diff --git a/.github/ISSUE_TEMPLATE/bug_report_form.yaml b/.github/ISSUE_TEMPLATE/bug_report_form.yaml
index 8d6703e21..691fdc9c8 100644
--- a/.github/ISSUE_TEMPLATE/bug_report_form.yaml
+++ b/.github/ISSUE_TEMPLATE/bug_report_form.yaml
@@ -9,7 +9,7 @@ body:
       value: |
         Thanks for taking the time to fill out this bug report!
         Provide a concise summary of the issue in the title field above.
-        The [documentation](https://pandas-profiling.ydata.ai/docs/master/pages/support_contrib/help_troubleshoot.html) contains instructions on creating bug reports.
+        The [documentation](https://docs.profiling.ydata.ai/latest/support-contribution/help_troubleshoot/) contains instructions on creating bug reports.
   - type: textarea
     id: current-behavior
     attributes:
@@ -62,7 +62,7 @@ body:
     id: dependencies
     attributes:
       label: Dependencies
-      description: Please report versions of relevant dependencies (e.g. via `pip freeze` or `conda list`, [more information](https://pandas-profiling.ydata.ai/docs/master/pages/support_contrib/help_troubleshoot.html))
+      description: Please report versions of relevant dependencies (e.g. via `pip freeze` or `conda list`, [more information](https://docs.profiling.ydata.ai/latest/support-contribution/help_troubleshoot/))
       placeholder: |
         pandas==1.4.2
         numpy==2.3.4
@@ -86,12 +86,12 @@ body:
         Please complete the checklist below to ensure the bug report is helpful and can be addressed effectively
         
         Tips:
-          - Help for writing better bug reports is available in the [documentation](https://pandas-profiling.ydata.ai/docs/master/pages/support_contrib/help_troubleshoot.html).
+          - Help for writing better bug reports is available in the [documentation](https://docs.profiling.ydata.ai/latest/support-contribution/help_troubleshoot/).
           - If the description consists of multiple non-related bugs, you are encouraged to create separate issues.
       options:
         - label: There is not yet another bug report for this issue in the [issue tracker](https://github.com/ydataai/pandas-profiling/issues)
           required: true
         - label: The problem is reproducible from this bug report. [This guide](http://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) can help to craft a minimal bug report.
           required: true
-        - label: The issue has not been resolved by the entries listed under [Common Issues](https://pandas-profiling.ydata.ai/docs/master/pages/support_contrib/common_issues.html).
+        - label: The issue has not been resolved by the entries listed under [Common Issues](https://docs.profiling.ydata.ai/latest/support-contribution/contribution_guidelines/).
           required: true
diff --git a/docs/index.md b/docs/index.md
index 344597293..be0e7ee0f 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -58,7 +58,7 @@ YData-profiling can be used to deliver a variety of different applications. The
 | [Profiling large datasets](features/big_data.md)                                 | Tips on how to prepare data and configure `ydata-profiling` for working with large datasets |
 | [Handling sensitive data](features/sensitive_data.md)                            | Generating reports which are mindful about sensitive data in the input dataset              |
 | [Dataset metadata and data dictionaries](features/metadata.md)                   | Complementing the report with dataset details and column-specific data dictionaries         |
-| [Customizing the report's appearance](features/custom_report_appearance.md )     | Changing the appearance of the report's page and of the contained visualizations            |
+| [Customizing the report's appearance](features/custom_reports.md )               | Changing the appearance of the report's page and of the contained visualizations            |
 | [Profiling Relational databases **](features/collaborative_data_profiling.md)    | For a seamless profiling experience in your organization's databases, check [Fabric Data Catalog](https://ydata.ai/products/data_catalog), which allows to consume data from different types of storages such as RDBMs (Azure SQL, PostGreSQL, Oracle, etc.) and object storages (Google Cloud Storage, AWS S3, Snowflake, etc.), among others. |
 | [PII classification & management **](features/pii_identification_management.md ) | Automated PII classification and management through an UI experience          |
 
@@ -85,13 +85,13 @@ Need help? Want to share a perspective? Report a bug? Ideas for collaborations?
 
 !!! tip "Help us prioritizing - before reporting, double check, it is always better to upvote!"
     
-    Before reporting an issue on GitHub, check out [Common Issues](https://ydata-profiling.ydata.ai/docs/master/pages/support_contrib/common_issues.html).
+    Before reporting an issue on GitHub, check out [Common Issues](https://docs.profiling.ydata.ai/latest/support-contribution/common_issues/).
 
     If you want to validate if your request was prioritized check the [project pipeline details]()
 
 ## 🤝🏽 Contributing
 
-Learn how to get involved in the [Contribution Guide](https://ydata-profiling.ydata.ai/docs/master/pages/support_contrib/contribution_guidelines.html).
+Learn how to get involved in the [Contribution Guide](support-contribution/contribution_guidelines.md).
 
 A low-threshold place to ask questions or start contributing is the [Data Centric AI Community's Discord](https://tiny.ydata.ai/dcai-ydata-profiling).
 
diff --git a/docs/integrations/pyspark.md b/docs/integrations/pyspark.md
index 1db3f4d53..7da7851ec 100644
--- a/docs/integrations/pyspark.md
+++ b/docs/integrations/pyspark.md
@@ -125,7 +125,7 @@ Yes! We have fantastic new coming with a full tutorial on how you can
 use ydata-profiling in Databricks Notebooks.
 
 The notebook example can be found
-[here](https://github.com/ydataai/ydata-profiling/tree/master/examples/integrations/databricks_example.ipynb).
+[here](https://github.com/ydataai/ydata-profiling/tree/master/examples/integrations/databricks).
 
 Stay tuned - we are going to update the documentation soon!