3 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:54:04 +0100 Subject: [PATCH 148/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index 4855a557157..b283dd741dc 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -444,7 +444,7 @@ When modifying the default macro for `generate_schema_name()`, this might result {%- endif -%} {%- endmacro %} - + While it may provide the expected output for production, where a dedicated database is used, it will generate conflicts anywhere people share a database. From 1001c798ce0acb9e55221bb8168f3dc24c8c5824 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Tue, 23 Jul 2024 15:54:54 +0100 Subject: [PATCH 149/277] Update website/docs/guides/customize-schema-alias.md --- website/docs/guides/customize-schema-alias.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/customize-schema-alias.md b/website/docs/guides/customize-schema-alias.md index b283dd741dc..7843a5f7a31 100644 --- a/website/docs/guides/customize-schema-alias.md +++ b/website/docs/guides/customize-schema-alias.md @@ -518,6 +518,6 @@ Some users prefer to enforce custom schemas on all objects within their projects {{ exceptions.raise_compiler_error("Error: No Custom Schema Defined for the model " ~ node.name ) }} {%- endif -%} - +

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