From c73894a64bf81daa0c549efb584cd599ccaeceef Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 28 Oct 2024 14:09:26 -0600
Subject: [PATCH 01/24] chore: Move automated dependency updates to a monthly
 schedule (#470)

---
 .github/dependabot.yml  | 6 +++---
 .pre-commit-config.yaml | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 1752835e..b6bb6d72 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -8,7 +8,7 @@ updates:
   - package-ecosystem: "pip"
     directory: "/"
     schedule:
-      interval: weekly
+      interval: monthly
       timezone: "America/New_York"
       time: "07:23"
     versioning-strategy: increase-if-necessary
@@ -22,7 +22,7 @@ updates:
   - package-ecosystem: "pip"
     directory: "/.github/workflows"
     schedule:
-      interval: weekly
+      interval: monthly
       timezone: "America/New_York"
       time: "07:23"
     reviewers:
@@ -34,7 +34,7 @@ updates:
   - package-ecosystem: "github-actions"
     directory: "/"
     schedule:
-      interval: weekly
+      interval: monthly
       timezone: "America/New_York"
       time: "07:23"
     groups:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 24514302..3265a984 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 ci:
   autofix_prs: false
-  autoupdate_schedule: weekly
+  autoupdate_schedule: monthly
   autoupdate_commit_msg: 'chore: pre-commit autoupdate'
 
 repos:

From b377dedcc732411fe20b15739570e161553d02a7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 28 Oct 2024 14:41:37 -0600
Subject: [PATCH 02/24] ci: Fetch tags (#472)

---
 .github/workflows/ci_workflow.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index d4397d04..8c86b06e 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -34,6 +34,8 @@ jobs:
         - "3.9"
     steps:
     - uses: actions/checkout@v4
+      with:
+        fetch-tags: true
     - name: Fix key permissions
       run: |
         chmod 600 ssl/server.key

From 528bc3b90cd321d98ed3044fe6d7d7d801ce7b56 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Mon, 28 Oct 2024 14:43:33 -0600
Subject: [PATCH 03/24] ci: Install `poetry-dynamic-versioning`

---
 .github/workflows/ci_workflow.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index 8c86b06e..83c1b08a 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -55,6 +55,7 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pipx install poetry
+        pipx inject poetry poetry-dynamic-versioning
     - name: Install dependencies
       run: |
         poetry env use python${{ matrix.python-version }}

From 684e635c8a487895477e9d5a38e8e49fdb751df1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 28 Oct 2024 21:15:02 -0600
Subject: [PATCH 04/24] test: Start testing with all supported Postgres
 versions (#473)

---
 .github/workflows/ci_workflow.yml | 40 ++++++++++++++++++++++++-------
 .github/workflows/constraints.txt |  3 ++-
 README.md                         |  4 ++++
 docker-compose.yml                |  7 +++---
 tox.ini                           | 32 +++++++++++++++----------
 5 files changed, 59 insertions(+), 27 deletions(-)

diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index 83c1b08a..28a823aa 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -20,8 +20,16 @@ on:
   workflow_dispatch:
     inputs: {}
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  FORCE_COLOR: 1
+
 jobs:
   tests:
+    name: Python ${{ matrix.python-version }} / Postgres ${{ matrix.postgres-version }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -32,6 +40,19 @@ jobs:
         - "3.11"
         - "3.10"
         - "3.9"
+        postgres-version:
+        - "17"
+        include:
+        - python-version: "3.13"
+          postgres-version: "12"
+        - python-version: "3.13"
+          postgres-version: "13"
+        - python-version: "3.13"
+          postgres-version: "14"
+        - python-version: "3.13"
+          postgres-version: "15"
+        - python-version: "3.13"
+          postgres-version: "16"
     steps:
     - uses: actions/checkout@v4
       with:
@@ -43,8 +64,11 @@ jobs:
         chmod 600 ssl/pkey.key
         chmod 644 ssl/public_pkey.key
     - name: Set up Postgres container
+      env:
+        POSTGRES_VERSION: ${{ matrix.postgres-version }}
       run: |
         docker compose -f docker-compose.yml up -d
+    - run: docker ps
     - name: Set up Python '${{ matrix.python-version }}'
       uses: actions/setup-python@v5
       with:
@@ -54,20 +78,16 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         python -m pip install --upgrade pip
-        pipx install poetry
-        pipx inject poetry poetry-dynamic-versioning
-    - name: Install dependencies
-      run: |
-        poetry env use python${{ matrix.python-version }}
-        poetry install
+        pipx install tox
     - name: Run pytest
       run: |
-        poetry run pytest --capture=no
+        tox -e $(echo py${{ matrix.python-version }} | tr -d .)
     - name: Run lint
       run: |
-        poetry run tox -e lint
+        tox -e lint
 
   integration:
+    name: Meltano integration test
     runs-on: ubuntu-latest
     services:
       postgres:
@@ -88,9 +108,11 @@ jobs:
       with:
         python-version: 3.x
     - name: Install dependencies
+      env:
+        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         python -m pip install --upgrade pip
         pipx install meltano
-        meltano install
+        meltano --version
     - name: smoke-test-tap
       run: meltano run tap-smoke-test target-postgres
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 8e44691c..996fd854 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1 +1,2 @@
-poetry==1.8.4
+meltano==3.6.0b2
+tox==4.23.2
diff --git a/README.md b/README.md
index 176e3620..389fc14a 100644
--- a/README.md
+++ b/README.md
@@ -18,6 +18,10 @@ Built with the [Meltano SDK](https://sdk.meltano.com) for Singer Taps and Target
 * `target-schema`
 * `hard-delete`
 
+## Supported Python and PostgreSQL Versions
+
+This target is tested with all actively supported Python and PostgreSQL versions. At the time of writing, this includes Python 3.9 through 3.13 and PostgreSQL 12 through 17.
+
 ## Settings
 
 | Setting                         | Required | Default                       | Description                                                                                                                                                                                                                                                                                              |
diff --git a/docker-compose.yml b/docker-compose.yml
index f2d453c4..05edb683 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,9 +1,8 @@
 ---
 # docker compose -f docker-compose.yml up -d
-version: "2.1"
 services:
   postgres:
-    image: docker.io/postgres:latest
+    image: postgres:${POSTGRES_VERSION:-latest}
     command: postgres -c ssl=on -c ssl_cert_file=/var/lib/postgresql/server.crt -c ssl_key_file=/var/lib/postgresql/server.key -c ssl_ca_file=/var/lib/postgresql/ca.crt -c hba_file=/var/lib/postgresql/pg_hba.conf
     environment:
       POSTGRES_USER: postgres
@@ -20,7 +19,7 @@ services:
     ports:
       - "5432:5432"
   postgres_no_ssl: # Borrowed from https://github.com/MeltanoLabs/tap-postgres/blob/main/.github/workflows/test.yml#L13-L23
-    image: docker.io/postgres:latest
+    image: postgres:${POSTGRES_VERSION:-latest}
     environment:
       POSTGRES_PASSWORD: postgres
     ports:
@@ -43,7 +42,7 @@ services:
     networks:
       - inner
   postgresdb:
-    image: postgres:13.0
+    image: postgres:${POSTGRES_VERSION:-latest}
     environment:
       POSTGRES_USER: postgres
       POSTGRES_PASSWORD: postgres
diff --git a/tox.ini b/tox.ini
index a7bfcb8d..f984b775 100644
--- a/tox.ini
+++ b/tox.ini
@@ -3,31 +3,37 @@
 [tox]
 envlist = py312
 isolated_build = true
+min_version = 4
 
 [testenv]
-allowlist_externals = poetry
-
-[testenv:pytest]
 # Run the python tests.
-# To execute, run `tox -e pytest`
+# To execute, run `tox -e py313`
 envlist = py3{9,10,11,12,13}
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
+    pytest
 
 [testenv:format]
 # Attempt to auto-resolve lint errors before they are raised.
 # To execute, run `tox -e format`
+deps =
+    ruff
 commands =
-    poetry install -v
-    poetry run ruff check target_postgres/
-    poetry run ruff format target_postgres/
+    ruff check target_postgres/
+    ruff format target_postgres/
 
 [testenv:lint]
 # Raise an error if lint and style standards are not met.
 # To execute, run `tox -e lint`
+deps =
+    mypy
+    ruff
+    types-paramiko
+    types-simplejson
+    types-sqlalchemy
+    types-jsonschema
 commands =
-    poetry install -v
-    poetry run ruff check --diff target_postgres/
-    poetry run ruff format --check target_postgres/
-    poetry run mypy .
+    ruff check --diff target_postgres/
+    ruff format --check target_postgres/
+    mypy .

From 422286df28b55184ed8f0535327007b5c246b17f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Mon, 28 Oct 2024 21:20:05 -0600
Subject: [PATCH 05/24] chore: Link to supported versions pages

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 389fc14a..cd464795 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ Built with the [Meltano SDK](https://sdk.meltano.com) for Singer Taps and Target
 
 ## Supported Python and PostgreSQL Versions
 
-This target is tested with all actively supported Python and PostgreSQL versions. At the time of writing, this includes Python 3.9 through 3.13 and PostgreSQL 12 through 17.
+This target is tested with all actively supported [Python](https://devguide.python.org/versions/#supported-versions) and [PostgreSQL](https://www.postgresql.org/support/versioning/) versions. At the time of writing, this includes Python 3.9 through 3.13 and PostgreSQL 12 through 17.
 
 ## Settings
 

From 9833883ba89825c0ea45386ffda978be277724c9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 3 Nov 2024 15:47:43 +0000
Subject: [PATCH 06/24] chore: Bump faker from 30.8.1 to 30.8.2 in the
 runtime-dependencies group (#477)

---
 poetry.lock | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7b80ee18..68233b84 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -464,13 +464,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faker"
-version = "30.8.1"
+version = "30.8.2"
 description = "Faker is a Python package that generates fake data for you."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "Faker-30.8.1-py3-none-any.whl", hash = "sha256:4f7f133560b9d4d2a915581f4ba86f9a6a83421b89e911f36c4c96cff58135a5"},
-    {file = "faker-30.8.1.tar.gz", hash = "sha256:93e8b70813f76d05d98951154681180cb795cfbcff3eced7680d963bcc0da2a9"},
+    {file = "Faker-30.8.2-py3-none-any.whl", hash = "sha256:4a82b2908cd19f3bba1a4da2060cc4eb18a40410ccdf9350d071d79dc92fe3ce"},
+    {file = "faker-30.8.2.tar.gz", hash = "sha256:aa31b52cdae3673d6a78b4857c7bcdc0e98f201a5cb77d7827fa9e6b5876da94"},
 ]
 
 [package.dependencies]

From 97a0f65f851cd849362dd35776847162bb60d6bd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 3 Nov 2024 15:49:47 +0000
Subject: [PATCH 07/24] chore: Bump pypa/gh-action-pypi-publish from 1.10.3 to
 1.11.0 in the actions group (#476)

---
 .github/workflows/release_workflow.yml | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.github/workflows/release_workflow.yml b/.github/workflows/release_workflow.yml
index 93854977..ad58bfaa 100644
--- a/.github/workflows/release_workflow.yml
+++ b/.github/workflows/release_workflow.yml
@@ -37,6 +37,4 @@ jobs:
         tag: ${{ github.ref }}
         overwrite: true
         file_glob: true
-    - uses: pypa/gh-action-pypi-publish@v1.10.3
-      with:
-        attestations: true
+    - uses: pypa/gh-action-pypi-publish@v1.11.0

From e0486b66597bcaefa57da402cdf3ff743d1365e0 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 4 Nov 2024 11:20:17 -0600
Subject: [PATCH 08/24] chore: pre-commit autoupdate (#478)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

<!--pre-commit.ci start-->
updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.1 →
v0.7.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.1...v0.7.2)
<!--pre-commit.ci end-->

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3265a984..5d0da2f4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,7 +18,7 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.7.1
+  rev: v0.7.2
   hooks:
   - id: ruff
     args: [--fix]

From 13426b323f792529a4126d526b588551513ec18a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 6 Nov 2024 19:07:36 -0600
Subject: [PATCH 09/24] feat: Bumped singer-sdk to v0.42.0 (#474)

https://github.com/meltano/sdk/milestone/6
---
 poetry.lock    | 291 ++++++++++++++++++++++---------------------------
 pyproject.toml |   2 +-
 2 files changed, 133 insertions(+), 160 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 68233b84..093a0740 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -873,17 +873,6 @@ all = ["gssapi (>=1.4.1)", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1
 gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
 invoke = ["invoke (>=2.0)"]
 
-[[package]]
-name = "pip"
-version = "24.3.1"
-description = "The PyPA recommended tool for installing Python packages."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "pip-24.3.1-py3-none-any.whl", hash = "sha256:3790624780082365f47549d032f3770eeb2b1e8bd1f7b2e02dace1afa361b4ed"},
-    {file = "pip-24.3.1.tar.gz", hash = "sha256:ebcb60557f2aefabc2e0f918751cd24ea0d56d8ec5445fe1807f1d2109660b99"},
-]
-
 [[package]]
 name = "platformdirs"
 version = "4.3.6"
@@ -1219,141 +1208,128 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.20.0"
+version = "0.21.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "rpds_py-0.20.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3ad0fda1635f8439cde85c700f964b23ed5fc2d28016b32b9ee5fe30da5c84e2"},
-    {file = "rpds_py-0.20.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9bb4a0d90fdb03437c109a17eade42dfbf6190408f29b2744114d11586611d6f"},
-    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c6377e647bbfd0a0b159fe557f2c6c602c159fc752fa316572f012fc0bf67150"},
-    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:eb851b7df9dda52dc1415ebee12362047ce771fc36914586b2e9fcbd7d293b3e"},
-    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1e0f80b739e5a8f54837be5d5c924483996b603d5502bfff79bf33da06164ee2"},
-    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5a8c94dad2e45324fc74dce25e1645d4d14df9a4e54a30fa0ae8bad9a63928e3"},
-    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f8e604fe73ba048c06085beaf51147eaec7df856824bfe7b98657cf436623daf"},
-    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:df3de6b7726b52966edf29663e57306b23ef775faf0ac01a3e9f4012a24a4140"},
-    {file = "rpds_py-0.20.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:cf258ede5bc22a45c8e726b29835b9303c285ab46fc7c3a4cc770736b5304c9f"},
-    {file = "rpds_py-0.20.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:55fea87029cded5df854ca7e192ec7bdb7ecd1d9a3f63d5c4eb09148acf4a7ce"},
-    {file = "rpds_py-0.20.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:ae94bd0b2f02c28e199e9bc51485d0c5601f58780636185660f86bf80c89af94"},
-    {file = "rpds_py-0.20.0-cp310-none-win32.whl", hash = "sha256:28527c685f237c05445efec62426d285e47a58fb05ba0090a4340b73ecda6dee"},
-    {file = "rpds_py-0.20.0-cp310-none-win_amd64.whl", hash = "sha256:238a2d5b1cad28cdc6ed15faf93a998336eb041c4e440dd7f902528b8891b399"},
-    {file = "rpds_py-0.20.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:ac2f4f7a98934c2ed6505aead07b979e6f999389f16b714448fb39bbaa86a489"},
-    {file = "rpds_py-0.20.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:220002c1b846db9afd83371d08d239fdc865e8f8c5795bbaec20916a76db3318"},
-    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8d7919548df3f25374a1f5d01fbcd38dacab338ef5f33e044744b5c36729c8db"},
-    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:758406267907b3781beee0f0edfe4a179fbd97c0be2e9b1154d7f0a1279cf8e5"},
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+    {file = "ruff-0.7.2-py3-none-win32.whl", hash = "sha256:fa993cfc9f0ff11187e82de874dfc3611df80852540331bc85c75809c93253a8"},
+    {file = "ruff-0.7.2-py3-none-win_amd64.whl", hash = "sha256:dd8800cbe0254e06b8fec585e97554047fb82c894973f7ff18558eee33d1cb88"},
+    {file = "ruff-0.7.2-py3-none-win_arm64.whl", hash = "sha256:bb8368cd45bba3f57bb29cbb8d64b4a33f8415d0149d2655c5c8539452ce7760"},
+    {file = "ruff-0.7.2.tar.gz", hash = "sha256:2b14e77293380e475b4e3a7a368e14549288ed2931fce259a6f99978669e844f"},
 ]
 
 [[package]]
@@ -1373,18 +1349,15 @@ test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata
 
 [[package]]
 name = "simpleeval"
-version = "1.0.1"
+version = "1.0.3"
 description = "A simple, safe single expression evaluator library."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "simpleeval-1.0.1-py3-none-any.whl", hash = "sha256:1928b4a5528099012e73de532d3293a5c7038c103111dda69da679ba3bee4352"},
-    {file = "simpleeval-1.0.1.tar.gz", hash = "sha256:3b95f8b04d35cf1f793749fc3034d332dafb20e71fadf56631b4642fcc84a26a"},
+    {file = "simpleeval-1.0.3-py3-none-any.whl", hash = "sha256:e3bdbb8c82c26297c9a153902d0fd1858a6c3774bf53ff4f134788c3f2035c38"},
+    {file = "simpleeval-1.0.3.tar.gz", hash = "sha256:67bbf246040ac3b57c29cf048657b9cf31d4e7b9d6659684daa08ca8f1e45829"},
 ]
 
-[package.dependencies]
-pip = ">=24.2"
-
 [[package]]
 name = "simplejson"
 version = "3.19.3"
@@ -1506,13 +1479,13 @@ files = [
 
 [[package]]
 name = "singer-sdk"
-version = "0.41.0"
+version = "0.42.0b1"
 description = "A framework for building Singer taps"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "singer_sdk-0.41.0-py3-none-any.whl", hash = "sha256:9570377d043239c04d38d4193e0c6e164949d07382234c5895e5ea1ba273e260"},
-    {file = "singer_sdk-0.41.0.tar.gz", hash = "sha256:be3a4b0ae034eda445e7dd9378999f9d19d8135fd14c9135e3bc5deaf5dbd3ad"},
+    {file = "singer_sdk-0.42.0b1-py3-none-any.whl", hash = "sha256:cb770514b10c146af1770f643beb6a6e1a577252a31b8c3f73bfb8a7481a988a"},
+    {file = "singer_sdk-0.42.0b1.tar.gz", hash = "sha256:cd35bde9aea7d684820fd50df9259a8b69ad78c8d1d586eef3234562de64e475"},
 ]
 
 [package.dependencies]
@@ -1533,17 +1506,16 @@ PyYAML = ">=6.0"
 referencing = ">=0.30.0"
 requests = ">=2.25.1"
 setuptools = "<=70.3.0"
-simpleeval = ">=0.9.13"
+simpleeval = {version = ">=0.9.13,<1.0.1 || >1.0.1", markers = "python_version >= \"3.9\""}
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
-urllib3 = ">=1.26,<2"
 
 [package.extras]
 docs = ["furo (>=2024.5.6)", "myst-parser (>=3)", "pytest (>=7.2.1)", "sphinx (>=7)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinx-notfound-page (>=1.0.0)", "sphinx-reredirects (>=0.1.5)"]
 faker = ["faker (>=22.5)"]
 jwt = ["PyJWT (>=2.4,<3.0)", "cryptography (>=3.4.6)"]
-parquet = ["numpy (>=1.22)", "numpy (>=1.22,<1.25)", "numpy (>=1.22,<2.1)", "pyarrow (>=13)"]
+parquet = ["numpy (>=1.22)", "numpy (>=1.22,<1.25)", "numpy (>=1.22,<2.1)", "pyarrow (>=13)", "pyarrow (>=13,<18)"]
 s3 = ["fs-s3fs (>=1.1.1)", "s3fs (>=2024.9.0)"]
 ssh = ["paramiko (>=3.3.0)"]
 testing = ["pytest (>=7.2.1)"]
@@ -1774,29 +1746,30 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.20"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+python-versions = ">=3.8"
 files = [
-    {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
-    {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
+    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
-brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.27.0"
+version = "20.27.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.27.0-py3-none-any.whl", hash = "sha256:44a72c29cceb0ee08f300b314848c86e57bf8d1f13107a5e671fb9274138d655"},
-    {file = "virtualenv-20.27.0.tar.gz", hash = "sha256:2ca56a68ed615b8fe4326d11a0dca5dfbe8fd68510fb6c6349163bed3c15f2b2"},
+    {file = "virtualenv-20.27.1-py3-none-any.whl", hash = "sha256:f11f1b8a29525562925f745563bfd48b189450f61fb34c4f9cc79dd5aa32a1f4"},
+    {file = "virtualenv-20.27.1.tar.gz", hash = "sha256:142c6be10212543b32c6c45d3d3893dff89112cc588b7d0879ae5a1ec03a47ba"},
 ]
 
 [package.dependencies]
@@ -1833,4 +1806,4 @@ faker = ["faker"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9"
-content-hash = "77bb7bd159ea661a4a77a7a049e643bfe6ec2a9e54505a04f711dba71e86aec0"
+content-hash = "6b9a685f44e1335417ba2101c6e5c7b4ba6caeb8c4d24e0fca257cce730e2842"
diff --git a/pyproject.toml b/pyproject.toml
index ef5813d1..3c0cd85a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,7 @@ sqlalchemy = "~=2.0"
 sshtunnel = "0.4.0"
 
 [tool.poetry.dependencies.singer-sdk]
-version = "~=0.41.0"
+version = "~=0.42.0b1"
 
 [tool.poetry.extras]
 faker = ["faker"]

From 6f2b1c8dea1b14cb75d0a657efb975f76fd36d92 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 6 Nov 2024 19:24:56 -0600
Subject: [PATCH 10/24] refactor: Use `SQLConnector.jsonschema_to_sql` to map
 JSON schema types to SQL data types (#469)

Related:

- https://github.com/meltano/sdk/pull/2732
---
 target_postgres/connector.py | 109 ++++++++++++++++++++---------------
 1 file changed, 64 insertions(+), 45 deletions(-)

diff --git a/target_postgres/connector.py b/target_postgres/connector.py
index 6ba09b9e..28713e8e 100644
--- a/target_postgres/connector.py
+++ b/target_postgres/connector.py
@@ -17,7 +17,7 @@
 import simplejson
 import sqlalchemy as sa
 from singer_sdk import SQLConnector
-from singer_sdk import typing as th
+from singer_sdk.connectors.sql import JSONSchemaToSQL
 from sqlalchemy.dialects.postgresql import ARRAY, BIGINT, BYTEA, JSONB, UUID
 from sqlalchemy.engine import URL
 from sqlalchemy.engine.url import make_url
@@ -30,7 +30,6 @@
     TEXT,
     TIME,
     TIMESTAMP,
-    VARCHAR,
     TypeDecorator,
 )
 from sshtunnel import SSHTunnelForwarder
@@ -39,6 +38,22 @@
     from singer_sdk.connectors.sql import FullyQualifiedName
 
 
+class JSONSchemaToPostgres(JSONSchemaToSQL):
+    """Convert JSON Schema types to Postgres types."""
+
+    def __init__(self, *, content_encoding: bool = True) -> None:
+        """Initialize the JSONSchemaToPostgres instance."""
+        super().__init__()
+        self.content_encoding = content_encoding
+
+    def handle_raw_string(self, schema):
+        """Handle a raw string type."""
+        if self.content_encoding and schema.get("contentEncoding") == "base16":
+            return HexByteString()
+
+        return TEXT()
+
+
 class PostgresConnector(SQLConnector):
     """Sets up SQL Alchemy, and other Postgres related stuff."""
 
@@ -214,7 +229,50 @@ def clone_table(
         new_table.create(bind=connection)
         return new_table
 
-    def to_sql_type(self, jsonschema_type: dict) -> sa.types.TypeEngine:  # type: ignore[override]
+    def _handle_array_type(self, jsonschema: dict) -> ARRAY | JSONB:
+        """Handle array type."""
+        items = jsonschema.get("items")
+        # Case 1: items is a string
+        if isinstance(items, str):
+            return ARRAY(self.to_sql_type({"type": items}))
+
+        # Case 2: items are more complex
+        if isinstance(items, dict):
+            # Case 2.1: items are variants
+            if "type" not in items:
+                return ARRAY(JSONB())
+
+            items_type = items["type"]
+
+            # Case 2.2: items are a single type
+            if isinstance(items_type, str):
+                return ARRAY(self.to_sql_type({"type": items_type}))
+
+            # Case 2.3: items are a list of types
+            if isinstance(items_type, list):
+                return ARRAY(self.to_sql_type({"type": items_type}))
+
+        # Case 3: tuples
+        return ARRAY(JSONB()) if isinstance(items, list) else JSONB()
+
+    @cached_property
+    def jsonschema_to_sql(self) -> JSONSchemaToSQL:
+        """Return a JSONSchemaToSQL instance with custom type handling."""
+        to_sql = JSONSchemaToPostgres(content_encoding=self.interpret_content_encoding)
+        to_sql.fallback_type = TEXT
+        to_sql.register_type_handler("integer", BIGINT)
+        to_sql.register_type_handler("object", JSONB)
+        to_sql.register_type_handler("array", self._handle_array_type)
+        to_sql.register_format_handler("date-time", TIMESTAMP)
+        to_sql.register_format_handler("uuid", UUID)
+        to_sql.register_format_handler("email", TEXT)
+        to_sql.register_format_handler("uri", TEXT)
+        to_sql.register_format_handler("hostname", TEXT)
+        to_sql.register_format_handler("ipv4", TEXT)
+        to_sql.register_format_handler("ipv6", TEXT)
+        return to_sql
+
+    def to_sql_type(self, jsonschema_type: dict) -> sa.types.TypeEngine:
         """Return a JSON Schema representation of the provided type.
 
         By default will call `typing.to_sql_type()`.
@@ -270,7 +328,7 @@ def to_sql_type(self, jsonschema_type: dict) -> sa.types.TypeEngine:  # type: ig
 
         return PostgresConnector.pick_best_sql_type(sql_type_array=sql_type_array)
 
-    def pick_individual_type(self, jsonschema_type: dict):  # noqa: PLR0911
+    def pick_individual_type(self, jsonschema_type: dict):
         """Select the correct sql type assuming jsonschema_type has only a single type.
 
         Args:
@@ -281,47 +339,8 @@ def pick_individual_type(self, jsonschema_type: dict):  # noqa: PLR0911
         """
         if "null" in jsonschema_type["type"]:
             return None
-        if "integer" in jsonschema_type["type"]:
-            return BIGINT()
-        if "object" in jsonschema_type["type"]:
-            return JSONB()
-        if "array" in jsonschema_type["type"]:
-            items = jsonschema_type.get("items")
-            # Case 1: items is a string
-            if isinstance(items, str):
-                return ARRAY(self.to_sql_type({"type": items}))
-
-            # Case 2: items are more complex
-            if isinstance(items, dict):
-                # Case 2.1: items are variants
-                if "type" not in items:
-                    return ARRAY(JSONB())
-
-                items_type = items["type"]
-
-                # Case 2.2: items are a single type
-                if isinstance(items_type, str):
-                    return ARRAY(self.to_sql_type({"type": items_type}))
-
-                # Case 2.3: items are a list of types
-                if isinstance(items_type, list):
-                    return ARRAY(self.to_sql_type({"type": items_type}))
-
-            # Case 3: tuples
-            return ARRAY(JSONB()) if isinstance(items, list) else JSONB()
-
-        # string formats
-        if jsonschema_type.get("format") == "date-time":
-            return TIMESTAMP()
-        if jsonschema_type.get("format") == "uuid":
-            return UUID()
-        if (
-            self.interpret_content_encoding
-            and jsonschema_type.get("contentEncoding") == "base16"
-        ):
-            return HexByteString()
-        individual_type = th.to_sql_type(jsonschema_type)
-        return TEXT() if isinstance(individual_type, VARCHAR) else individual_type
+
+        return self.jsonschema_to_sql.to_sql_type(jsonschema_type)
 
     @staticmethod
     def pick_best_sql_type(sql_type_array: list):

From 50561a2ba2cd8802ed90c553a7ebfb774f8b39b6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 22:34:14 +0000
Subject: [PATCH 11/24] chore: Bump ruff from 0.7.2 to 0.7.3 in the
 development-dependencies group (#479)

---
 poetry.lock | 40 ++++++++++++++++++++--------------------
 1 file changed, 20 insertions(+), 20 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 093a0740..7a4645dd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -1307,29 +1307,29 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.7.2"
+version = "0.7.3"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ruff-0.7.2-py3-none-linux_armv6l.whl", hash = "sha256:b73f873b5f52092e63ed540adefc3c36f1f803790ecf2590e1df8bf0a9f72cb8"},
-    {file = "ruff-0.7.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:5b813ef26db1015953daf476202585512afd6a6862a02cde63f3bafb53d0b2d4"},
-    {file = "ruff-0.7.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:853277dbd9675810c6826dad7a428d52a11760744508340e66bf46f8be9701d9"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:21aae53ab1490a52bf4e3bf520c10ce120987b047c494cacf4edad0ba0888da2"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ccc7e0fc6e0cb3168443eeadb6445285abaae75142ee22b2b72c27d790ab60ba"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fd77877a4e43b3a98e5ef4715ba3862105e299af0c48942cc6d51ba3d97dc859"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:e00163fb897d35523c70d71a46fbaa43bf7bf9af0f4534c53ea5b96b2e03397b"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f3c54b538633482dc342e9b634d91168fe8cc56b30a4b4f99287f4e339103e88"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7b792468e9804a204be221b14257566669d1db5c00d6bb335996e5cd7004ba80"},
-    {file = "ruff-0.7.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dba53ed84ac19ae4bfb4ea4bf0172550a2285fa27fbb13e3746f04c80f7fa088"},
-    {file = "ruff-0.7.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:b19fafe261bf741bca2764c14cbb4ee1819b67adb63ebc2db6401dcd652e3748"},
-    {file = "ruff-0.7.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:28bd8220f4d8f79d590db9e2f6a0674f75ddbc3847277dd44ac1f8d30684b828"},
-    {file = "ruff-0.7.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:9fd67094e77efbea932e62b5d2483006154794040abb3a5072e659096415ae1e"},
-    {file = "ruff-0.7.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:576305393998b7bd6c46018f8104ea3a9cb3fa7908c21d8580e3274a3b04b691"},
-    {file = "ruff-0.7.2-py3-none-win32.whl", hash = "sha256:fa993cfc9f0ff11187e82de874dfc3611df80852540331bc85c75809c93253a8"},
-    {file = "ruff-0.7.2-py3-none-win_amd64.whl", hash = "sha256:dd8800cbe0254e06b8fec585e97554047fb82c894973f7ff18558eee33d1cb88"},
-    {file = "ruff-0.7.2-py3-none-win_arm64.whl", hash = "sha256:bb8368cd45bba3f57bb29cbb8d64b4a33f8415d0149d2655c5c8539452ce7760"},
-    {file = "ruff-0.7.2.tar.gz", hash = "sha256:2b14e77293380e475b4e3a7a368e14549288ed2931fce259a6f99978669e844f"},
+    {file = "ruff-0.7.3-py3-none-linux_armv6l.whl", hash = "sha256:34f2339dc22687ec7e7002792d1f50712bf84a13d5152e75712ac08be565d344"},
+    {file = "ruff-0.7.3-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:fb397332a1879b9764a3455a0bb1087bda876c2db8aca3a3cbb67b3dbce8cda0"},
+    {file = "ruff-0.7.3-py3-none-macosx_11_0_arm64.whl", hash = "sha256:37d0b619546103274e7f62643d14e1adcbccb242efda4e4bdb9544d7764782e9"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5d59f0c3ee4d1a6787614e7135b72e21024875266101142a09a61439cb6e38a5"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:44eb93c2499a169d49fafd07bc62ac89b1bc800b197e50ff4633aed212569299"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6d0242ce53f3a576c35ee32d907475a8d569944c0407f91d207c8af5be5dae4e"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:6b6224af8b5e09772c2ecb8dc9f3f344c1aa48201c7f07e7315367f6dd90ac29"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c50f95a82b94421c964fae4c27c0242890a20fe67d203d127e84fbb8013855f5"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7f3eff9961b5d2644bcf1616c606e93baa2d6b349e8aa8b035f654df252c8c67"},
+    {file = "ruff-0.7.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b8963cab06d130c4df2fd52c84e9f10d297826d2e8169ae0c798b6221be1d1d2"},
+    {file = "ruff-0.7.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:61b46049d6edc0e4317fb14b33bd693245281a3007288b68a3f5b74a22a0746d"},
+    {file = "ruff-0.7.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:10ebce7696afe4644e8c1a23b3cf8c0f2193a310c18387c06e583ae9ef284de2"},
+    {file = "ruff-0.7.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:3f36d56326b3aef8eeee150b700e519880d1aab92f471eefdef656fd57492aa2"},
+    {file = "ruff-0.7.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5d024301109a0007b78d57ab0ba190087b43dce852e552734ebf0b0b85e4fb16"},
+    {file = "ruff-0.7.3-py3-none-win32.whl", hash = "sha256:4ba81a5f0c5478aa61674c5a2194de8b02652f17addf8dfc40c8937e6e7d79fc"},
+    {file = "ruff-0.7.3-py3-none-win_amd64.whl", hash = "sha256:588a9ff2fecf01025ed065fe28809cd5a53b43505f48b69a1ac7707b1b7e4088"},
+    {file = "ruff-0.7.3-py3-none-win_arm64.whl", hash = "sha256:1713e2c5545863cdbfe2cbce21f69ffaf37b813bfd1fb3b90dc9a6f1963f5a8c"},
+    {file = "ruff-0.7.3.tar.gz", hash = "sha256:e1d1ba2e40b6e71a61b063354d04be669ab0d39c352461f3d789cac68b54a313"},
 ]
 
 [[package]]

From b8b9bbe825505c367e22397a5db9afa0d64b3c00 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 22:35:11 +0000
Subject: [PATCH 12/24] chore: Bump singer-sdk from 0.42.0b1 to 0.42.1 in the
 runtime-dependencies group (#480)

---
 poetry.lock | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7a4645dd..64cdd3c7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1479,13 +1479,13 @@ files = [
 
 [[package]]
 name = "singer-sdk"
-version = "0.42.0b1"
+version = "0.42.1"
 description = "A framework for building Singer taps"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "singer_sdk-0.42.0b1-py3-none-any.whl", hash = "sha256:cb770514b10c146af1770f643beb6a6e1a577252a31b8c3f73bfb8a7481a988a"},
-    {file = "singer_sdk-0.42.0b1.tar.gz", hash = "sha256:cd35bde9aea7d684820fd50df9259a8b69ad78c8d1d586eef3234562de64e475"},
+    {file = "singer_sdk-0.42.1-py3-none-any.whl", hash = "sha256:cc588927ff87b7aea0087c57c37c85bbe95f9b7c52ebb265abb50a184cec6ad8"},
+    {file = "singer_sdk-0.42.1.tar.gz", hash = "sha256:92019c3f2e476f5c17eaa381e35d3c0ff428814587f8424149a4b28904f75ca0"},
 ]
 
 [package.dependencies]

From d96acf921ef5b21ad8ab964cff735c78c1d85c78 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 13 Nov 2024 18:59:30 -0600
Subject: [PATCH 13/24] ci: Stop testing with Postgres 12 (#481)

Closes https://github.com/MeltanoLabs/target-postgres/issues/475
---
 .github/workflows/ci_workflow.yml | 4 +---
 tox.ini                           | 9 ++++++---
 2 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index 28a823aa..1e8216b4 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -43,8 +43,6 @@ jobs:
         postgres-version:
         - "17"
         include:
-        - python-version: "3.13"
-          postgres-version: "12"
         - python-version: "3.13"
           postgres-version: "13"
         - python-version: "3.13"
@@ -81,7 +79,7 @@ jobs:
         pipx install tox
     - name: Run pytest
       run: |
-        tox -e $(echo py${{ matrix.python-version }} | tr -d .)
+        tox -e ${{ matrix.python-version }}
     - name: Run lint
       run: |
         tox -e lint
diff --git a/tox.ini b/tox.ini
index f984b775..fa97c209 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,14 +1,17 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py312
+envlist =
+    3.{9,10,11,12,13}
+    format
+    lint
 isolated_build = true
 min_version = 4
 
 [testenv]
 # Run the python tests.
-# To execute, run `tox -e py313`
-envlist = py3{9,10,11,12,13}
+# To execute, run `tox -e 3.13`
+envlist = 3.{9,10,11,12,13}
 deps =
     pytest
 commands =

From 41a9d992cf3500fc75a53baa585ef13a8c730de7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Tue, 19 Nov 2024 16:57:55 -0600
Subject: [PATCH 14/24] refactor: Switch default driver to psycopg3 (#471)

Related:

- https://github.com/MeltanoLabs/target-postgres/issues/433
---
 README.md                                     |   2 +-
 poetry.lock                                   | 230 +++++++++++++-----
 pyproject.toml                                |   1 +
 target_postgres/target.py                     |   2 +-
 target_postgres/tests/core.py                 |   4 +-
 target_postgres/tests/test_sdk.py             |   4 +-
 target_postgres/tests/test_target_postgres.py |  12 +-
 target_postgres/tests/test_types.py           |   2 +-
 8 files changed, 187 insertions(+), 70 deletions(-)

diff --git a/README.md b/README.md
index cd464795..b67331e0 100644
--- a/README.md
+++ b/README.md
@@ -32,7 +32,7 @@ This target is tested with all actively supported [Python](https://devguide.pyth
 | password                        | False    | None                          | Password used to authenticate. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                                       |
 | database                        | False    | None                          | Database name. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                                                       |
 | sqlalchemy_url                  | False    | None                          | SQLAlchemy connection string. This will override using host, user, password, port, dialect, and all ssl settings. Note that you must escape password special characters properly. See https://docs.sqlalchemy.org/en/20/core/engines.html#escaping-special-characters-such-as-signs-in-passwords         |
-| dialect+driver                  | False    | postgresql+psycopg2           | Dialect+driver see https://docs.sqlalchemy.org/en/20/core/engines.html. Generally just leave this alone. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                             |
+| dialect+driver                  | False    | postgresql+psycopg            | Dialect+driver see https://docs.sqlalchemy.org/en/20/core/engines.html. Generally just leave this alone. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                             |
 | default_target_schema           | False    | melty                         | Postgres schema to send data to, example: tap-clickup                                                                                                                                                                                                                                                    |
 | activate_version                | False    | 1                             | If set to false, the tap will ignore activate version messages. If set to true, add_record_metadata must be set to true as well.                                                                                                                                                                         |
 | hard_delete                     | False    | 0                             | When activate version is sent from a tap this specefies if we should delete the records that don't match, or mark them with a date in the `_sdc_deleted_at` column. This config option is ignored if `activate_version` is set to false.                                                                 |
diff --git a/poetry.lock b/poetry.lock
index 64cdd3c7..a616ff96 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -99,38 +99,36 @@ files = [
 
 [[package]]
 name = "bcrypt"
-version = "4.2.0"
+version = "4.2.1"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "bcrypt-4.2.0-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb"},
-    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00"},
-    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d"},
-    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291"},
-    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328"},
-    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7"},
-    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399"},
-    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060"},
-    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7"},
-    {file = "bcrypt-4.2.0-cp37-abi3-win32.whl", hash = "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458"},
-    {file = "bcrypt-4.2.0-cp37-abi3-win_amd64.whl", hash = "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5"},
-    {file = "bcrypt-4.2.0-cp39-abi3-macosx_10_12_universal2.whl", hash = "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841"},
-    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68"},
-    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe"},
-    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2"},
-    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c"},
-    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae"},
-    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d"},
-    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e"},
-    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8"},
-    {file = "bcrypt-4.2.0-cp39-abi3-win32.whl", hash = "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34"},
-    {file = "bcrypt-4.2.0-cp39-abi3-win_amd64.whl", hash = "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9"},
-    {file = "bcrypt-4.2.0-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a"},
-    {file = "bcrypt-4.2.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"},
-    {file = "bcrypt-4.2.0-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170"},
-    {file = "bcrypt-4.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184"},
-    {file = "bcrypt-4.2.0.tar.gz", hash = "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221"},
+    {file = "bcrypt-4.2.1-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:1340411a0894b7d3ef562fb233e4b6ed58add185228650942bdc885362f32c17"},
+    {file = "bcrypt-4.2.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1ee315739bc8387aa36ff127afc99120ee452924e0df517a8f3e4c0187a0f5f"},
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@@ -464,13 +462,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faker"
-version = "30.8.2"
+version = "30.10.0"
 description = "Faker is a Python package that generates fake data for you."
 optional = true
 python-versions = ">=3.8"
 files = [
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@@ -843,13 +841,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "24.1"
+version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
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+optional = false
+python-versions = ">=3.8"
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+typing-extensions = {version = ">=4.6", markers = "python_version < \"3.13\""}
+tzdata = {version = "*", markers = "sys_platform == \"win32\""}
+
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+c = ["psycopg-c (==3.2.3)"]
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+docs = ["Sphinx (>=5.0)", "furo (==2022.6.21)", "sphinx-autobuild (>=2021.3.14)", "sphinx-autodoc-typehints (>=1.12)"]
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+
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+    {file = "psycopg_binary-3.2.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:f0b018e37608c3bfc6039a1dc4eb461e89334465a19916be0153c757a78ea426"},
+    {file = "psycopg_binary-3.2.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2a29f5294b0b6360bfda69653697eff70aaf2908f58d1073b0acd6f6ab5b5a4f"},
+    {file = "psycopg_binary-3.2.3-cp39-cp39-win_amd64.whl", hash = "sha256:e56b1fd529e5dde2d1452a7d72907b37ed1b4f07fdced5d8fb1e963acfff6749"},
+]
+
 [[package]]
 name = "psycopg2-binary"
 version = "2.9.10"
@@ -1307,29 +1402,29 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.7.3"
+version = "0.7.4"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "ruff-0.7.3-py3-none-macosx_11_0_arm64.whl", hash = "sha256:37d0b619546103274e7f62643d14e1adcbccb242efda4e4bdb9544d7764782e9"},
-    {file = "ruff-0.7.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5d59f0c3ee4d1a6787614e7135b72e21024875266101142a09a61439cb6e38a5"},
-    {file = "ruff-0.7.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:44eb93c2499a169d49fafd07bc62ac89b1bc800b197e50ff4633aed212569299"},
-    {file = "ruff-0.7.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6d0242ce53f3a576c35ee32d907475a8d569944c0407f91d207c8af5be5dae4e"},
-    {file = "ruff-0.7.3-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:6b6224af8b5e09772c2ecb8dc9f3f344c1aa48201c7f07e7315367f6dd90ac29"},
-    {file = "ruff-0.7.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c50f95a82b94421c964fae4c27c0242890a20fe67d203d127e84fbb8013855f5"},
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-    {file = "ruff-0.7.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:61b46049d6edc0e4317fb14b33bd693245281a3007288b68a3f5b74a22a0746d"},
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-    {file = "ruff-0.7.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5d024301109a0007b78d57ab0ba190087b43dce852e552734ebf0b0b85e4fb16"},
-    {file = "ruff-0.7.3-py3-none-win32.whl", hash = "sha256:4ba81a5f0c5478aa61674c5a2194de8b02652f17addf8dfc40c8937e6e7d79fc"},
-    {file = "ruff-0.7.3-py3-none-win_amd64.whl", hash = "sha256:588a9ff2fecf01025ed065fe28809cd5a53b43505f48b69a1ac7707b1b7e4088"},
-    {file = "ruff-0.7.3-py3-none-win_arm64.whl", hash = "sha256:1713e2c5545863cdbfe2cbce21f69ffaf37b813bfd1fb3b90dc9a6f1963f5a8c"},
-    {file = "ruff-0.7.3.tar.gz", hash = "sha256:e1d1ba2e40b6e71a61b063354d04be669ab0d39c352461f3d789cac68b54a313"},
+    {file = "ruff-0.7.4-py3-none-linux_armv6l.whl", hash = "sha256:a4919925e7684a3f18e18243cd6bea7cfb8e968a6eaa8437971f681b7ec51478"},
+    {file = "ruff-0.7.4-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:cfb365c135b830778dda8c04fb7d4280ed0b984e1aec27f574445231e20d6c63"},
+    {file = "ruff-0.7.4-py3-none-macosx_11_0_arm64.whl", hash = "sha256:63a569b36bc66fbadec5beaa539dd81e0527cb258b94e29e0531ce41bacc1f20"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d06218747d361d06fd2fdac734e7fa92df36df93035db3dc2ad7aa9852cb109"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e0cea28d0944f74ebc33e9f934238f15c758841f9f5edd180b5315c203293452"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:80094ecd4793c68b2571b128f91754d60f692d64bc0d7272ec9197fdd09bf9ea"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:997512325c6620d1c4c2b15db49ef59543ef9cd0f4aa8065ec2ae5103cedc7e7"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:00b4cf3a6b5fad6d1a66e7574d78956bbd09abfd6c8a997798f01f5da3d46a05"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7dbdc7d8274e1422722933d1edddfdc65b4336abf0b16dfcb9dedd6e6a517d06"},
+    {file = "ruff-0.7.4-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0e92dfb5f00eaedb1501b2f906ccabfd67b2355bdf117fea9719fc99ac2145bc"},
+    {file = "ruff-0.7.4-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:3bd726099f277d735dc38900b6a8d6cf070f80828877941983a57bca1cd92172"},
+    {file = "ruff-0.7.4-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:2e32829c429dd081ee5ba39aef436603e5b22335c3d3fff013cd585806a6486a"},
+    {file = "ruff-0.7.4-py3-none-musllinux_1_2_i686.whl", hash = "sha256:662a63b4971807623f6f90c1fb664613f67cc182dc4d991471c23c541fee62dd"},
+    {file = "ruff-0.7.4-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:876f5e09eaae3eb76814c1d3b68879891d6fde4824c015d48e7a7da4cf066a3a"},
+    {file = "ruff-0.7.4-py3-none-win32.whl", hash = "sha256:75c53f54904be42dd52a548728a5b572344b50d9b2873d13a3f8c5e3b91f5cac"},
+    {file = "ruff-0.7.4-py3-none-win_amd64.whl", hash = "sha256:745775c7b39f914238ed1f1b0bebed0b9155a17cd8bc0b08d3c87e4703b990d6"},
+    {file = "ruff-0.7.4-py3-none-win_arm64.whl", hash = "sha256:11bff065102c3ae9d3ea4dc9ecdfe5a5171349cdd0787c1fc64761212fc9cf1f"},
+    {file = "ruff-0.7.4.tar.gz", hash = "sha256:cd12e35031f5af6b9b93715d8c4f40360070b2041f81273d0527683d5708fce2"},
 ]
 
 [[package]]
@@ -1647,13 +1742,13 @@ test = ["tox (>=1.8.1)"]
 
 [[package]]
 name = "tomli"
-version = "2.0.2"
+version = "2.1.0"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
-    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
+    {file = "tomli-2.1.0-py3-none-any.whl", hash = "sha256:a5c57c3d1c56f5ccdf89f6523458f60ef716e210fc47c4cfb188c5ba473e0391"},
+    {file = "tomli-2.1.0.tar.gz", hash = "sha256:3f646cae2aec94e17d04973e4249548320197cfabdf130015d023de4b74d8ab8"},
 ]
 
 [[package]]
@@ -1744,6 +1839,17 @@ files = [
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2024.2"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
+    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.2.3"
@@ -1783,13 +1889,13 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -1806,4 +1912,4 @@ faker = ["faker"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9"
-content-hash = "6b9a685f44e1335417ba2101c6e5c7b4ba6caeb8c4d24e0fca257cce730e2842"
+content-hash = "cada27dbb6bcee2496a4310cd954e33c1ee3de76f59009bff01e963b0b100ee5"
diff --git a/pyproject.toml b/pyproject.toml
index 3c0cd85a..fb439da3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,7 @@ packages = [
 [tool.poetry.dependencies]
 python = ">=3.9"
 faker = {version = "~=30.0", optional = true}
+psycopg = {extras = ["binary"], version = "3.2.3"}
 psycopg2-binary = "2.9.10"
 sqlalchemy = "~=2.0"
 sshtunnel = "0.4.0"
diff --git a/target_postgres/target.py b/target_postgres/target.py
index 2cc0b714..9fd08915 100644
--- a/target_postgres/target.py
+++ b/target_postgres/target.py
@@ -150,7 +150,7 @@ def __init__(
         th.Property(
             "dialect+driver",
             th.StringType,
-            default="postgresql+psycopg2",
+            default="postgresql+psycopg",
             description=(
                 "Dialect+driver see "
                 + "https://docs.sqlalchemy.org/en/20/core/engines.html. "
diff --git a/target_postgres/tests/core.py b/target_postgres/tests/core.py
index c7d79c7a..613625c7 100644
--- a/target_postgres/tests/core.py
+++ b/target_postgres/tests/core.py
@@ -8,7 +8,7 @@
 
 def postgres_config():
     return {
-        "dialect+driver": "postgresql+psycopg2",
+        "dialect+driver": "postgresql+psycopg",
         "host": "localhost",
         "user": "postgres",
         "password": "postgres",
@@ -29,7 +29,7 @@ def postgres_config():
 
 def postgres_config_no_ssl():
     return {
-        "dialect+driver": "postgresql+psycopg2",
+        "dialect+driver": "postgresql+psycopg",
         "host": "localhost",
         "user": "postgres",
         "password": "postgres",
diff --git a/target_postgres/tests/test_sdk.py b/target_postgres/tests/test_sdk.py
index 372cca09..34e17daa 100644
--- a/target_postgres/tests/test_sdk.py
+++ b/target_postgres/tests/test_sdk.py
@@ -62,7 +62,9 @@ class BasePostgresSDKTests:
     @pytest.fixture()
     def connection(self, runner):
         engine = create_engine(runner)
-        return engine.connect()
+        with engine.connect() as conn:
+            yield conn
+        engine.dispose()
 
 
 SDKTests = get_target_test_class(
diff --git a/target_postgres/tests/test_target_postgres.py b/target_postgres/tests/test_target_postgres.py
index 7f474005..8e4a79e4 100644
--- a/target_postgres/tests/test_target_postgres.py
+++ b/target_postgres/tests/test_target_postgres.py
@@ -142,6 +142,7 @@ def verify_data(
                 sqlalchemy.text(f"SELECT COUNT(*) FROM {full_table_name}")
             )
             assert result.first()[0] == number_of_rows
+    engine.dispose()
 
 
 def test_sqlalchemy_url_config(postgres_config_no_ssl):
@@ -167,7 +168,7 @@ def test_sqlalchemy_url_config(postgres_config_no_ssl):
 def test_port_default_config():
     """Test that the default config is passed into the engine when the config doesn't provide it"""
     config = {
-        "dialect+driver": "postgresql+psycopg2",
+        "dialect+driver": "postgresql+psycopg",
         "host": "localhost",
         "user": "postgres",
         "password": "postgres",
@@ -186,12 +187,13 @@ def test_port_default_config():
         engine.url.render_as_string(hide_password=False)
         == f"{dialect_driver}://{user}:{password}@{host}:5432/{database}"
     )
+    engine.dispose()
 
 
 def test_port_config():
     """Test that the port config works"""
     config = {
-        "dialect+driver": "postgresql+psycopg2",
+        "dialect+driver": "postgresql+psycopg",
         "host": "localhost",
         "user": "postgres",
         "password": "postgres",
@@ -211,6 +213,7 @@ def test_port_config():
         engine.url.render_as_string(hide_password=False)
         == f"{dialect_driver}://{user}:{password}@{host}:5433/{database}"
     )
+    engine.dispose()
 
 
 # Test name would work well
@@ -402,6 +405,7 @@ def test_no_primary_keys(postgres_target):
     singer_file_to_target(file_name, postgres_target)
 
     verify_data(postgres_target, table_name, 16)
+    engine.dispose()
 
 
 def test_no_type(postgres_target):
@@ -511,6 +515,7 @@ def test_anyof(postgres_target):
             # {"anyOf":[{"type":"string"},{"type":"integer"},{"type":"null"}]}
             if column.name == "legacy_id":
                 assert isinstance(column.type, TEXT)
+    engine.dispose()
 
 
 def test_new_array_column(postgres_target):
@@ -621,6 +626,7 @@ def test_activate_version_hard_delete(postgres_config_no_ssl):
         assert result.rowcount == 9
 
     singer_file_to_target(file_name, pg_hard_delete_true)
+    engine.dispose()
 
     # Should remove the 2 records we added manually
     with engine.connect() as connection:
@@ -692,6 +698,7 @@ def test_activate_version_soft_delete(postgres_config_no_ssl):
         # South America row should not have been modified, but it would have been prior
         # to the fix mentioned in #204 and implemented in #240.
         assert south_america == result.first()._asdict()
+    engine.dispose()
 
 
 def test_activate_version_no_metadata(postgres_config_no_ssl):
@@ -742,6 +749,7 @@ def test_activate_version_deletes_data_properly(postgres_target):
     with engine.connect() as connection:
         result = connection.execute(sqlalchemy.text(f"SELECT * FROM {full_table_name}"))
         assert result.rowcount == 0
+    engine.dispose()
 
 
 def test_reserved_keywords(postgres_target):
diff --git a/target_postgres/tests/test_types.py b/target_postgres/tests/test_types.py
index 7e58741b..8741d5ff 100644
--- a/target_postgres/tests/test_types.py
+++ b/target_postgres/tests/test_types.py
@@ -11,7 +11,7 @@ def connector():
     """Create a PostgresConnector instance."""
     return PostgresConnector(
         config={
-            "dialect+driver": "postgresql+psycopg2",
+            "dialect+driver": "postgresql+psycopg",
             "host": "localhost",
             "port": "5432",
             "user": "postgres",

From e44d7e7a8ed10d13d3e72ba99f24368f90a81af0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Tue, 19 Nov 2024 18:05:53 -0600
Subject: [PATCH 15/24] refactor: Deprecate `sqlalchemy_url` and
 `dialect+driver` settings (#482)

---
 README.md                     | 54 ++++++++++++++++-----------------
 meltano.yml                   |  3 --
 target_postgres/driver.py     |  3 ++
 target_postgres/target.py     | 57 ++++++++++++++++-------------------
 target_postgres/tests/core.py |  8 +++--
 5 files changed, 60 insertions(+), 65 deletions(-)
 create mode 100644 target_postgres/driver.py

diff --git a/README.md b/README.md
index b67331e0..48809002 100644
--- a/README.md
+++ b/README.md
@@ -24,34 +24,32 @@ This target is tested with all actively supported [Python](https://devguide.pyth
 
 ## Settings
 
-| Setting                         | Required | Default                       | Description                                                                                                                                                                                                                                                                                              |
-| :------------------------------ | :------- | :---------------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| host                            | False    | None                          | Hostname for postgres instance. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                                      |
-| port                            | False    | 5432                          | The port on which postgres is awaiting connection. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                   |
-| user                            | False    | None                          | User name used to authenticate. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                                      |
-| password                        | False    | None                          | Password used to authenticate. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                                       |
-| database                        | False    | None                          | Database name. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                                                                                                                       |
-| sqlalchemy_url                  | False    | None                          | SQLAlchemy connection string. This will override using host, user, password, port, dialect, and all ssl settings. Note that you must escape password special characters properly. See https://docs.sqlalchemy.org/en/20/core/engines.html#escaping-special-characters-such-as-signs-in-passwords         |
-| dialect+driver                  | False    | postgresql+psycopg            | Dialect+driver see https://docs.sqlalchemy.org/en/20/core/engines.html. Generally just leave this alone. Note if sqlalchemy_url is set this will be ignored.                                                                                                                                             |
-| default_target_schema           | False    | melty                         | Postgres schema to send data to, example: tap-clickup                                                                                                                                                                                                                                                    |
-| activate_version                | False    | 1                             | If set to false, the tap will ignore activate version messages. If set to true, add_record_metadata must be set to true as well.                                                                                                                                                                         |
-| hard_delete                     | False    | 0                             | When activate version is sent from a tap this specefies if we should delete the records that don't match, or mark them with a date in the `_sdc_deleted_at` column. This config option is ignored if `activate_version` is set to false.                                                                 |
-| add_record_metadata             | False    | 1                             | Note that this must be enabled for activate_version to work!This adds _sdc_extracted_at, _sdc_batched_at, and more to every table. See https://sdk.meltano.com/en/latest/implementation/record_metadata.html for more information.                                                                       |
-| interpret_content_encoding      | False    | 0                             | If set to true, the target will interpret the content encoding of the schema to determine how to store the data. Using this option may result in a more efficient storage of the data but may also result in an error if the data is not encoded as expected.                                            |
-| ssl_enable                      | False    | 0                             | Whether or not to use ssl to verify the server's identity. Use ssl_certificate_authority and ssl_mode for further customization. To use a client certificate to authenticate yourself to the server, use ssl_client_certificate_enable instead. Note if sqlalchemy_url is set this will be ignored.      |
-| ssl_client_certificate_enable   | False    | 0                             | Whether or not to provide client-side certificates as a method of authentication to the server. Use ssl_client_certificate and ssl_client_private_key for further customization. To use SSL to verify the server's identity, use ssl_enable instead. Note if sqlalchemy_url is set this will be ignored. |
-| ssl_mode                        | False    | verify-full                   | SSL Protection method, see [postgres documentation](https://www.postgresql.org/docs/current/libpq-ssl.html#LIBPQ-SSL-PROTECTION) for more information. Must be one of disable, allow, prefer, require, verify-ca, or verify-full. Note if sqlalchemy_url is set this will be ignored.                    |
-| ssl_certificate_authority       | False    | ~/.postgresql/root.crl        | The certificate authority that should be used to verify the server's identity. Can be provided either as the certificate itself (in .env) or as a filepath to the certificate. Note if sqlalchemy_url is set this will be ignored.                                                                       |
-| ssl_client_certificate          | False    | ~/.postgresql/postgresql.crt  | The certificate that should be used to verify your identity to the server. Can be provided either as the certificate itself (in .env) or as a filepath to the certificate. Note if sqlalchemy_url is set this will be ignored.                                                                           |
-| ssl_client_private_key          | False    | ~/.postgresql/postgresql.key  | The private key for the certificate you provided. Can be provided either as the certificate itself (in .env) or as a filepath to the certificate. Note if sqlalchemy_url is set this will be ignored.                                                                                                    |
-| ssl_storage_directory           | False    | .secrets                      | The folder in which to store SSL certificates provided as raw values. When a certificate/key is provided as a raw value instead of as a filepath, it must be written to a file before it can be used. This configuration option determines where that file is created.                                   |
-| ssh_tunnel                      | False    | None                          | SSH Tunnel Configuration, this is a json object                                                                                                                                                                                                                                                          |
-| ssh_tunnel.enable               | False    | 0                             | Enable an ssh tunnel (also known as bastion host), see the other ssh_tunnel.* properties for more details                                                                                                                                                                                                |
-| ssh_tunnel.host                 | False    | None                          | Host of the bastion host, this is the host we'll connect to via ssh                                                                                                                                                                                                                                      |
-| ssh_tunnel.username             | False    | None                          | Username to connect to bastion host                                                                                                                                                                                                                                                                      |
-| ssh_tunnel.port                 | False    | 22                            | Port to connect to bastion host                                                                                                                                                                                                                                                                          |
-| ssh_tunnel.private_key          | False    | None                          | Private Key for authentication to the bastion host                                                                                                                                                                                                                                                       |
-| ssh_tunnel.private_key_password | False    | None                          | Private Key Password, leave None if no password is set                                                                                                                                                                                                                                                   |
+| Setting                         | Required | Default                      | Description                                                                                                                                                                                                                                                            |
+| :------------------------------ | :------- | :--------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| host                            | False    | None                         | Hostname for postgres instance.                                                                                                                                                                                                                                        |
+| port                            | False    | 5432                         | The port on which postgres is awaiting connections.                                                                                                                                                                                                                    |
+| user                            | False    | None                         | User name used to authenticate.                                                                                                                                                                                                                                        |
+| password                        | False    | None                         | Password used to authenticate.                                                                                                                                                                                                                                         |
+| database                        | False    | None                         | Database name.                                                                                                                                                                                                                                                         |
+| default_target_schema           | False    | melty                        | Postgres schema to send data to, example: tap-clickup                                                                                                                                                                                                                  |
+| activate_version                | False    | 1                            | If set to false, the tap will ignore activate version messages. If set to true, add_record_metadata must be set to true as well.                                                                                                                                       |
+| hard_delete                     | False    | 0                            | When activate version is sent from a tap this specefies if we should delete the records that don't match, or mark them with a date in the `_sdc_deleted_at` column. This config option is ignored if `activate_version` is set to false.                               |
+| add_record_metadata             | False    | 1                            | Note that this must be enabled for activate_version to work!This adds _sdc_extracted_at, _sdc_batched_at, and more to every table. See https://sdk.meltano.com/en/latest/implementation/record_metadata.html for more information.                                     |
+| interpret_content_encoding      | False    | 0                            | If set to true, the target will interpret the content encoding of the schema to determine how to store the data. Using this option may result in a more efficient storage of the data but may also result in an error if the data is not encoded as expected.          |
+| ssl_enable                      | False    | 0                            | Whether or not to use ssl to verify the server's identity. Use ssl_certificate_authority and ssl_mode for further customization. To use a client certificate to authenticate yourself to the server, use ssl_client_certificate_enable instead.                        |
+| ssl_client_certificate_enable   | False    | 0                            | Whether or not to provide client-side certificates as a method of authentication to the server. Use ssl_client_certificate and ssl_client_private_key for further customization. To use SSL to verify the server's identity, use ssl_enable instead.                   |
+| ssl_mode                        | False    | verify-full                  | SSL Protection method, see [postgres documentation](https://www.postgresql.org/docs/current/libpq-ssl.html#LIBPQ-SSL-PROTECTION) for more information. Must be one of disable, allow, prefer, require, verify-ca, or verify-full.                                      |
+| ssl_certificate_authority       | False    | ~/.postgresql/root.crl       | The certificate authority that should be used to verify the server's identity. Can be provided either as the certificate itself (in .env) or as a filepath to the certificate.                                                                                         |
+| ssl_client_certificate          | False    | ~/.postgresql/postgresql.crt | The certificate that should be used to verify your identity to the server. Can be provided either as the certificate itself (in .env) or as a filepath to the certificate.                                                                                             |
+| ssl_client_private_key          | False    | ~/.postgresql/postgresql.key | The private key for the certificate you provided. Can be provided either as the certificate itself (in .env) or as a filepath to the certificate.                                                                                                                      |
+| ssl_storage_directory           | False    | .secrets                     | The folder in which to store SSL certificates provided as raw values. When a certificate/key is provided as a raw value instead of as a filepath, it must be written to a file before it can be used. This configuration option determines where that file is created. |
+| ssh_tunnel                      | False    | None                         | SSH Tunnel Configuration, this is a json object                                                                                                                                                                                                                        |
+| ssh_tunnel.enable               | False    | 0                            | Enable an ssh tunnel (also known as bastion host), see the other ssh_tunnel.* properties for more details                                                                                                                                                              |
+| ssh_tunnel.host                 | False    | None                         | Host of the bastion host, this is the host we'll connect to via ssh                                                                                                                                                                                                    |
+| ssh_tunnel.username             | False    | None                         | Username to connect to bastion host                                                                                                                                                                                                                                    |
+| ssh_tunnel.port                 | False    | 22                           | Port to connect to bastion host                                                                                                                                                                                                                                        |
+| ssh_tunnel.private_key          | False    | None                         | Private Key for authentication to the bastion host                                                                                                                                                                                                                     |
+| ssh_tunnel.private_key_password | False    | None                         | Private Key Password, leave None if no password is set                                                                                                                                                                                                                 |
 
 A full list of supported settings and capabilities is available by running: `target-postgres --about`
 
diff --git a/meltano.yml b/meltano.yml
index 64fa82a0..2c31ed81 100644
--- a/meltano.yml
+++ b/meltano.yml
@@ -35,9 +35,6 @@ plugins:
     namespace: target_postgres
     pip_url: -e .
     settings:
-    - name: sqlalchemy_url
-      kind: password
-      sensitive: true
     - name: ssl_enable
       kind: boolean
       sensitive: true
diff --git a/target_postgres/driver.py b/target_postgres/driver.py
new file mode 100644
index 00000000..b8df29b7
--- /dev/null
+++ b/target_postgres/driver.py
@@ -0,0 +1,3 @@
+"""This module contains the Postgres driver name for SQLAlchemy."""
+
+PSYCOPG3 = "postgresql+psycopg"
diff --git a/target_postgres/target.py b/target_postgres/target.py
index 9fd08915..d2830da5 100644
--- a/target_postgres/target.py
+++ b/target_postgres/target.py
@@ -7,6 +7,7 @@
 from singer_sdk import typing as th
 from singer_sdk.target_base import SQLTarget
 
+from target_postgres.driver import PSYCOPG3
 from target_postgres.sinks import PostgresSink
 
 if t.TYPE_CHECKING:
@@ -40,6 +41,22 @@ def __init__(
             parse_env_config=parse_env_config,
             validate_config=validate_config,
         )
+        # sqlalchemy_url and dialect+driver are now deprecated in favor of the
+        # individual host, port, user, password, and dialect+driver fields.
+        if self.config.get("sqlalchemy_url"):
+            self.logger.warning(
+                "The `sqlalchemy_url` configuration option is deprecated. "
+                "Please use the `host`, `port`, `user`, `password` "
+                "configuration options instead."
+            )
+
+        if (driver := self.config.get("dialect+driver")) and driver != PSYCOPG3:
+            self.logger.warning(
+                "The `dialect+driver` configuration option is deprecated. "
+                f"Please set it to `{PSYCOPG3}`, as this will be the hard-coded "
+                "value in the future."
+            )
+
         # There's a few ways to do this in JSON Schema but it is schema draft dependent.
         # https://stackoverflow.com/questions/38717933/jsonschema-attribute-conditionally-required # noqa: E501
         assert (self.config.get("sqlalchemy_url") is not None) or (
@@ -98,49 +115,34 @@ def __init__(
         th.Property(
             "host",
             th.StringType,
-            description=(
-                "Hostname for postgres instance. "
-                + "Note if sqlalchemy_url is set this will be ignored."
-            ),
+            description="Hostname for postgres instance.",
         ),
         th.Property(
             "port",
             th.IntegerType,
             default=5432,
-            description=(
-                "The port on which postgres is awaiting connection. "
-                + "Note if sqlalchemy_url is set this will be ignored."
-            ),
+            description="The port on which postgres is awaiting connections.",
         ),
         th.Property(
             "user",
             th.StringType,
-            description=(
-                "User name used to authenticate. "
-                + "Note if sqlalchemy_url is set this will be ignored."
-            ),
+            description="User name used to authenticate.",
         ),
         th.Property(
             "password",
             th.StringType,
-            description=(
-                "Password used to authenticate. "
-                "Note if sqlalchemy_url is set this will be ignored."
-            ),
+            description="Password used to authenticate.",
         ),
         th.Property(
             "database",
             th.StringType,
-            description=(
-                "Database name. "
-                + "Note if sqlalchemy_url is set this will be ignored."
-            ),
+            description="Database name.",
         ),
         th.Property(
             "sqlalchemy_url",
             th.StringType,
             description=(
-                "SQLAlchemy connection string. "
+                "DEPRECATED. SQLAlchemy connection string. "
                 + "This will override using host, user, password, port, "
                 + "dialect, and all ssl settings. Note that you must escape password "
                 + "special characters properly. See "
@@ -150,12 +152,11 @@ def __init__(
         th.Property(
             "dialect+driver",
             th.StringType,
-            default="postgresql+psycopg",
+            default=PSYCOPG3,
             description=(
-                "Dialect+driver see "
+                "DEPRECATED. Dialect+driver see "
                 + "https://docs.sqlalchemy.org/en/20/core/engines.html. "
-                + "Generally just leave this alone. "
-                + "Note if sqlalchemy_url is set this will be ignored."
+                + "Generally just leave this alone."
             ),
         ),
         th.Property(
@@ -215,7 +216,6 @@ def __init__(
                 + " ssl_certificate_authority and ssl_mode for further customization."
                 + " To use a client certificate to authenticate yourself to the server,"
                 + " use ssl_client_certificate_enable instead."
-                + " Note if sqlalchemy_url is set this will be ignored."
             ),
         ),
         th.Property(
@@ -227,7 +227,6 @@ def __init__(
                 + " authentication to the server. Use ssl_client_certificate and"
                 + " ssl_client_private_key for further customization. To use SSL to"
                 + " verify the server's identity, use ssl_enable instead."
-                + " Note if sqlalchemy_url is set this will be ignored."
             ),
         ),
         th.Property(
@@ -238,7 +237,6 @@ def __init__(
                 "SSL Protection method, see [postgres documentation](https://www.postgresql.org/docs/current/libpq-ssl.html#LIBPQ-SSL-PROTECTION)"
                 + " for more information. Must be one of disable, allow, prefer,"
                 + " require, verify-ca, or verify-full."
-                + " Note if sqlalchemy_url is set this will be ignored."
             ),
         ),
         th.Property(
@@ -249,7 +247,6 @@ def __init__(
                 "The certificate authority that should be used to verify the server's"
                 + " identity. Can be provided either as the certificate itself (in"
                 + " .env) or as a filepath to the certificate."
-                + " Note if sqlalchemy_url is set this will be ignored."
             ),
         ),
         th.Property(
@@ -260,7 +257,6 @@ def __init__(
                 "The certificate that should be used to verify your identity to the"
                 + " server. Can be provided either as the certificate itself (in .env)"
                 + " or as a filepath to the certificate."
-                + " Note if sqlalchemy_url is set this will be ignored."
             ),
         ),
         th.Property(
@@ -271,7 +267,6 @@ def __init__(
                 "The private key for the certificate you provided. Can be provided"
                 + " either as the certificate itself (in .env) or as a filepath to the"
                 + " certificate."
-                + " Note if sqlalchemy_url is set this will be ignored."
             ),
         ),
         th.Property(
diff --git a/target_postgres/tests/core.py b/target_postgres/tests/core.py
index 613625c7..f426b55c 100644
--- a/target_postgres/tests/core.py
+++ b/target_postgres/tests/core.py
@@ -8,7 +8,6 @@
 
 def postgres_config():
     return {
-        "dialect+driver": "postgresql+psycopg",
         "host": "localhost",
         "user": "postgres",
         "password": "postgres",
@@ -29,7 +28,6 @@ def postgres_config():
 
 def postgres_config_no_ssl():
     return {
-        "dialect+driver": "postgresql+psycopg",
         "host": "localhost",
         "user": "postgres",
         "password": "postgres",
@@ -43,7 +41,11 @@ def postgres_config_no_ssl():
 
 def postgres_config_ssh_tunnel():
     return {
-        "sqlalchemy_url": "postgresql://postgres:postgres@10.5.0.5:5432/main",
+        "host": "10.5.0.5",
+        "user": "postgres",
+        "password": "postgres",
+        "database": "main",
+        "port": 5432,
         "ssh_tunnel": {
             "enable": True,
             "host": "127.0.0.1",

From 2e73a0921f632b5a25c7029e1e346b9bc111ca91 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Fri, 22 Nov 2024 12:15:30 -0600
Subject: [PATCH 16/24] chore: Fix step name

---
 .github/workflows/ci_workflow.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index 1e8216b4..90b09751 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -71,7 +71,7 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: '${{ matrix.python-version }}'
-    - name: Install Poetry
+    - name: Install Tox
       env:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |

From edbfad723b6f67d3da0ef2849760304e4876c41e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Fri, 22 Nov 2024 13:36:33 -0600
Subject: [PATCH 17/24] feat: Users can now opt-in into using `COPY` to load
 data (#483)

- **Use Psycopg3 COPY**
- **Update pyproject.toml**
- **Refactor COPY into a method**

---------

Co-authored-by: SpaceCondor <conner267@live.com>
Co-authored-by: Conner Panarella <connerp32@gmail.com>
---
 .github/workflows/ci_workflow.yml             | 21 ++++-
 .pre-commit-config.yaml                       | 11 ---
 README.md                                     |  1 +
 meltano.yml                                   |  2 +
 pyproject.toml                                |  3 +
 target_postgres/connector.py                  |  2 +-
 target_postgres/sinks.py                      | 89 +++++++++++++++----
 target_postgres/target.py                     | 11 +++
 target_postgres/tests/conftest.py             |  8 ++
 target_postgres/tests/test_sdk.py             |  4 -
 target_postgres/tests/test_target_postgres.py |  2 +-
 tox.ini                                       |  2 +
 12 files changed, 122 insertions(+), 34 deletions(-)
 create mode 100644 target_postgres/tests/conftest.py

diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index 90b09751..8a9f2eea 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -29,7 +29,7 @@ env:
 
 jobs:
   tests:
-    name: Python ${{ matrix.python-version }} / Postgres ${{ matrix.postgres-version }}
+    name: Python ${{ matrix.python-version }} / Postgres ${{ matrix.postgres-version }} / ${{ matrix.use-copy == 'true' && 'COPY' || 'INSERT' }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -42,15 +42,24 @@ jobs:
         - "3.9"
         postgres-version:
         - "17"
+        use-copy:
+        - "true"
         include:
         - python-version: "3.13"
           postgres-version: "13"
+          use-copy: "true"
         - python-version: "3.13"
           postgres-version: "14"
+          use-copy: "true"
         - python-version: "3.13"
           postgres-version: "15"
+          use-copy: "true"
         - python-version: "3.13"
           postgres-version: "16"
+          use-copy: "true"
+        - python-version: "3.13"
+          postgres-version: "17"
+          use-copy: "false"
     steps:
     - uses: actions/checkout@v4
       with:
@@ -78,6 +87,8 @@ jobs:
         python -m pip install --upgrade pip
         pipx install tox
     - name: Run pytest
+      env:
+        TARGET_POSTGRES_USE_COPY: ${{ matrix.use-copy }}
       run: |
         tox -e ${{ matrix.python-version }}
     - name: Run lint
@@ -85,7 +96,7 @@ jobs:
         tox -e lint
 
   integration:
-    name: Meltano integration test
+    name: Meltano integration test / ${{ matrix.use-copy == 'true' && 'COPY' || 'INSERT' }}
     runs-on: ubuntu-latest
     services:
       postgres:
@@ -99,6 +110,10 @@ jobs:
           --health-retries 5
         ports:
           - 5432:5432
+    strategy:
+      fail-fast: false
+      matrix:
+        use-copy: ["true", "false"]
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python
@@ -113,4 +128,6 @@ jobs:
         pipx install meltano
         meltano --version
     - name: smoke-test-tap
+      env:
+        TARGET_POSTGRES_USE_COPY: ${{ matrix.use-copy }}
       run: meltano run tap-smoke-test target-postgres
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5d0da2f4..17ee9f31 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -23,14 +23,3 @@ repos:
   - id: ruff
     args: [--fix]
   - id: ruff-format
-
-- repo: https://github.com/pre-commit/mirrors-mypy
-  rev: 'v1.13.0'
-  hooks:
-  - id: mypy
-    exclude: tests
-    additional_dependencies:
-    - types-paramiko
-    - types-simplejson
-    - types-sqlalchemy
-    - types-jsonschema
diff --git a/README.md b/README.md
index 48809002..9e6ab68a 100644
--- a/README.md
+++ b/README.md
@@ -31,6 +31,7 @@ This target is tested with all actively supported [Python](https://devguide.pyth
 | user                            | False    | None                         | User name used to authenticate.                                                                                                                                                                                                                                        |
 | password                        | False    | None                         | Password used to authenticate.                                                                                                                                                                                                                                         |
 | database                        | False    | None                         | Database name.                                                                                                                                                                                                                                                         |
+| use_copy                        | False    | None                         | Use the COPY command to insert data. This is usually faster than INSERT statements. This option is only available for the postgres+psycopg dialect+driver combination.                                                                                                 |
 | default_target_schema           | False    | melty                        | Postgres schema to send data to, example: tap-clickup                                                                                                                                                                                                                  |
 | activate_version                | False    | 1                            | If set to false, the tap will ignore activate version messages. If set to true, add_record_metadata must be set to true as well.                                                                                                                                       |
 | hard_delete                     | False    | 0                            | When activate version is sent from a tap this specefies if we should delete the records that don't match, or mark them with a date in the `_sdc_deleted_at` column. This config option is ignored if `activate_version` is set to false.                               |
diff --git a/meltano.yml b/meltano.yml
index 2c31ed81..4d77006b 100644
--- a/meltano.yml
+++ b/meltano.yml
@@ -59,6 +59,8 @@ plugins:
       kind: integer
     - name: user
     - name: database
+    - name: use_copy
+      kind: boolean
     - name: target_schema
     - name: add_record_metadata
       kind: boolean
diff --git a/pyproject.toml b/pyproject.toml
index fb439da3..d2144ade 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -58,6 +58,9 @@ types-jsonschema = ">=4.19.0.3"
 
 [tool.mypy]
 exclude = "tests"
+warn_redundant_casts = true
+warn_unused_configs = true
+warn_unused_ignores = true
 
 [[tool.mypy.overrides]]
 module = ["sshtunnel"]
diff --git a/target_postgres/connector.py b/target_postgres/connector.py
index 28713e8e..f6278765 100644
--- a/target_postgres/connector.py
+++ b/target_postgres/connector.py
@@ -756,7 +756,7 @@ def guess_key_type(self, key_data: str) -> paramiko.PKey:
             paramiko.Ed25519Key,
         ):
             try:
-                key = key_class.from_private_key(io.StringIO(key_data))  # type: ignore[attr-defined]
+                key = key_class.from_private_key(io.StringIO(key_data))
             except paramiko.SSHException:  # noqa: PERF203
                 continue
             else:
diff --git a/target_postgres/sinks.py b/target_postgres/sinks.py
index f2f9e420..d6959cd4 100644
--- a/target_postgres/sinks.py
+++ b/target_postgres/sinks.py
@@ -119,6 +119,57 @@ def generate_temp_table_name(self):
         # in postgres, used a guid just in case we are using the same session
         return f"{str(uuid.uuid4()).replace('-', '_')}"
 
+    def generate_copy_statement(
+        self,
+        full_table_name: str | FullyQualifiedName,
+        columns: list[sa.Column],
+    ) -> str:
+        """Generate a copy statement for bulk copy.
+
+        Args:
+            full_table_name: the target table name.
+            columns: the target table columns.
+
+        Returns:
+            A copy statement.
+        """
+        columns_list = ", ".join(f'"{column.name}"' for column in columns)
+        sql: str = f'COPY "{full_table_name}" ({columns_list}) FROM STDIN'
+
+        return sql
+
+    def _do_copy(
+        self,
+        connection: sa.engine.Connection,
+        copy_statement: str,
+        columns: list[sa.Column],
+        data_to_copy: list[dict[str, t.Any]],
+    ) -> None:
+        # Prepare to process the rows into csv. Use each column's bind_processor to do
+        # most of the work, then do the final construction of the csv rows ourselves
+        # to control exactly how values are converted and which ones are quoted.
+        column_bind_processors = {
+            column.name: column.type.bind_processor(connection.dialect)
+            for column in columns
+        }
+
+        # Use copy to run the copy statement.
+        # https://www.psycopg.org/psycopg3/docs/basic/copy.html
+        with connection.connection.cursor().copy(copy_statement) as copy:  # type: ignore[attr-defined]
+            for row in data_to_copy:
+                processed_row = []
+                for row_column_name in row:
+                    if column_bind_processors[row_column_name] is not None:
+                        processed_row.append(
+                            column_bind_processors[row_column_name](
+                                row[row_column_name]
+                            )
+                        )
+                    else:
+                        processed_row.append(row[row_column_name])
+
+                copy.write_row(processed_row)
+
     def bulk_insert_records(  # type: ignore[override]
         self,
         table: sa.Table,
@@ -145,19 +196,12 @@ def bulk_insert_records(  # type: ignore[override]
             True if table exists, False if not, None if unsure or undetectable.
         """
         columns = self.column_representation(schema)
-        insert: str = t.cast(
-            str,
-            self.generate_insert_statement(
-                table.name,
-                columns,
-            ),
-        )
-        self.logger.info("Inserting with SQL: %s", insert)
-        # Only one record per PK, we want to take the last one
-        data_to_insert: list[dict[str, t.Any]] = []
 
+        data: list[dict[str, t.Any]] = []
+
+        # If append only is False, we only take the latest record one per primary key
         if self.append_only is False:
-            insert_records: dict[tuple, dict] = {}  # pk tuple: record
+            unique_records: dict[tuple, dict] = {}  # pk tuple: values
             for record in records:
                 insert_record = {
                     column.name: record.get(column.name) for column in columns
@@ -165,15 +209,30 @@ def bulk_insert_records(  # type: ignore[override]
                 # No need to check for a KeyError here because the SDK already
                 # guarantees that all key properties exist in the record.
                 primary_key_tuple = tuple(record[key] for key in primary_keys)
-                insert_records[primary_key_tuple] = insert_record
-            data_to_insert = list(insert_records.values())
+                unique_records[primary_key_tuple] = insert_record
+            data = list(unique_records.values())
         else:
             for record in records:
                 insert_record = {
                     column.name: record.get(column.name) for column in columns
                 }
-                data_to_insert.append(insert_record)
-        connection.execute(insert, data_to_insert)
+                data.append(insert_record)
+
+        if self.config["use_copy"]:
+            copy_statement: str = self.generate_copy_statement(table.name, columns)
+            self.logger.info("Inserting with SQL: %s", copy_statement)
+            self._do_copy(connection, copy_statement, columns, data)
+        else:
+            insert: str = t.cast(
+                str,
+                self.generate_insert_statement(
+                    table.name,
+                    columns,
+                ),
+            )
+            self.logger.info("Inserting with SQL: %s", insert)
+            connection.execute(insert, data)
+
         return True
 
     def upsert(
diff --git a/target_postgres/target.py b/target_postgres/target.py
index d2830da5..1d4bf5ab 100644
--- a/target_postgres/target.py
+++ b/target_postgres/target.py
@@ -138,6 +138,17 @@ def __init__(
             th.StringType,
             description="Database name.",
         ),
+        th.Property(
+            "use_copy",
+            th.BooleanType,
+            default=False,
+            description=(
+                "Use the COPY command to insert data. This is usually faster than "
+                f"INSERT statements. This option is only available for the {PSYCOPG3} "
+                "dialect+driver."
+            ),
+            title="Use COPY",
+        ),
         th.Property(
             "sqlalchemy_url",
             th.StringType,
diff --git a/target_postgres/tests/conftest.py b/target_postgres/tests/conftest.py
new file mode 100644
index 00000000..55450d93
--- /dev/null
+++ b/target_postgres/tests/conftest.py
@@ -0,0 +1,8 @@
+"""Configuration for pytest."""
+
+import os
+
+
+def pytest_report_header():
+    """Add environment variables to the pytest report header."""
+    return [f"{var}: value" for var in os.environ if var.startswith("TARGET_POSTGRES")]
diff --git a/target_postgres/tests/test_sdk.py b/target_postgres/tests/test_sdk.py
index 34e17daa..07ceb496 100644
--- a/target_postgres/tests/test_sdk.py
+++ b/target_postgres/tests/test_sdk.py
@@ -10,22 +10,18 @@
     TargetCamelcaseTest,
     TargetCliPrintsTest,
     TargetDuplicateRecords,
-    TargetEncodedStringData,
     TargetInvalidSchemaTest,
-    TargetMultipleStateMessages,
     TargetNoPrimaryKeys,
     TargetOptionalAttributes,
     TargetRecordBeforeSchemaTest,
     TargetRecordMissingKeyProperty,
     TargetRecordMissingOptionalFields,
-    TargetRecordMissingRequiredProperty,
     TargetSchemaNoProperties,
     TargetSchemaUpdates,
     TargetSpecialCharsInAttributes,
 )
 
 from target_postgres.target import TargetPostgres
-
 from .core import create_engine, postgres_config
 
 target_tests = TestSuite(
diff --git a/target_postgres/tests/test_target_postgres.py b/target_postgres/tests/test_target_postgres.py
index 8e4a79e4..ebeccce0 100644
--- a/target_postgres/tests/test_target_postgres.py
+++ b/target_postgres/tests/test_target_postgres.py
@@ -158,7 +158,7 @@ def test_sqlalchemy_url_config(postgres_config_no_ssl):
     port = postgres_config_no_ssl["port"]
 
     config = {
-        "sqlalchemy_url": f"postgresql://{user}:{password}@{host}:{port}/{database}"
+        "sqlalchemy_url": f"postgresql+psycopg://{user}:{password}@{host}:{port}/{database}"
     }
     tap = SampleTapCountries(config={}, state=None)
     target = TargetPostgres(config=config)
diff --git a/tox.ini b/tox.ini
index fa97c209..741be652 100644
--- a/tox.ini
+++ b/tox.ini
@@ -12,6 +12,8 @@ min_version = 4
 # Run the python tests.
 # To execute, run `tox -e 3.13`
 envlist = 3.{9,10,11,12,13}
+pass_env =
+    TARGET_POSTGRES_*
 deps =
     pytest
 commands =

From 4f4b9c7d47693fb5414752905734522cdd8c759d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 27 Nov 2024 14:45:32 -0600
Subject: [PATCH 18/24] chore: Create feature.yml

---
 .github/ISSUE_TEMPLATE/feature.yml | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/ISSUE_TEMPLATE/feature.yml

diff --git a/.github/ISSUE_TEMPLATE/feature.yml b/.github/ISSUE_TEMPLATE/feature.yml
new file mode 100644
index 00000000..b4a01612
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature.yml
@@ -0,0 +1,22 @@
+name: Feature Request
+description: Request a new feature be supported by this project
+title: "feat: <title>"
+
+labels: []
+
+assignees:
+  - edgarrmondragon
+
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for taking the time to fill out feature request!
+  - type: textarea
+    id: what
+    attributes:
+      label: Description
+      description: Describe the feature
+      placeholder: Tell us about the new feature in detail, how it would benefit you or other users
+    validations:
+      required: true

From c86e2ae2b52a9f9cc0079d1dda7d61b2cd294f21 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Dec 2024 20:27:56 -0600
Subject: [PATCH 19/24] chore: Bump pypa/gh-action-pypi-publish from 1.11.0 to
 1.12.2 in the actions group (#489)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Bumps the actions group with 1 update:
[pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).

Updates `pypa/gh-action-pypi-publish` from 1.11.0 to 1.12.2
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/pypa/gh-action-pypi-publish/releases">pypa/gh-action-pypi-publish's
releases</a>.</em></p>
<blockquote>
<h2>v1.12.2</h2>
<h2>🐛 What's Fixed</h2>
<p>The fix for signing legacy zip sdists turned out to be incomplete, so
<a href="https://github.com/woodruffw"><code>@​woodruffw</code></a><a
href="https://github.com/sponsors/woodruffw">💰</a> promptly produced
another follow-up that updated <code>pypi-attestations</code> from
v0.0.13 to v0.0.15 in <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/297">#297</a>.
This is the only change since the previous release.</p>
<p><strong>🪞 Full Diff</strong>: <a
href="https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.1...v1.12.2">https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.1...v1.12.2</a></p>
<p><strong>🧔‍♂️ Release Manager:</strong> <a
href="https://github.com/sponsors/webknjaz"><code>@​webknjaz</code></a>
<a href="https://stand-with-ukraine.pp.ua">🇺🇦</a></p>
<h2>v1.12.1</h2>
<h2>🐛 What's Fixed</h2>
<p>Version v1.12.0 hit several rare corner cases we never considered
fully supported, and this release fixes a few of those.
In <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/294">#294</a>,
<a href="https://github.com/webknjaz"><code>@​webknjaz</code></a><a
href="https://github.com/sponsors/webknjaz">💰</a> improved the
self-hosted runner experience by pre-installing Python if it's not
there, and with <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/293">#293</a>
the ability to use the action on GitHub Enterprise instances has been
restored. The latter should've also fixed the ability to invoke <a
href="https://github.com/marketplace/actions/pypi-publish"><code>pypi-publish</code></a>
from nested in-repo composite actions — another exotic use-case that was
never tested in our CI.
<a href="https://github.com/woodruffw"><code>@​woodruffw</code></a><a
href="https://github.com/sponsors/woodruffw">💰</a> also managed to
squeeze in a last-minute fix for detecting legacy <code>.zip</code>
sdists while producing attestations via <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/295">#295</a>.</p>
<p><strong>🪞 Full Diff</strong>: <a
href="https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.0...v1.12.1">https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.0...v1.12.1</a></p>
<p><strong>🧔‍♂️ Release Manager:</strong> <a
href="https://github.com/sponsors/webknjaz"><code>@​webknjaz</code></a>
<a href="https://stand-with-ukraine.pp.ua">🇺🇦</a></p>
<p><strong>🙏 Huge Thanks</strong> to all the bug reporters for posting
the logs, helping inspect the problems and verify the regression
fixes!</p>
<h2>v1.12.0</h2>
<h2>⚡️ Why Should You Update?</h2>
<p>This is a minor version bump, but it does not add any new user-facing
interfaces. Still, I felt like it should not be a patch-release: this
update brings <em>significant changes</em> to the action invocation and
internal release process.</p>
<p>Previously, each invocation of <a
href="https://github.com/marketplace/actions/pypi-publish"><code>pypi-publish</code></a>
required building a container image in the invoking CI job. This was
inefficient and added about 30 seconds to the publishing jobs at their
startup just to build the container.</p>
<p>I wanted to improve this for over three years (<a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/58">#58</a>)
and a little over half a year ago <a
href="https://github.com/br3ndonland"><code>@​br3ndonland</code></a><a
href="https://github.com/sponsors/br3ndonland">💰</a> stepped up and
offered a very comprehensive solution to the limitation I was hoping to
overcome: <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/230">#230</a>.</p>
<p>Going forward, I'm going to pre-build per-version containers prior to
cutting each release. And the action invocations will just pull the
image from GitHub Container registry.</p>
<blockquote>
<p>[!CAUTION]
Known quirks:</p>
<ul>
<li>This seems to not work on self-hosted runners without a
<code>python</code> executable: <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/289">#289</a>.
The workaround could be installing it prior to running the action.</li>
<li><del>Pinning to commit hashes does not work: <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/290">#290</a>.
Workaround: postpone updating until it's fixed or switch to Git tags for
now. Subscribe to that issue to follow the progress.</del> <em>UPD:</em>
This was an issue during the first 12 hours post release and it has been
addressed upstream by publishing a commit SHA-tagged image for the
release on Nov 12, 2024 at 10:27 UTC+1.</li>
<li>Calling <code>pypi-publish</code> from another nested repo-local
composite action might be breaking file paths: <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/291">#291</a>.
Workaround: postpone updating until it's fixed. Subscribe to that issue
to follow the progress.</li>
<li>Running within GitHub Enterprise fails on the action repo clone: <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/292">#292</a>.
Workaround: postpone updating until it's fixed. Subscribe to that issue
to follow the progress.</li>
</ul>
</blockquote>
<p><strong>🪞 Full Diff</strong>: <a
href="https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.0">https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.0</a></p>
<p><strong>🧔‍♂️ Release Manager:</strong> <a
href="https://github.com/sponsors/webknjaz"><code>@​webknjaz
🇺🇦</code></a></p>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/15c56dba361d8335944d31a2ecd17d700fc7bcbc"><code>15c56db</code></a>
Merge pull request <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/297">#297</a>
from trail-of-forks/ww/bump-pypi-attestations</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/fe8d1484ba76730fec68a234daa6dbe243aa2af0"><code>fe8d148</code></a>
requirements: bump pypi-attestations to 0.0.15</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/1f5d4ec244f65dce93685ee3e98e77123f090866"><code>1f5d4ec</code></a>
Merge pull request <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/295">#295</a>
from trail-of-forks/ww/fix-sdist-collection</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/fec2f0c0cea943a654e4c65b547300a042e8af56"><code>fec2f0c</code></a>
attestations: collect *.zip sdists as well</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/a8b73a6d88e1c2ae7ee7bf90b8ebba800a10f203"><code>a8b73a6</code></a>
Merge pull request <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/294">#294</a>
from webknjaz/bugfixes/optional-python</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/9b4dfb0c84502497080469ffeb5e75f9c5cce5c2"><code>9b4dfb0</code></a>
✨ Pre-install Python if there's none</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/0a87186d5f9e2303ed3c19e0fdd59abe52a28bb7"><code>0a87186</code></a>
Merge pull request <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/293">#293</a>
from webknjaz/bugfixes/uncheckout-intermediate-action</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/dfcfeca43e4ad1597a1a8bacfca40b25ad821f61"><code>dfcfeca</code></a>
🧪 Use prefetched action to make trampoline</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/0d02f372c36f840ef9312c8ce9d8f06d74a8a521"><code>0d02f37</code></a>
📝💅 Update the CI/CD badge in README</li>
<li><a
href="https://github.com/pypa/gh-action-pypi-publish/commit/61da13deb5f5124fb1536194f82ed3d9bbc7e8f3"><code>61da13d</code></a>
Merge pull request <a
href="https://redirect.github.com/pypa/gh-action-pypi-publish/issues/230">#230</a>
from br3ndonland/ghcr</li>
<li>Additional commits viewable in <a
href="https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.2">compare
view</a></li>
</ul>
</details>
<br />


[![Dependabot compatibility
score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=pypa/gh-action-pypi-publish&package-manager=github_actions&previous-version=1.11.0&new-version=1.12.2)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)

Dependabot will resolve any conflicts with this PR as long as you don't
alter it yourself. You can also trigger a rebase manually by commenting
`@dependabot rebase`.

[//]: # (dependabot-automerge-start)
[//]: # (dependabot-automerge-end)

---

<details>
<summary>Dependabot commands and options</summary>
<br />

You can trigger Dependabot actions by commenting on this PR:
- `@dependabot rebase` will rebase this PR
- `@dependabot recreate` will recreate this PR, overwriting any edits
that have been made to it
- `@dependabot merge` will merge this PR after your CI passes on it
- `@dependabot squash and merge` will squash and merge this PR after
your CI passes on it
- `@dependabot cancel merge` will cancel a previously requested merge
and block automerging
- `@dependabot reopen` will reopen this PR if it is closed
- `@dependabot close` will close this PR and stop Dependabot recreating
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- `@dependabot show <dependency name> ignore conditions` will show all
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</details>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/release_workflow.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/release_workflow.yml b/.github/workflows/release_workflow.yml
index ad58bfaa..ec0b61e3 100644
--- a/.github/workflows/release_workflow.yml
+++ b/.github/workflows/release_workflow.yml
@@ -37,4 +37,4 @@ jobs:
         tag: ${{ github.ref }}
         overwrite: true
         file_glob: true
-    - uses: pypa/gh-action-pypi-publish@v1.11.0
+    - uses: pypa/gh-action-pypi-publish@v1.12.2

From b6764baf25d694e52f47658d6acb3a9088abdbb2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Dec 2024 20:28:06 -0600
Subject: [PATCH 20/24] chore: Bump faker from 30.10.0 to 33.1.0 (#488)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Bumps [faker](https://github.com/joke2k/faker) from 30.10.0 to 33.1.0.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/joke2k/faker/releases">faker's
releases</a>.</em></p>
<blockquote>
<h2>Release v33.1.0</h2>
<p>See <a
href="https://github.com/joke2k/faker/blob/refs/tags/v33.1.0/CHANGELOG.md">CHANGELOG.md</a>.</p>
<h2>Release v33.0.0</h2>
<p>See <a
href="https://github.com/joke2k/faker/blob/refs/tags/v33.0.0/CHANGELOG.md">CHANGELOG.md</a>.</p>
<h2>Release v32.1.0</h2>
<p>See <a
href="https://github.com/joke2k/faker/blob/refs/tags/v32.1.0/CHANGELOG.md">CHANGELOG.md</a>.</p>
<h2>Release v32.0.0</h2>
<p>See <a
href="https://github.com/joke2k/faker/blob/refs/tags/v32.0.0/CHANGELOG.md">CHANGELOG.md</a>.</p>
<h2>Release v31.0.0</h2>
<p>See <a
href="https://github.com/joke2k/faker/blob/refs/tags/v31.0.0/CHANGELOG.md">CHANGELOG.md</a>.</p>
</blockquote>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/joke2k/faker/blob/master/CHANGELOG.md">faker's
changelog</a>.</em></p>
<blockquote>
<h3><a
href="https://github.com/joke2k/faker/compare/v33.0.0...v33.1.0">v33.1.0
- 2024-11-27</a></h3>
<ul>
<li>Add support for Python 3.13. Thanks <a
href="https://github.com/edgarrmondragon"><code>@​edgarrmondragon</code></a>.</li>
</ul>
<h3><a
href="https://github.com/joke2k/faker/compare/v32.1.0...v33.0.0">v33.0.0
- 2024-11-14</a></h3>
<ul>
<li>Revert &quot;Make pytest fixture session-scoped&quot;.</li>
</ul>
<h3><a
href="https://github.com/joke2k/faker/compare/v32.0.0...v32.1.0">v32.1.0
- 2024-11-12</a></h3>
<ul>
<li>Fix <code>ko_KR</code> road address. Thanks <a
href="https://github.com/semi-yu"><code>@​semi-yu</code></a>.</li>
</ul>
<h3><a
href="https://github.com/joke2k/faker/compare/v31.0.0...v32.0.0">v32.0.0
- 2024-11-12</a></h3>
<ul>
<li>Make pytest fixture session-scoped. Thanks <a
href="https://github.com/acolombier"><code>@​acolombier</code></a>.</li>
</ul>
<h3><a
href="https://github.com/joke2k/faker/compare/v30.10.0...v31.0.0">v31.0.0
- 2024-11-12</a></h3>
<ul>
<li>Remove <code>Collection[str]</code> type from
<code>ElementTypes</code>. Thanks <a
href="https://github.com/tvuotila"><code>@​tvuotila</code></a>.</li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/joke2k/faker/commit/8a249d00f09db9911350449e9f5050a635b57fbb"><code>8a249d0</code></a>
Bump version: 33.0.0 → 33.1.0</li>
<li><a
href="https://github.com/joke2k/faker/commit/edf6cbb60afd3bb4a8bf78ee92611fd257d44189"><code>edf6cbb</code></a>
:pencil: Update CHANGELOG.md</li>
<li><a
href="https://github.com/joke2k/faker/commit/3faa4f91eebba9a2007f5c0b726793a60aa70ed3"><code>3faa4f9</code></a>
Declare support for Python 3.13 (<a
href="https://redirect.github.com/joke2k/faker/issues/2071">#2071</a>)</li>
<li><a
href="https://github.com/joke2k/faker/commit/6edfdbf6ae90b0153309e3bf066aa3b2d16494a7"><code>6edfdbf</code></a>
Bump version: 32.1.0 → 33.0.0</li>
<li><a
href="https://github.com/joke2k/faker/commit/7d191e7fb0657dd431726a736e1a537edf9183e5"><code>7d191e7</code></a>
:pencil: Update CHANGELOG.md</li>
<li><a
href="https://github.com/joke2k/faker/commit/54cee9129584d7b6ba93bbb1ad08ab526d9f6568"><code>54cee91</code></a>
Revert &quot;fix(pytest): make fixture session scoped (<a
href="https://redirect.github.com/joke2k/faker/issues/2117">#2117</a>)&quot;</li>
<li><a
href="https://github.com/joke2k/faker/commit/7a7edacf5296b8651afd78f79df0342f63a5f9d6"><code>7a7edac</code></a>
Bump version: 32.0.0 → 32.1.0</li>
<li><a
href="https://github.com/joke2k/faker/commit/c8afc4586845aed04f8f3263cf587bc93d0e145f"><code>c8afc45</code></a>
:pencil: Update CHANGELOG.md</li>
<li><a
href="https://github.com/joke2k/faker/commit/901fb6a410a4aad7feb77939b40365b389ab7501"><code>901fb6a</code></a>
Fix korean road address (<a
href="https://redirect.github.com/joke2k/faker/issues/2133">#2133</a>)</li>
<li><a
href="https://github.com/joke2k/faker/commit/d7ad439b0989307937470d3d68aa7690b4b8a647"><code>d7ad439</code></a>
Bump version: 31.0.0 → 32.0.0</li>
<li>Additional commits viewable in <a
href="https://github.com/joke2k/faker/compare/v30.10.0...v33.1.0">compare
view</a></li>
</ul>
</details>
<br />


[![Dependabot compatibility
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---
 poetry.lock    | 12 +++++++-----
 pyproject.toml |  2 +-
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index a616ff96..eaa5f954 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -462,13 +462,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faker"
-version = "30.10.0"
+version = "33.1.0"
 description = "Faker is a Python package that generates fake data for you."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "Faker-30.10.0-py3-none-any.whl", hash = "sha256:5f05ee92ddf0e1736d95dca41b2a16ee06d987b736fa4ddecdb047abf2e9024b"},
-    {file = "faker-30.10.0.tar.gz", hash = "sha256:c2e627d3becec67f7a45400d3670018b5abb3f0728b7dfaa06c135b7df1ce3fb"},
+    {file = "Faker-33.1.0-py3-none-any.whl", hash = "sha256:d30c5f0e2796b8970de68978365247657486eb0311c5abe88d0b895b68dff05d"},
+    {file = "faker-33.1.0.tar.gz", hash = "sha256:1c925fc0e86a51fc46648b504078c88d0cd48da1da2595c4e712841cab43a1e4"},
 ]
 
 [package.dependencies]
@@ -735,6 +735,8 @@ optional = false
 python-versions = "*"
 files = [
     {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
+    {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"},
+    {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"},
 ]
 
 [package.dependencies]
@@ -1912,4 +1914,4 @@ faker = ["faker"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9"
-content-hash = "cada27dbb6bcee2496a4310cd954e33c1ee3de76f59009bff01e963b0b100ee5"
+content-hash = "f5b96e51d3adb340f480f85a0f9d8bec582ae078ccd36c83e085580236362da9"
diff --git a/pyproject.toml b/pyproject.toml
index d2144ade..522c7d40 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,7 @@ packages = [
 
 [tool.poetry.dependencies]
 python = ">=3.9"
-faker = {version = "~=30.0", optional = true}
+faker = {version = "~=33.1", optional = true}
 psycopg = {extras = ["binary"], version = "3.2.3"}
 psycopg2-binary = "2.9.10"
 sqlalchemy = "~=2.0"

From 8063dc6aed81d81312403a1c580e2b26d809bb36 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Dec 2024 02:28:29 +0000
Subject: [PATCH 21/24] chore: Bump meltano from 3.6.0b2 to 3.6.0b4 in
 /.github/workflows in the ci group (#486)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Bumps the ci group in /.github/workflows with 1 update:
[meltano](https://github.com/meltano/meltano).

Updates `meltano` from 3.6.0b2 to 3.6.0b4
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/meltano/meltano/commit/fcdb610e19dc0fbe7e5b59335a40b48dca6602d0"><code>fcdb610</code></a>
chore: Release v3.6.0b4 (<a
href="https://redirect.github.com/meltano/meltano/issues/8933">#8933</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/913e9fed4a7116bf5a9d877014c37d927cf7adcc"><code>913e9fe</code></a>
fix(cli): Ask for confirmation in <code>meltano config ... reset</code>
(<a
href="https://redirect.github.com/meltano/meltano/issues/8914">#8914</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/df3069de6ca97291079512eb9a7c08ddbce76e3c"><code>df3069d</code></a>
packaging(deps): Bump the runtime-dependencies group with 6 updates (<a
href="https://redirect.github.com/meltano/meltano/issues/8931">#8931</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/41e34b8076331505956e75a626ade8ad6b5adbb9"><code>41e34b8</code></a>
ci: Bump the actions group with 2 updates (<a
href="https://redirect.github.com/meltano/meltano/issues/8929">#8929</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/7713082da4f03fbe06139052689b5dba0355ce92"><code>7713082</code></a>
chore(deps-dev): Bump the development-dependencies group with 2 updates
(<a
href="https://redirect.github.com/meltano/meltano/issues/8930">#8930</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/ea0af5577757732b31a96b0343632cb5a32235c4"><code>ea0af55</code></a>
chore(deps-dev): Bump <code>@​docusaurus/module-type-aliases</code> from
3.6.1 to 3.6.3 in ...</li>
<li><a
href="https://github.com/meltano/meltano/commit/894f86139bc7827ac61551a6b4821cf59467a58f"><code>894f861</code></a>
chore(deps): Bump <code>@​docusaurus/plugin-google-gtag</code> from
3.6.2 to 3.6.3 in /docs...</li>
<li><a
href="https://github.com/meltano/meltano/commit/ef9f95ce82f2530d6ba9bd037c4e7f6053eb5a3e"><code>ef9f95c</code></a>
test: Fail tests when warnings are emitted (<a
href="https://redirect.github.com/meltano/meltano/issues/8918">#8918</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/163da2ada9591cdb1bdfb39370e09f34b890ba01"><code>163da2a</code></a>
chore: Add missing typing information to
<code>meltano.core.project</code> (<a
href="https://redirect.github.com/meltano/meltano/issues/8925">#8925</a>)</li>
<li><a
href="https://github.com/meltano/meltano/commit/44ea54d7e36a2b54f495102085c094007a17d778"><code>44ea54d</code></a>
chore(deps): Bump swiper from 11.1.14 to 11.1.15 in /docs in the
runtime-depe...</li>
<li>Additional commits viewable in <a
href="https://github.com/meltano/meltano/compare/v3.6.0b2...v3.6.0b4">compare
view</a></li>
</ul>
</details>
<br />


[![Dependabot compatibility
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---
 .github/workflows/constraints.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 996fd854..fbf30e54 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,2 +1,2 @@
-meltano==3.6.0b2
+meltano==3.6.0b4
 tox==4.23.2

From 522043a7056d799069d3d2f54452a42154559736 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Dec 2024 02:28:30 +0000
Subject: [PATCH 22/24] chore: Bump ruff from 0.7.4 to 0.8.1 in the
 development-dependencies group (#487)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Bumps the development-dependencies group with 1 update:
[ruff](https://github.com/astral-sh/ruff).

Updates `ruff` from 0.7.4 to 0.8.1
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/astral-sh/ruff/releases">ruff's
releases</a>.</em></p>
<blockquote>
<h2>0.8.1</h2>
<h2>Release Notes</h2>
<h3>Preview features</h3>
<ul>
<li>Formatter: Avoid invalid syntax for format-spec with quotes for all
Python versions (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14625">#14625</a>)</li>
<li>Formatter: Consider quotes inside format-specs when choosing the
quotes for an f-string (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14493">#14493</a>)</li>
<li>Formatter: Do not consider f-strings with escaped newlines as
multiline (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14624">#14624</a>)</li>
<li>Formatter: Fix f-string formatting in assignment statement (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14454">#14454</a>)</li>
<li>Formatter: Fix unnecessary space around power operator
(<code>**</code>) in overlong f-string expressions (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14489">#14489</a>)</li>
<li>[<code>airflow</code>] Avoid implicit <code>schedule</code> argument
to <code>DAG</code> and <code>@dag</code> (<code>AIR301</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14581">#14581</a>)</li>
<li>[<code>flake8-builtins</code>] Exempt private built-in modules
(<code>A005</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14505">#14505</a>)</li>
<li>[<code>flake8-pytest-style</code>] Fix
<code>pytest.mark.parametrize</code> rules to check calls instead of
decorators (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14515">#14515</a>)</li>
<li>[<code>flake8-type-checking</code>] Implement
<code>runtime-cast-value</code> (<code>TC006</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14511">#14511</a>)</li>
<li>[<code>flake8-type-checking</code>] Implement
<code>unquoted-type-alias</code> (<code>TC007</code>) and
<code>quoted-type-alias</code> (<code>TC008</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/12927">#12927</a>)</li>
<li>[<code>flake8-use-pathlib</code>] Recommend
<code>Path.iterdir()</code> over <code>os.listdir()</code>
(<code>PTH208</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14509">#14509</a>)</li>
<li>[<code>pylint</code>] Extend <code>invalid-envvar-default</code> to
detect <code>os.environ.get</code> (<code>PLW1508</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14512">#14512</a>)</li>
<li>[<code>pylint</code>] Implement <code>len-test</code>
(<code>PLC1802</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14309">#14309</a>)</li>
<li>[<code>refurb</code>] Fix bug where methods defined using lambdas
were flagged by <code>FURB118</code> (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14639">#14639</a>)</li>
<li>[<code>ruff</code>] Auto-add <code>r</code> prefix when string has
no backslashes for <code>unraw-re-pattern</code> (<code>RUF039</code>)
(<a
href="https://redirect.github.com/astral-sh/ruff/pull/14536">#14536</a>)</li>
<li>[<code>ruff</code>] Implement
<code>invalid-assert-message-literal-argument</code>
(<code>RUF040</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14488">#14488</a>)</li>
<li>[<code>ruff</code>] Implement
<code>unnecessary-nested-literal</code> (<code>RUF041</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14323">#14323</a>)</li>
<li>[<code>ruff</code>] Implement
<code>unnecessary-regular-expression</code> (<code>RUF055</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14659">#14659</a>)</li>
</ul>
<h3>Rule changes</h3>
<ul>
<li>Ignore more rules for stub files (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14541">#14541</a>)</li>
<li>[<code>pep8-naming</code>] Eliminate false positives for
single-letter names (<code>N811</code>, <code>N814</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14584">#14584</a>)</li>
<li>[<code>pyflakes</code>] Avoid false positives in
<code>@no_type_check</code> contexts (<code>F821</code>,
<code>F722</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14615">#14615</a>)</li>
<li>[<code>ruff</code>] Detect redirected-noqa in file-level comments
(<code>RUF101</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14635">#14635</a>)</li>
<li>[<code>ruff</code>] Mark fixes for <code>unsorted-dunder-all</code>
and <code>unsorted-dunder-slots</code> as unsafe when there are complex
comments in the sequence (<code>RUF022</code>, <code>RUF023</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14560">#14560</a>)</li>
</ul>
<h3>Bug fixes</h3>
<ul>
<li>Avoid fixing code to <code>None | None</code> for
<code>redundant-none-literal</code> (<code>PYI061</code>) and
<code>never-union</code> (<code>RUF020</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14583">#14583</a>,
<a
href="https://redirect.github.com/astral-sh/ruff/pull/14589">#14589</a>)</li>
<li>[<code>flake8-bugbear</code>] Fix
<code>mutable-contextvar-default</code> to resolve annotated function
calls properly (<code>B039</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14532">#14532</a>)</li>
<li>[<code>flake8-pyi</code>, <code>ruff</code>] Fix traversal of nested
literals and unions (<code>PYI016</code>, <code>PYI051</code>,
<code>PYI055</code>, <code>PYI062</code>, <code>RUF041</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14641">#14641</a>)</li>
<li>[<code>flake8-pyi</code>] Avoid rewriting invalid type expressions
in <code>unnecessary-type-union</code> (<code>PYI055</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14660">#14660</a>)</li>
<li>[<code>flake8-type-checking</code>] Avoid syntax errors and type
checking problem for quoted annotations autofix (<code>TC003</code>,
<code>TC006</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14634">#14634</a>)</li>
<li>[<code>pylint</code>] Do not wrap function calls in parentheses in
the fix for unnecessary-dunder-call (<code>PLC2801</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14601">#14601</a>)</li>
<li>[<code>ruff</code>] Handle <code>attrs</code>'s
<code>auto_attribs</code> correctly (<code>RUF009</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14520">#14520</a>)</li>
</ul>
<h2>Contributors</h2>
<ul>
<li><a
href="https://github.com/AlexWaygood"><code>@​AlexWaygood</code></a></li>
<li><a
href="https://github.com/Daverball"><code>@​Daverball</code></a></li>
<li><a
href="https://github.com/Glyphack"><code>@​Glyphack</code></a></li>
<li><a
href="https://github.com/InSyncWithFoo"><code>@​InSyncWithFoo</code></a></li>
<li><a
href="https://github.com/Lokejoke"><code>@​Lokejoke</code></a></li>
<li><a
href="https://github.com/MichaReiser"><code>@​MichaReiser</code></a></li>
<li><a
href="https://github.com/cake-monotone"><code>@​cake-monotone</code></a></li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md">ruff's
changelog</a>.</em></p>
<blockquote>
<h2>0.8.1</h2>
<h3>Preview features</h3>
<ul>
<li>Formatter: Avoid invalid syntax for format-spec with quotes for all
Python versions (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14625">#14625</a>)</li>
<li>Formatter: Consider quotes inside format-specs when choosing the
quotes for an f-string (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14493">#14493</a>)</li>
<li>Formatter: Do not consider f-strings with escaped newlines as
multiline (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14624">#14624</a>)</li>
<li>Formatter: Fix f-string formatting in assignment statement (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14454">#14454</a>)</li>
<li>Formatter: Fix unnecessary space around power operator
(<code>**</code>) in overlong f-string expressions (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14489">#14489</a>)</li>
<li>[<code>airflow</code>] Avoid implicit <code>schedule</code> argument
to <code>DAG</code> and <code>@dag</code> (<code>AIR301</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14581">#14581</a>)</li>
<li>[<code>flake8-builtins</code>] Exempt private built-in modules
(<code>A005</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14505">#14505</a>)</li>
<li>[<code>flake8-pytest-style</code>] Fix
<code>pytest.mark.parametrize</code> rules to check calls instead of
decorators (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14515">#14515</a>)</li>
<li>[<code>flake8-type-checking</code>] Implement
<code>runtime-cast-value</code> (<code>TC006</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14511">#14511</a>)</li>
<li>[<code>flake8-type-checking</code>] Implement
<code>unquoted-type-alias</code> (<code>TC007</code>) and
<code>quoted-type-alias</code> (<code>TC008</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/12927">#12927</a>)</li>
<li>[<code>flake8-use-pathlib</code>] Recommend
<code>Path.iterdir()</code> over <code>os.listdir()</code>
(<code>PTH208</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14509">#14509</a>)</li>
<li>[<code>pylint</code>] Extend <code>invalid-envvar-default</code> to
detect <code>os.environ.get</code> (<code>PLW1508</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14512">#14512</a>)</li>
<li>[<code>pylint</code>] Implement <code>len-test</code>
(<code>PLC1802</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14309">#14309</a>)</li>
<li>[<code>refurb</code>] Fix bug where methods defined using lambdas
were flagged by <code>FURB118</code> (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14639">#14639</a>)</li>
<li>[<code>ruff</code>] Auto-add <code>r</code> prefix when string has
no backslashes for <code>unraw-re-pattern</code> (<code>RUF039</code>)
(<a
href="https://redirect.github.com/astral-sh/ruff/pull/14536">#14536</a>)</li>
<li>[<code>ruff</code>] Implement
<code>invalid-assert-message-literal-argument</code>
(<code>RUF040</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14488">#14488</a>)</li>
<li>[<code>ruff</code>] Implement
<code>unnecessary-nested-literal</code> (<code>RUF041</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14323">#14323</a>)</li>
<li>[<code>ruff</code>] Implement
<code>unnecessary-regular-expression</code> (<code>RUF055</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14659">#14659</a>)</li>
</ul>
<h3>Rule changes</h3>
<ul>
<li>Ignore more rules for stub files (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14541">#14541</a>)</li>
<li>[<code>pep8-naming</code>] Eliminate false positives for
single-letter names (<code>N811</code>, <code>N814</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14584">#14584</a>)</li>
<li>[<code>pyflakes</code>] Avoid false positives in
<code>@no_type_check</code> contexts (<code>F821</code>,
<code>F722</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14615">#14615</a>)</li>
<li>[<code>ruff</code>] Detect redirected-noqa in file-level comments
(<code>RUF101</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14635">#14635</a>)</li>
<li>[<code>ruff</code>] Mark fixes for <code>unsorted-dunder-all</code>
and <code>unsorted-dunder-slots</code> as unsafe when there are complex
comments in the sequence (<code>RUF022</code>, <code>RUF023</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14560">#14560</a>)</li>
</ul>
<h3>Bug fixes</h3>
<ul>
<li>Avoid fixing code to <code>None | None</code> for
<code>redundant-none-literal</code> (<code>PYI061</code>) and
<code>never-union</code> (<code>RUF020</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14583">#14583</a>,
<a
href="https://redirect.github.com/astral-sh/ruff/pull/14589">#14589</a>)</li>
<li>[<code>flake8-bugbear</code>] Fix
<code>mutable-contextvar-default</code> to resolve annotated function
calls properly (<code>B039</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14532">#14532</a>)</li>
<li>[<code>flake8-pyi</code>, <code>ruff</code>] Fix traversal of nested
literals and unions (<code>PYI016</code>, <code>PYI051</code>,
<code>PYI055</code>, <code>PYI062</code>, <code>RUF041</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14641">#14641</a>)</li>
<li>[<code>flake8-pyi</code>] Avoid rewriting invalid type expressions
in <code>unnecessary-type-union</code> (<code>PYI055</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14660">#14660</a>)</li>
<li>[<code>flake8-type-checking</code>] Avoid syntax errors and type
checking problem for quoted annotations autofix (<code>TC003</code>,
<code>TC006</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14634">#14634</a>)</li>
<li>[<code>pylint</code>] Do not wrap function calls in parentheses in
the fix for unnecessary-dunder-call (<code>PLC2801</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14601">#14601</a>)</li>
<li>[<code>ruff</code>] Handle <code>attrs</code>'s
<code>auto_attribs</code> correctly (<code>RUF009</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/14520">#14520</a>)</li>
</ul>
<h2>0.8.0</h2>
<p>Check out the <a href="https://astral.sh/blog/ruff-v0.8.0">blog
post</a> for a migration guide and overview of the changes!</p>
<h3>Breaking changes</h3>
<p>See also, the &quot;Remapped rules&quot; section which may result in
disabled rules.</p>
<ul>
<li><strong>Default to Python 3.9</strong></li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/astral-sh/ruff/commit/b3b2c982cdfb487bec7c38ca4e04cebbe0f1964e"><code>b3b2c98</code></a>
Update CHANGELOG.md with the new commits for 0.8.1 (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14664">#14664</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/abb3c6ea95a8366b416745d4f3e4a37f6a6bfcfd"><code>abb3c6e</code></a>
[<code>flake8-pyi</code>] Avoid rewriting invalid type expressions in
`unnecessary-type-...</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/224fe75a76f5406b7bc671fedb862c5b9bc49876"><code>224fe75</code></a>
[<code>ruff</code>] Implement
<code>unnecessary-regular-expression</code> (<code>RUF055</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14659">#14659</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/dc29f52750f7086c3bd0e4495a93ec4acf58edac"><code>dc29f52</code></a>
[<code>flake8-pyi</code>, <code>ruff</code>] Fix traversal of nested
literals and unions (<code>PYI016</code>,...</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/d9cbf2fe44e3f13b28295377a41ae541cab6b54f"><code>d9cbf2f</code></a>
Avoids unnecessary overhead for <code>TC004</code>, when
<code>TC001-003</code> are disabled (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14657">#14657</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/3f6c65e78c10579d21e1513aa59ea6dc0248f008"><code>3f6c65e</code></a>
[red-knot] Fix merged type after if-else without explicit else branch
(<a
href="https://redirect.github.com/astral-sh/ruff/issues/14621">#14621</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/976c37a849f39afe7f09ea6da9c50a43700e7f1d"><code>976c37a</code></a>
Bump version to 0.8.1 (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14655">#14655</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/a378ff38dcce0b98b463c25d63dcbe49a49ba7e6"><code>a378ff3</code></a>
[red-knot] Fix Boolean flags in mdtests (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14654">#14654</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/d8bca0d3a2b43cfecd6a2158a599dbad6da8dcfb"><code>d8bca0d</code></a>
Fix bug where methods defined using lambdas were flagged by FURB118 (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14639">#14639</a>)</li>
<li><a
href="https://github.com/astral-sh/ruff/commit/6f1cf5b686e67fb74383641fcbbe98e33481a271"><code>6f1cf5b</code></a>
[red-knot] Minor fix in MRO tests (<a
href="https://redirect.github.com/astral-sh/ruff/issues/14652">#14652</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/astral-sh/ruff/compare/0.7.4...0.8.1">compare
view</a></li>
</ul>
</details>
<br />


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---
 poetry.lock | 38 +++++++++++++++++++-------------------
 1 file changed, 19 insertions(+), 19 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index eaa5f954..8ca91330 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1404,29 +1404,29 @@ files = [
 
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 name = "ruff"
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+    {file = "ruff-0.8.1-py3-none-win32.whl", hash = "sha256:93335cd7c0eaedb44882d75a7acb7df4b77cd7cd0d2255c93b28791716e81790"},
+    {file = "ruff-0.8.1-py3-none-win_amd64.whl", hash = "sha256:2954cdbe8dfd8ab359d4a30cd971b589d335a44d444b6ca2cb3d1da21b75e4b6"},
+    {file = "ruff-0.8.1-py3-none-win_arm64.whl", hash = "sha256:55873cc1a473e5ac129d15eccb3c008c096b94809d693fc7053f588b67822737"},
+    {file = "ruff-0.8.1.tar.gz", hash = "sha256:3583db9a6450364ed5ca3f3b4225958b24f78178908d5c4bc0f46251ccca898f"},
 ]
 
 [[package]]

From 18d5e3e54edfe855218635866c7d997d34ee7523 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 2 Dec 2024 11:09:26 -0600
Subject: [PATCH 23/24] chore: pre-commit autoupdate (#490)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

<!--pre-commit.ci start-->
updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.2 →
v0.8.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.2...v0.8.1)
<!--pre-commit.ci end-->

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 17ee9f31..7bdf512d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,7 +18,7 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.7.2
+  rev: v0.8.1
   hooks:
   - id: ruff
     args: [--fix]

From fca6aa3f3c55e99b2448542012b48a99b3d6bc0a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Tue, 10 Dec 2024 10:18:31 -0600
Subject: [PATCH 24/24] feat: Bump to singer-sdk v0.43.0 (#491)

---
 poetry.lock    | 311 ++++++++++++++++++++++++++++---------------------
 pyproject.toml |   2 +-
 2 files changed, 178 insertions(+), 135 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 8ca91330..3dbaee6f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -1146,13 +1146,13 @@ testing = ["covdefaults (>=2.3)", "pytest (>=8.3.3)", "pytest-cov (>=5)", "pytes
 
 [[package]]
 name = "pytest"
-version = "8.3.3"
+version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
-    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
+    {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
+    {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
 ]
 
 [package.dependencies]
@@ -1305,128 +1305,141 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.21.0"
+version = "0.22.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [[package]]
@@ -1576,13 +1589,13 @@ files = [
 
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 name = "singer-sdk"
-version = "0.42.1"
+version = "0.43.0"
 description = "A framework for building Singer taps"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -1603,7 +1616,7 @@ PyYAML = ">=6.0"
 referencing = ">=0.30.0"
 requests = ">=2.25.1"
 setuptools = "<=70.3.0"
-simpleeval = {version = ">=0.9.13,<1.0.1 || >1.0.1", markers = "python_version >= \"3.9\""}
+simpleeval = ">=0.9.13,<1.0.1 || >1.0.1"
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
@@ -1612,20 +1625,20 @@ typing-extensions = ">=4.5.0"
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 faker = ["faker (>=22.5)"]
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-parquet = ["numpy (>=1.22)", "numpy (>=1.22,<1.25)", "numpy (>=1.22,<2.1)", "pyarrow (>=13)", "pyarrow (>=13,<18)"]
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 s3 = ["fs-s3fs (>=1.1.1)", "s3fs (>=2024.9.0)"]
 ssh = ["paramiko (>=3.3.0)"]
 testing = ["pytest (>=7.2.1)"]
 
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+version = "1.17.0"
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 ]
 
 [[package]]
@@ -1744,13 +1757,43 @@ test = ["tox (>=1.8.1)"]
 
 [[package]]
 name = "tomli"
-version = "2.1.0"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
 ]
 
 [[package]]
@@ -1782,13 +1825,13 @@ test = ["devpi-process (>=1.0.2)", "pytest (>=8.3.3)", "pytest-mock (>=3.14)"]
 
 [[package]]
 name = "types-jsonschema"
-version = "4.23.0.20240813"
+version = "4.23.0.20241208"
 description = "Typing stubs for jsonschema"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-jsonschema-4.23.0.20240813.tar.gz", hash = "sha256:c93f48206f209a5bc4608d295ac39f172fb98b9e24159ce577dbd25ddb79a1c0"},
-    {file = "types_jsonschema-4.23.0.20240813-py3-none-any.whl", hash = "sha256:be283e23f0b87547316c2ee6b0fd36d95ea30e921db06478029e10b5b6aa6ac3"},
+    {file = "types_jsonschema-4.23.0.20241208-py3-none-any.whl", hash = "sha256:87934bd9231c99d8eff94cacfc06ba668f7973577a9bd9e1f9de957c5737313e"},
+    {file = "types_jsonschema-4.23.0.20241208.tar.gz", hash = "sha256:e8b15ad01f290ecf6aea53f93fbdf7d4730e4600313e89e8a7f95622f7e87b7c"},
 ]
 
 [package.dependencies]
@@ -1871,13 +1914,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.27.1"
+version = "20.28.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.27.1-py3-none-any.whl", hash = "sha256:f11f1b8a29525562925f745563bfd48b189450f61fb34c4f9cc79dd5aa32a1f4"},
-    {file = "virtualenv-20.27.1.tar.gz", hash = "sha256:142c6be10212543b32c6c45d3d3893dff89112cc588b7d0879ae5a1ec03a47ba"},
+    {file = "virtualenv-20.28.0-py3-none-any.whl", hash = "sha256:23eae1b4516ecd610481eda647f3a7c09aea295055337331bb4e6892ecce47b0"},
+    {file = "virtualenv-20.28.0.tar.gz", hash = "sha256:2c9c3262bb8e7b87ea801d715fae4495e6032450c71d2309be9550e7364049aa"},
 ]
 
 [package.dependencies]
@@ -1914,4 +1957,4 @@ faker = ["faker"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9"
-content-hash = "f5b96e51d3adb340f480f85a0f9d8bec582ae078ccd36c83e085580236362da9"
+content-hash = "99d390b3dfc8831bea7501015e902d30f6931a88757aff0fedbf9fc6614f57e4"
diff --git a/pyproject.toml b/pyproject.toml
index 522c7d40..15a8fd08 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,7 +40,7 @@ sqlalchemy = "~=2.0"
 sshtunnel = "0.4.0"
 
 [tool.poetry.dependencies.singer-sdk]
-version = "~=0.42.0b1"
+version = "~=0.43.0"
 
 [tool.poetry.extras]
 faker = ["faker"]