diff --git a/.github/ISSUE_TEMPLATE/bug.yml b/.github/ISSUE_TEMPLATE/bug.yml
index b90367894..1eb15f756 100644
--- a/.github/ISSUE_TEMPLATE/bug.yml
+++ b/.github/ISSUE_TEMPLATE/bug.yml
@@ -15,7 +15,7 @@ body:
     attributes:
       label: Singer SDK Version
       description: Version of the library you are using
-      placeholder: "0.34.0"
+      placeholder: "0.34.1"
     validations:
       required: true
   - type: checkboxes
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index ae0a1fdb6..c4226472c 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -20,3 +20,7 @@ updates:
       interval: weekly
     reviewers: [meltano/engineering]
     labels: [deps]
+    groups:
+      actions:
+        patterns:
+          - "*"
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 5b3bc04f5..7f3194489 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -36,12 +36,10 @@ jobs:
         # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support
 
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4.1.1
+    - uses: actions/checkout@v4
 
     # Initializes the CodeQL tools for scanning.
-    - name: Initialize CodeQL
-      uses: github/codeql-action/init@v2
+    - uses: github/codeql-action/init@v3
       with:
         languages: ${{ matrix.language }}
         # If you wish to specify custom queries, you can do so here or in a config file.
@@ -54,8 +52,7 @@ jobs:
 
     # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
     # If this step fails, then you should remove it and run the build manually (see below)
-    - name: Autobuild
-      uses: github/codeql-action/autobuild@v2
+    - uses: github/codeql-action/autobuild@v3
 
     # ℹ️ Command-line programs to run using the OS shell.
     # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
@@ -67,5 +64,4 @@ jobs:
     #   echo "Run, Build Application using script"
     #   ./location_of_script_within_repo/buildscript.sh
 
-    - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v2
+    - uses: github/codeql-action/analyze@v3
diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml
index e0c8b1f6d..98f8e85ff 100644
--- a/.github/workflows/codspeed.yml
+++ b/.github/workflows/codspeed.yml
@@ -4,7 +4,21 @@ on:
   push:
     branches:
       - "main"
+    paths:
+      - "singer_sdk/**"
+      - "tests/**"
+      - "noxfile.py"
+      - "poetry.lock"
+      - "pyproject.toml"
+      - ".github/workflows/codspeed.yml"
   pull_request:
+    paths:
+      - "singer_sdk/**"
+      - "tests/**"
+      - "noxfile.py"
+      - "poetry.lock"
+      - "pyproject.toml"
+      - ".github/workflows/codspeed.yml"
   # `workflow_dispatch` allows CodSpeed to trigger backtest
   # performance analysis in order to generate initial data.
   workflow_dispatch:
@@ -13,13 +27,10 @@ jobs:
   benchmarks:
     runs-on: ubuntu-latest
     steps:
-    - name: Check out the repository
-      uses: actions/checkout@v4.1.1
-
-    - name: Setup Python
-      uses: actions/setup-python@v4.7.1
+    - uses: actions/checkout@v4
+    - uses: actions/setup-python@v5
       with:
-        python-version: 3.11
+        python-version: 3.12
         architecture: x64
 
     - name: Install poetry
@@ -37,8 +48,7 @@ jobs:
         --with benchmark
         --all-extras
 
-    - name: Run benchmarks
-      uses: CodSpeedHQ/action@v2
+    - uses: CodSpeedHQ/action@v2
       with:
         token: ${{ secrets.CODSPEED_TOKEN }}
         run: pytest tests/ --codspeed
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 0e226fe7b..9764b5cdf 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,6 +1,6 @@
-pip==23.3.1
+pip==23.3.2
 poetry==1.7.1
 poetry-plugin-export==1.6.0
-pre-commit==3.5.0
+pre-commit==3.6.0
 nox==2023.4.22
 nox-poetry==1.0.3
diff --git a/.github/workflows/cookiecutter-e2e.yml b/.github/workflows/cookiecutter-e2e.yml
index 0df1fa2d8..bb75980c7 100644
--- a/.github/workflows/cookiecutter-e2e.yml
+++ b/.github/workflows/cookiecutter-e2e.yml
@@ -33,9 +33,7 @@ jobs:
           - { python-version: "3.11",  os: "ubuntu-latest" }
 
     steps:
-    - name: Check out the repository
-      uses: actions/checkout@v4.1.1
-
+    - uses: actions/checkout@v4
     - name: Upgrade pip
       env:
         PIP_CONSTRAINT: .github/workflows/constraints.txt
@@ -52,8 +50,7 @@ jobs:
         poetry --version
         poetry self show plugins
 
-    - name: Setup Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4.7.1
+    - uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
         architecture: x64
@@ -77,10 +74,10 @@ jobs:
       run: |
         nox --python=${{ matrix.python-version }} --session=test_cookiecutter
 
-    - name: Upload build artifacts
+    - uses: actions/upload-artifact@v4
       if: always()
-      uses: actions/upload-artifact@v3
       with:
+        name: cookiecutter-${{ matrix.os }}-py${{ matrix.python-version }}
         path: |
           /tmp/tap-*
           /tmp/target-*
diff --git a/.github/workflows/dependency-review.yml b/.github/workflows/dependency-review.yml
index 013f90667..0c3551b5b 100644
--- a/.github/workflows/dependency-review.yml
+++ b/.github/workflows/dependency-review.yml
@@ -12,11 +12,8 @@ jobs:
   dependency-review:
     runs-on: ubuntu-latest
     steps:
-      - name: Checkout the repository
-        uses: actions/checkout@v4.1.1
-
-      - name: GitHub dependency vulnerability check
+      - uses: actions/checkout@v4
+      - uses: actions/dependency-review-action@v3
         if: ${{ github.event_name == 'pull_request_target' }}
-        uses: actions/dependency-review-action@v3.1.4
         with:
           fail-on-severity: high
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index d453dc405..dff4f2043 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -17,10 +17,10 @@ jobs:
 
     steps:
     - name: Checkout code
-      uses: actions/checkout@v4.1.1
+      uses: actions/checkout@v4
 
     - name: Set up Python
-      uses: actions/setup-python@v4.7.1
+      uses: actions/setup-python@v5
       with:
         python-version: "3.11"
 
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 6900d5d8d..c0bfbadaa 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -47,16 +47,15 @@ jobs:
       matrix:
         session: [tests]
         os: ["ubuntu-latest", "macos-latest", "windows-latest"]
-        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
-        sqlalchemy: ["2.*"]
+        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12"]
+        sqlalchemy: ["2"]
         include:
-        - { session: tests,   python-version: "3.11", os: "ubuntu-latest", sqlalchemy: "1.*" }
-        - { session: doctest, python-version: "3.11", os: "ubuntu-latest", sqlalchemy: "2.*" }
-        - { session: mypy,    python-version: "3.11",  os: "ubuntu-latest", sqlalchemy: "2.*" }
+        - { session: tests,   python-version: "3.11", os: "ubuntu-latest", sqlalchemy: "1" }
+        - { session: doctest, python-version: "3.11", os: "ubuntu-latest", sqlalchemy: "2" }
+        - { session: mypy,    python-version: "3.11",  os: "ubuntu-latest", sqlalchemy: "2" }
 
     steps:
-    - name: Check out the repository
-      uses: actions/checkout@v4.1.1
+    - uses: actions/checkout@v4
 
     - name: Install Poetry
       env:
@@ -67,8 +66,7 @@ jobs:
         poetry --version
         poetry self show plugins
 
-    - name: Setup Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4.7.1
+    - uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
         architecture: x64
@@ -96,11 +94,10 @@ jobs:
       run: |
         nox --verbose
 
-    - name: Upload coverage data
+    - uses: actions/upload-artifact@v4
       if: always() && (matrix.session == 'tests')
-      uses: actions/upload-artifact@v3.1.2
       with:
-        name: coverage-data
+        name: coverage-data-nox_${{ matrix.session }}-${{ matrix.os }}-py${{ matrix.python-version }}_sqlalchemy_${{ matrix.sqlalchemy }}
         path: ".coverage.*"
 
   tests-external:
@@ -119,8 +116,7 @@ jobs:
       SAMPLE_TAP_GOOGLE_ANALYTICS_VIEW_ID: ${{ secrets.SAMPLE_TAP_GOOGLE_ANALYTICS_VIEW_ID }}
 
     steps:
-    - name: Check out the repository
-      uses: actions/checkout@v4.1.1
+    - uses: actions/checkout@v4
 
     - name: Install Poetry
       env:
@@ -131,8 +127,7 @@ jobs:
         poetry --version
         poetry self show plugins
 
-    - name: Setup Python
-      uses: actions/setup-python@v4.7.1
+    - uses: actions/setup-python@v5
       with:
         python-version: ${{ env.NOXPYTHON }}
         architecture: x64
@@ -163,8 +158,7 @@ jobs:
     runs-on: ubuntu-latest
     needs: tests
     steps:
-    - name: Check out the repository
-      uses: actions/checkout@v4.1.1
+    - uses: actions/checkout@v4
 
     - name: Install Poetry
       env:
@@ -175,8 +169,7 @@ jobs:
         poetry --version
         poetry self show plugins
 
-    - name: Set up Python
-      uses: actions/setup-python@v4.7.1
+    - uses: actions/setup-python@v5
       with:
         python-version: '3.11'
         cache: 'pip'
@@ -187,10 +180,10 @@ jobs:
         pip install --constraint=.github/workflows/constraints.txt pip
         pip --version
 
-    - name: Download coverage data
-      uses: actions/download-artifact@v3.0.2
+    - uses: actions/download-artifact@v4
       with:
-        name: coverage-data
+        pattern: coverage-data-*
+        merge-multiple: true
 
     - name: Install Nox
       env:
@@ -208,8 +201,7 @@ jobs:
       run: |
         nox --session=coverage -- xml
 
-    - name: Upload coverage report
-      uses: codecov/codecov-action@v3.1.4
+    - uses: codecov/codecov-action@v3
       with:
         fail_ci_if_error: true
         token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/version_bump.yml b/.github/workflows/version_bump.yml
index f679ad91e..ed3edcf94 100644
--- a/.github/workflows/version_bump.yml
+++ b/.github/workflows/version_bump.yml
@@ -36,12 +36,11 @@ jobs:
       discussions: write    # to create a discussion
 
     steps:
-    - uses: actions/checkout@v4.1.1
+    - uses: actions/checkout@v4
       with:
         fetch-depth: 0
 
-    - name: Set up Python
-      uses: actions/setup-python@v4.7.1
+    - uses: actions/setup-python@v5
       with:
         python-version: "3.11"
         architecture: x64
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9975c91a0..a9707001c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -38,14 +38,14 @@ repos:
         )$
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.27.2
+  rev: 0.27.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
   - id: check-readthedocs
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.1.6
+  rev: v0.1.11
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
@@ -60,7 +60,7 @@ repos:
       )$
 
 - repo: https://github.com/pycqa/flake8
-  rev: 6.1.0
+  rev: 7.0.0
   hooks:
   - id: flake8
     additional_dependencies:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6eeba013c..f1b205fc8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,25 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## v0.34.1 (2023-12-19)
+
+### 🐛 Fixes
+
+- [#2118](https://github.com/meltano/sdk/issues/2118) Output JSONPath expression with match count message -- _**Thanks @mjsqu!**_
+- [#2107](https://github.com/meltano/sdk/issues/2107) Respect forced replication method when retrieving state
+- [#2094](https://github.com/meltano/sdk/issues/2094) Use `nulls_first` when available to order `NULL` results in incremental SQL streams
+
+### ⚙️ Under the Hood
+
+- [#1733](https://github.com/meltano/sdk/issues/1733) Test with Python 3.12 🐍
+- [#2095](https://github.com/meltano/sdk/issues/2095) Use `CursorResult.mappings()` in SQL streams
+- [#2092](https://github.com/meltano/sdk/issues/2092) Use `datetime.fromisoformat` in other places
+- [#2090](https://github.com/meltano/sdk/issues/2090) Explicitly use `T` iso date separator
+
+### 📚 Documentation Improvements
+
+- [#2111](https://github.com/meltano/sdk/issues/2111) Fix broken requests documentation links -- _**Thanks @mjsqu!**_
+
 ## v0.34.0 (2023-12-05)
 
 ## v0.34.0rc1 (2023-12-05)
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/{% if cookiecutter.include_ci_files == 'GitHub' %}test.yml{%endif%} b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/{% if cookiecutter.include_ci_files == 'GitHub' %}test.yml{%endif%}
index 0cfc81005..33313a43e 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/{% if cookiecutter.include_ci_files == 'GitHub' %}test.yml{%endif%}	
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/{% if cookiecutter.include_ci_files == 'GitHub' %}test.yml{%endif%}	
@@ -12,11 +12,11 @@ jobs:
       GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python {{ '${{ matrix.python-version }}' }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
     - name: Install Poetry
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
index 3f2efb42e..62f5ab41d 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
@@ -14,19 +14,19 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.27.2
+  rev: 0.27.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.1.6
+  rev: v0.1.11
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
   - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.7.1
+  rev: v1.8.0
   hooks:
   - id: mypy
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
index a79f84120..d0ae4b1a9 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
@@ -13,6 +13,15 @@ keywords = [
     "Mapper",
     "{{cookiecutter.name}}",
 ]
+classifiers = [
+    "Intended Audience :: Developers",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+]
 license = "Apache-2.0"
 {%- if cookiecutter.variant != "None (Skip)" %}
 packages = [
@@ -21,24 +30,24 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8,<4"
-singer-sdk = { version="~=0.34.0" }
+python = ">=3.8"
+singer-sdk = { version="~=0.34.1" }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=7.4.0"
-singer-sdk = { version="~=0.34.0", extras = ["testing"] }
+singer-sdk = { version="~=0.34.1", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
 
 [tool.mypy]
-python_version = "3.9"
+python_version = "3.11"
 warn_unused_configs = true
 
 [tool.ruff]
 src = ["{{cookiecutter.library_name}}"]
-target-version = "py37"
+target-version = "py38"
 
 [tool.ruff.lint]
 ignore = [
@@ -59,7 +68,7 @@ known-first-party = ["{{cookiecutter.library_name}}"]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core>=1.0.8"]
+requires = ["poetry-core==1.8.1"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
index 70b9e4ac7..6be1c116a 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py37, py38, py39, py310, py311
+envlist = py{38,39,310,311,312}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py37, py38, py39, py310, py311
+envlist = py{38,39,310,311,312}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
index 0ea2f9ae7..3922fc4ed 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
@@ -12,11 +12,11 @@ jobs:
       GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python {{ '${{ matrix.python-version }}' }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
     - name: Install Poetry
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
index 6fd8adfd1..5e3f6cb83 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
@@ -14,20 +14,20 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.27.2
+  rev: 0.27.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.1.6
+  rev: v0.1.11
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
   - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.7.1
+  rev: v1.8.0
   hooks:
   - id: mypy
     additional_dependencies:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index 8edf70fad..b1902b724 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -12,6 +12,15 @@ keywords = [
     "ELT",
     "{{cookiecutter.source_name}}",
 ]
+classifiers = [
+    "Intended Audience :: Developers",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+]
 license = "Apache-2.0"
 {%- if cookiecutter.variant != "None (Skip)" %}
 packages = [
@@ -20,25 +29,23 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8,<4"
-singer-sdk = { version="~=0.34.0" }
+python = ">=3.8"
+importlib-resources = { version = "==6.1.*", python = "<3.9" }
+singer-sdk = { version="~=0.34.1" }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 {%- if cookiecutter.stream_type in ["REST", "GraphQL"] %}
 requests = "~=2.31.0"
 {%- endif %}
-{%- if cookiecutter.auth_method in ("OAuth2", "JWT") %}
-cached-property = "~=1" # Remove after Python 3.7 support is dropped
-{%- endif %}
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=7.4.0"
-singer-sdk = { version="~=0.34.0", extras = ["testing"] }
+singer-sdk = { version="~=0.34.1", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
 
 [tool.mypy]
-python_version = "3.9"
+python_version = "3.11"
 warn_unused_configs = true
 {%- if cookiecutter.stream_type == 'SQL' %}
 plugins = "sqlmypy"
@@ -46,7 +53,7 @@ plugins = "sqlmypy"
 
 [tool.ruff]
 src = ["{{cookiecutter.library_name}}"]
-target-version = "py37"
+target-version = "py38"
 
 [tool.ruff.lint]
 ignore = [
@@ -67,7 +74,7 @@ known-first-party = ["{{cookiecutter.library_name}}"]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core>=1.0.8"]
+requires = ["poetry-core==1.8.1"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
index 70b9e4ac7..6be1c116a 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py37, py38, py39, py310, py311
+envlist = py{38,39,310,311,312}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py37, py38, py39, py310, py311
+envlist = py{38,39,310,311,312}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
index dae2269df..26c1447c9 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
@@ -2,10 +2,10 @@
 
 from __future__ import annotations
 
-{% if cookiecutter.auth_method in ("OAuth2", "JWT") -%}
 import sys
-{% endif -%}
-from pathlib import Path
+{%- if cookiecutter.auth_method in ("OAuth2", "JWT") %}
+from functools import cached_property
+{%- endif %}
 from typing import Any, Callable, Iterable
 
 import requests
@@ -41,16 +41,15 @@
 
 {% endif -%}
 
-{%- if cookiecutter.auth_method in ("OAuth2", "JWT") -%}
-if sys.version_info >= (3, 8):
-    from functools import cached_property
+if sys.version_info >= (3, 9):
+    import importlib.resources as importlib_resources
 else:
-    from cached_property import cached_property
-
-{% endif -%}
+    import importlib_resources
 
 _Auth = Callable[[requests.PreparedRequest], requests.PreparedRequest]
-SCHEMAS_DIR = Path(__file__).parent / Path("./schemas")
+
+# TODO: Delete this is if not using json files for schema definition
+SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
 
 
 class {{ cookiecutter.source_name }}Stream({{ cookiecutter.stream_type }}Stream):
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
index 8272cbc24..69c955e6f 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
@@ -2,15 +2,21 @@
 
 from __future__ import annotations
 
+import sys
 import typing as t
-from pathlib import Path
 
 from singer_sdk import typing as th  # JSON Schema typing helpers
 
 from {{ cookiecutter.library_name }}.client import {{ cookiecutter.source_name }}Stream
 
+if sys.version_info >= (3, 9):
+    import importlib.resources as importlib_resources
+else:
+    import importlib_resources
+
+
 # TODO: Delete this is if not using json files for schema definition
-SCHEMAS_DIR = Path(__file__).parent / Path("./schemas")
+SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
 
 
 {%- if cookiecutter.stream_type == "GraphQL" %}
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
index 4544911a6..6f9d71cae 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
@@ -12,11 +12,11 @@ jobs:
       GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python {{ '${{ matrix.python-version }}' }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
     - name: Install Poetry
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
index 9e3953bcd..c89f290a1 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
@@ -14,20 +14,20 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.27.2
+  rev: 0.27.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.1.6
+  rev: v0.1.11
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
   - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.7.1
+  rev: v1.8.0
   hooks:
   - id: mypy
     additional_dependencies:
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
index 917f85146..7bcceaf69 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
@@ -12,6 +12,15 @@ keywords = [
     "ELT",
     "{{cookiecutter.destination_name}}",
 ]
+classifiers = [
+    "Intended Audience :: Developers",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+]
 license = "Apache-2.0"
 {%- if cookiecutter.variant != "None (Skip)" %}
 packages = [
@@ -20,8 +29,8 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8,<4"
-singer-sdk = { version="~=0.34.0" }
+python = ">=3.8"
+singer-sdk = { version="~=0.34.1" }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 {%- if cookiecutter.serialization_method != "SQL" %}
 requests = "~=2.31.0"
@@ -29,14 +38,14 @@ requests = "~=2.31.0"
 
 [tool.poetry.dev-dependencies]
 pytest = ">=7.4.0"
-singer-sdk = { version="~=0.34.0", extras = ["testing"] }
+singer-sdk = { version="~=0.34.1", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
 
 [tool.ruff]
 src = ["{{cookiecutter.library_name}}"]
-target-version = "py37"
+target-version = "py38"
 
 [tool.ruff.lint]
 ignore = [
@@ -57,7 +66,7 @@ known-first-party = ["{{cookiecutter.library_name}}"]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core>=1.0.8"]
+requires = ["poetry-core==1.8.1"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
index 70b9e4ac7..6be1c116a 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py37, py38, py39, py310, py311
+envlist = py{38,39,310,311,312}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py37, py38, py39, py310, py311
+envlist = py{38,39,310,311,312}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/docs/code_samples.md b/docs/code_samples.md
index 0cd79f563..6d9efefd1 100644
--- a/docs/code_samples.md
+++ b/docs/code_samples.md
@@ -240,7 +240,7 @@ class SingletonAuthStream(RESTStream):
 ### Make a stream reuse the same authenticator instance for all requests
 
 ```python
-from memoization import cached
+from functools import cached_property
 
 from singer_sdk.authenticators import APIAuthenticatorBase
 from singer_sdk.streams import RESTStream
@@ -248,8 +248,7 @@ from singer_sdk.streams import RESTStream
 class CachedAuthStream(RESTStream):
     """A stream with singleton authenticator."""
 
-    @property
-    @cached
+    @cached_property
     def authenticator(self) -> APIAuthenticatorBase:
         """Stream authenticator."""
         return APIAuthenticatorBase(stream=self)
diff --git a/docs/conf.py b/docs/conf.py
index 9bae7ea2c..a784a46f5 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -26,7 +26,7 @@
 author = "Meltano Core Team and Contributors"
 
 # The full version, including alpha/beta/rc tags
-release = "0.34.0"
+release = "0.34.1"
 
 
 # -- General configuration ---------------------------------------------------
@@ -57,6 +57,7 @@
 # Show typehints in the description, along with parameter descriptions
 autodoc_typehints = "signature"
 autodoc_class_signature = "separated"
+autodoc_member_order = "groupwise"
 
 # -- Options for HTML output -------------------------------------------------
 
diff --git a/docs/guides/pagination-classes.md b/docs/guides/pagination-classes.md
index 897712423..c77ef579e 100644
--- a/docs/guides/pagination-classes.md
+++ b/docs/guides/pagination-classes.md
@@ -83,11 +83,6 @@ class can be used to handle this pattern.
 
 from singer_sdk.pagination import BaseOffsetPaginator
 
-class MyPaginator(BaseOffsetPaginator):
-    def has_more(self, response):
-        data = response.json()
-        return data.get("has_more", False)
-
 
 class MyStream(RESTStream):
     def get_new_paginator(self):
diff --git a/noxfile.py b/noxfile.py
index 9c5e07626..4171a26f8 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -28,7 +28,7 @@
 COOKIECUTTER_REPLAY_FILES = list(Path("./e2e-tests/cookiecutters").glob("*.json"))
 
 package = "singer_sdk"
-python_versions = ["3.11", "3.10", "3.9", "3.8", "3.7"]
+python_versions = ["3.12", "3.11", "3.10", "3.9", "3.8", "3.7"]
 main_python_version = "3.11"
 locations = "singer_sdk", "tests", "noxfile.py", "docs/conf.py"
 nox.options.sessions = (
@@ -52,16 +52,23 @@
 ]
 
 
+def _clean_py312_deps(session: Session, dependencies: list[str]) -> None:
+    """Clean dependencies for Python 3.12."""
+    if session.python == "3.12":
+        dependencies.remove("duckdb")
+        dependencies.remove("duckdb-engine")
+
+
 @session(python=main_python_version)
 def mypy(session: Session) -> None:
     """Check types with mypy."""
     args = session.posargs or ["singer_sdk"]
     session.install(".[s3,testing,parquet]")
     session.install(
+        "exceptiongroup",
         "mypy",
         "pytest",
         "importlib-resources",
-        "sqlalchemy2-stubs",
         "types-jsonschema",
         "types-python-dateutil",
         "types-pytz",
@@ -77,6 +84,7 @@ def mypy(session: Session) -> None:
 @session(python=python_versions)
 def tests(session: Session) -> None:
     """Execute pytest tests and compute coverage."""
+    _clean_py312_deps(session, test_dependencies)
     session.install(".[s3,parquet]")
     session.install(*test_dependencies)
 
@@ -85,9 +93,11 @@ def tests(session: Session) -> None:
         # Bypass nox-poetry use of --constraint so we can install a version of
         # SQLAlchemy that doesn't match what's in poetry.lock.
         session.poetry.session.install(  # type: ignore[attr-defined]
-            f"sqlalchemy=={sqlalchemy_version}",
+            f"sqlalchemy=={sqlalchemy_version}.*",
         )
 
+    env = {"COVERAGE_CORE": "sysmon"} if session.python == "3.12" else {}
+
     try:
         session.run(
             "coverage",
@@ -98,6 +108,7 @@ def tests(session: Session) -> None:
             "--durations=10",
             "--benchmark-skip",
             *session.posargs,
+            env=env,
         )
     finally:
         if session.interactive:
@@ -107,6 +118,7 @@ def tests(session: Session) -> None:
 @session(python=main_python_version)
 def benches(session: Session) -> None:
     """Run benchmarks."""
+    _clean_py312_deps(session, test_dependencies)
     session.install(".[s3]")
     session.install(*test_dependencies)
     sqlalchemy_version = os.environ.get("SQLALCHEMY_VERSION")
@@ -129,6 +141,7 @@ def update_snapshots(session: Session) -> None:
     """Update pytest snapshots."""
     args = session.posargs or ["-m", "snapshot"]
 
+    _clean_py312_deps(session, test_dependencies)
     session.install(".")
     session.install(*test_dependencies)
     session.run("pytest", "--snapshot-update", *args)
diff --git a/poetry.lock b/poetry.lock
index becb424dc..f7fed204a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -24,13 +24,13 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.dependencies]
@@ -38,25 +38,25 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
-version = "2.13.1"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
-    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
 [package.dependencies]
 pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
-setuptools = {version = "*", markers = "python_version >= \"3.12\""}
 
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
@@ -112,6 +112,34 @@ files = [
     {file = "backports_datetime_fromisoformat-2.0.1-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91042b53de903e3725209ad6d69b6994ae4819614c0decd62d05dfea23f35e2b"},
 ]
 
+[[package]]
+name = "backports-zoneinfo"
+version = "0.2.1"
+description = "Backport of the standard library zoneinfo module"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:da6013fd84a690242c310d77ddb8441a559e9cb3d3d59ebac9aca1a57b2e18bc"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:89a48c0d158a3cc3f654da4c2de1ceba85263fafb861b98b59040a5086259722"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:1c5742112073a563c81f786e77514969acb58649bcdf6cdf0b4ed31a348d4546"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win32.whl", hash = "sha256:e8236383a20872c0cdf5a62b554b27538db7fa1bbec52429d8d106effbaeca08"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win_amd64.whl", hash = "sha256:8439c030a11780786a2002261569bdf362264f605dfa4d65090b64b05c9f79a7"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:f04e857b59d9d1ccc39ce2da1021d196e47234873820cbeaad210724b1ee28ac"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:17746bd546106fa389c51dbea67c8b7c8f0d14b5526a579ca6ccf5ed72c526cf"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:5c144945a7752ca544b4b78c8c41544cdfaf9786f25fe5ffb10e838e19a27570"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-win32.whl", hash = "sha256:e55b384612d93be96506932a786bbcde5a2db7a9e6a4bb4bffe8b733f5b9036b"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-win_amd64.whl", hash = "sha256:a76b38c52400b762e48131494ba26be363491ac4f9a04c1b7e92483d169f6582"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:8961c0f32cd0336fb8e8ead11a1f8cd99ec07145ec2931122faaac1c8f7fd987"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:e81b76cace8eda1fca50e345242ba977f9be6ae3945af8d46326d776b4cf78d1"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:7b0a64cda4145548fed9efc10322770f929b944ce5cee6c0dfe0c87bf4c0c8c9"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win32.whl", hash = "sha256:1b13e654a55cd45672cb54ed12148cd33628f672548f373963b0bff67b217328"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win_amd64.whl", hash = "sha256:4a0f800587060bf8880f954dbef70de6c11bbe59c673c3d818921f042f9954a6"},
+    {file = "backports.zoneinfo-0.2.1.tar.gz", hash = "sha256:fadbfe37f74051d024037f223b8e001611eac868b5c5b06144ef4d8b799862f2"},
+]
+
+[package.extras]
+tzdata = ["tzdata"]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.2"
@@ -132,17 +160,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.33.7"
+version = "1.33.13"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">= 3.7"
 files = [
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+botocore = ">=1.33.13,<1.34.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.8.2,<0.9.0"
 
@@ -151,13 +179,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.33.7"
+version = "1.33.13"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">= 3.7"
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 [package.dependencies]
@@ -460,63 +488,63 @@ toml = ["tomli"]
 
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+version = "7.4.0"
 description = "Code coverage measurement for Python"
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 [package.extras]
-docs = ["Sphinx"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
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 pytzdata = ">=2020.1"
 
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 [[package]]
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 [[package]]
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+    {file = "SQLAlchemy-2.0.25.tar.gz", hash = "sha256:a2c69a7664fb2d54b8682dd774c3b54f67f84fa123cf84dda2a5f40dcaa04e08"},
 ]
 
 [package.dependencies]
 greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
 aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -2445,7 +2620,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -2455,7 +2630,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "time-machine"
@@ -2777,6 +2952,17 @@ files = [
     {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2023.4"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
+]
+
 [[package]]
 name = "urllib3"
 version = "1.26.18"
@@ -2833,11 +3019,11 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 
 [extras]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-autobuild", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinx-reredirects"]
-parquet = ["numpy", "numpy", "pyarrow", "pyarrow"]
+parquet = ["numpy", "numpy", "numpy", "pyarrow", "pyarrow"]
 s3 = ["fs-s3fs"]
 testing = ["pytest", "pytest-durations"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.7.1"
-content-hash = "0d87f1791668ac82221e14509046e52c7714aee5647579c9963a4ac4b47d1438"
+content-hash = "b31a1c8736111f0a95b99d84aec5444b73c6e11ffb4e7a59d15c490257f69b8a"
diff --git a/pyproject.toml b/pyproject.toml
index eb17d2d83..cb7965d09 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "singer-sdk"
-version = "0.34.0"
+version = "0.34.1"
 description = "A framework for building Singer taps"
 authors = ["Meltano Team and Contributors <hello@meltano.com>"]
 maintainers = ["Meltano Team and Contributors <hello@meltano.com>"]
@@ -24,6 +24,7 @@ classifiers = [
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: Implementation :: CPython",
     "Topic :: Software Development :: Libraries :: Application Frameworks",
     "Typing :: Typed",
@@ -45,7 +46,7 @@ click = "~=8.0"
 cryptography = ">=3.4.6"
 fs = ">=2.4.16"
 importlib-metadata = {version = "<7.0.0", python = "<3.12"}
-importlib-resources = {version = ">=5.12.0", markers = "python_version < \"3.9\""}
+importlib-resources = {version = ">=5.12.0", python = "<3.9"}
 inflection = ">=0.5.1"
 joblib = ">=1.0.1"
 jsonpath-ng = ">=1.5.3"
@@ -55,7 +56,10 @@ jsonschema = [
 ]
 memoization = { version = ">=0.3.2,<0.5.0", python = "<4" }
 packaging = ">=23.1"
-pendulum = ">=2.1.0"
+pendulum = [
+    { version = ">=2.1.0,<3", python = "<3.8" },
+    { version = ">=2.1.0,<4", python = ">=3.8" },
+]
 PyJWT = "~=2.4"
 python-dateutil = ">=2.8.2"
 python-dotenv = ">=0.20"
@@ -65,7 +69,7 @@ requests = ">=2.25.1"
 simpleeval = ">=0.9.13"
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.5.0"
 # urllib3 2.0 is not compatible with botocore
 urllib3 = ">=1.26,<2"
 
@@ -86,7 +90,8 @@ fs-s3fs = {version = ">=1.1.1", optional = true}
 # Parquet file dependencies installed as optional 'parquet' extras
 numpy = [
     { version = "<1.22", python = "<3.8", optional = true },
-    { version = ">=1.22", python = ">=3.8", optional = true },
+    { version = ">=1.22,<1.25", python = ">=3.8,<3.9", optional = true },
+    { version = ">=1.22", python = ">=3.9", optional = true },
 ]
 pyarrow = [
     { version = ">=11,<13", python = "<3.8", optional = true },
@@ -118,10 +123,14 @@ parquet = ["numpy", "pyarrow"]
 [tool.poetry.group.dev.dependencies]
 coverage = [
     {extras = ["toml"], version = ">=7.2,<7.3", python = "<3.8"},
-    {extras = ["toml"], version = ">=7.2", python = ">=3.8"},
+    {extras = ["toml"], version = ">=7.2", python = ">=3.8,<3.12"},
+    {extras = ["toml"], version = ">=7.4", python = ">=3.12"},
 ]
-duckdb = ">=0.8.0"
-duckdb-engine = ">=0.9.2"
+
+# TODO: Remove the Python 3.12 marker when DuckDB supports it
+duckdb = { version = ">=0.8.0", python = "<3.12" }
+duckdb-engine = { version = ">=0.9.4", python = "<3.12" }
+
 mypy = [
     { version = ">=1.0,<1.5", python = "<3.8" },
     { version = ">=1.0", python = ">=3.8" },
@@ -159,7 +168,7 @@ norecursedirs = "cookiecutter"
 
 [tool.commitizen]
 name = "cz_version_bump"
-version = "0.34.0"
+version = "0.34.1"
 changelog_merge_prerelease = true
 prerelease_offset = 1
 tag_format = "v$major.$minor.$patch$prerelease"
@@ -237,6 +246,9 @@ line-length = 88
 src = ["samples", "singer_sdk", "tests"]
 target-version = "py37"
 
+[tool.ruff.format]
+docstring-code-format = true
+
 [tool.ruff.lint]
 exclude = [
     "cookiecutter/*",
@@ -281,7 +293,7 @@ select = [
     "Q",    # flake8-quotes
     "RSE",  # flake8-raise
     "RET",  # flake8-return
-    # "SLF",  # flake8-self
+    "SLF",  # flake8-self
     "SIM",  # flake8-simplify
     "TID",  # flake8-tidy-imports
     "TCH",  # flake8-type-checking
@@ -307,7 +319,7 @@ unfixable = [
     "INP001", # flake8-no-pep420: implicit-namespace-package
 ]
 "noxfile.py" = ["ANN"]
-"tests/*" = ["ANN", "D1", "D2", "FBT001", "FBT003", "PLR2004", "S101"]
+"tests/*" = ["ANN", "D1", "D2", "FBT001", "FBT003", "PLR2004", "S101", "SLF001"]
 # Disabled some checks in samples code
 "samples/*" = ["ANN", "D"]
 # Templates support a generic resource of type Any.
@@ -320,9 +332,10 @@ mypy-init-return = true
 suppress-dummy-args = true
 
 [tool.ruff.lint.flake8-import-conventions]
-banned-from = ["typing"]
+banned-from = ["sqlalchemy", "typing"]
 
 [tool.ruff.lint.flake8-import-conventions.extend-aliases]
+sqlalchemy = "sa"
 typing = "t"
 
 [tool.ruff.lint.flake8-pytest-style]
diff --git a/samples/aapl/aapl.py b/samples/aapl/aapl.py
index ecbf032de..7784a34f2 100644
--- a/samples/aapl/aapl.py
+++ b/samples/aapl/aapl.py
@@ -3,11 +3,16 @@
 from __future__ import annotations
 
 import json
-from pathlib import Path
+import sys
 
 from singer_sdk import Stream, Tap
 
-PROJECT_DIR = Path(__file__).parent
+if sys.version_info < (3, 9):
+    import importlib_resources
+else:
+    import importlib.resources as importlib_resources
+
+PROJECT_DIR = importlib_resources.files("samples.aapl")
 
 
 class AAPL(Stream):
diff --git a/samples/sample_tap_countries/countries_streams.py b/samples/sample_tap_countries/countries_streams.py
index 708e1678a..3b68a5571 100644
--- a/samples/sample_tap_countries/countries_streams.py
+++ b/samples/sample_tap_countries/countries_streams.py
@@ -9,12 +9,12 @@
 from __future__ import annotations
 
 import abc
-from pathlib import Path
 
 from singer_sdk import typing as th
+from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.streams.graphql import GraphQLStream
 
-SCHEMAS_DIR = Path(__file__).parent / Path("./schemas")
+SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
 
 
 class CountriesAPIStream(GraphQLStream, metaclass=abc.ABCMeta):
diff --git a/samples/sample_tap_gitlab/gitlab_graphql_streams.py b/samples/sample_tap_gitlab/gitlab_graphql_streams.py
index b29fbc13e..303964615 100644
--- a/samples/sample_tap_gitlab/gitlab_graphql_streams.py
+++ b/samples/sample_tap_gitlab/gitlab_graphql_streams.py
@@ -6,13 +6,12 @@
 
 from __future__ import annotations
 
-from pathlib import Path
-
+from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.streams import GraphQLStream
 
 SITE_URL = "https://gitlab.com/graphql"
 
-SCHEMAS_DIR = Path(__file__).parent / Path("./schemas")
+SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
 
 
 class GitlabGraphQLStream(GraphQLStream):
diff --git a/samples/sample_tap_gitlab/gitlab_rest_streams.py b/samples/sample_tap_gitlab/gitlab_rest_streams.py
index 1480a017d..1db629099 100644
--- a/samples/sample_tap_gitlab/gitlab_rest_streams.py
+++ b/samples/sample_tap_gitlab/gitlab_rest_streams.py
@@ -3,9 +3,9 @@
 from __future__ import annotations
 
 import typing as t
-from pathlib import Path
 
 from singer_sdk.authenticators import SimpleAuthenticator
+from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.pagination import SimpleHeaderPaginator
 from singer_sdk.streams.rest import RESTStream
 from singer_sdk.typing import (
@@ -17,7 +17,7 @@
     StringType,
 )
 
-SCHEMAS_DIR = Path(__file__).parent / Path("./schemas")
+SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
 
 DEFAULT_URL_BASE = "https://gitlab.com/api/v4"
 
diff --git a/samples/sample_tap_google_analytics/ga_tap_stream.py b/samples/sample_tap_google_analytics/ga_tap_stream.py
index 04c3a253e..5bd0503fb 100644
--- a/samples/sample_tap_google_analytics/ga_tap_stream.py
+++ b/samples/sample_tap_google_analytics/ga_tap_stream.py
@@ -4,14 +4,14 @@
 
 import datetime
 import typing as t
-from pathlib import Path
 
 from singer_sdk.authenticators import OAuthJWTAuthenticator
+from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.streams import RESTStream
 
 GOOGLE_OAUTH_ENDPOINT = "https://oauth2.googleapis.com/token"
 GA_OAUTH_SCOPES = "https://www.googleapis.com/auth/analytics.readonly"
-SCHEMAS_DIR = Path(__file__).parent / Path("./schemas")
+SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
 
 
 class GoogleJWTAuthenticator(OAuthJWTAuthenticator):
diff --git a/samples/sample_tap_sqlite/__init__.py b/samples/sample_tap_sqlite/__init__.py
index 3aed5d21d..2cd34144f 100644
--- a/samples/sample_tap_sqlite/__init__.py
+++ b/samples/sample_tap_sqlite/__init__.py
@@ -33,6 +33,7 @@ class SQLiteStream(SQLStream):
     """
 
     connector_class = SQLiteConnector
+    supports_nulls_first = True
 
     # Use a smaller state message frequency to check intermediate state.
     STATE_MSG_FREQUENCY = 10
diff --git a/singer_sdk/_singerlib/catalog.py b/singer_sdk/_singerlib/catalog.py
index 87b528466..6a332b52e 100644
--- a/singer_sdk/_singerlib/catalog.py
+++ b/singer_sdk/_singerlib/catalog.py
@@ -86,7 +86,7 @@ def to_dict(self) -> dict[str, t.Any]:
 class StreamMetadata(Metadata):
     """Stream metadata."""
 
-    table_key_properties: list[str] | None = None
+    table_key_properties: t.Sequence[str] | None = None
     forced_replication_method: str | None = None
     valid_replication_keys: list[str] | None = None
     schema_name: str | None = None
@@ -159,7 +159,7 @@ def get_standard_metadata(
         *,
         schema: dict[str, t.Any] | None = None,
         schema_name: str | None = None,
-        key_properties: list[str] | None = None,
+        key_properties: t.Sequence[str] | None = None,
         valid_replication_keys: list[str] | None = None,
         replication_method: str | None = None,
         selected_by_default: bool | None = None,
@@ -285,7 +285,7 @@ class CatalogEntry:
     metadata: MetadataMapping
     schema: Schema
     stream: str | None = None
-    key_properties: list[str] | None = None
+    key_properties: t.Sequence[str] | None = None
     replication_key: str | None = None
     is_view: bool | None = None
     database: str | None = None
@@ -385,7 +385,7 @@ def to_dict(self) -> dict[str, t.Any]:
         return {"streams": [stream.to_dict() for stream in self.streams]}
 
     @property
-    def streams(self) -> list[CatalogEntry]:
+    def streams(self) -> t.Sequence[CatalogEntry]:
         """Get catalog entries.
 
         Returns:
diff --git a/singer_sdk/_singerlib/messages.py b/singer_sdk/_singerlib/messages.py
index 8a207ff26..cbea58527 100644
--- a/singer_sdk/_singerlib/messages.py
+++ b/singer_sdk/_singerlib/messages.py
@@ -169,7 +169,7 @@ class SchemaMessage(Message):
     schema: dict[str, t.Any]
     """The schema definition."""
 
-    key_properties: list[str] | None = None
+    key_properties: t.Sequence[str] | None = None
     """The key properties."""
 
     bookmark_properties: list[str] | None = None
diff --git a/singer_sdk/authenticators.py b/singer_sdk/authenticators.py
index fcba67e7b..d31ab1dee 100644
--- a/singer_sdk/authenticators.py
+++ b/singer_sdk/authenticators.py
@@ -443,12 +443,12 @@ def oauth_request_body(self) -> dict:
             @property
             def oauth_request_body(self) -> dict:
                 return {
-                    'grant_type': 'password',
-                    'scope': 'https://api.powerbi.com',
-                    'resource': 'https://analysis.windows.net/powerbi/api',
-                    'client_id': self.config["client_id"],
-                    'username': self.config.get("username", self.config["client_id"]),
-                    'password': self.config["password"],
+                    "grant_type": "password",
+                    "scope": "https://api.powerbi.com",
+                    "resource": "https://analysis.windows.net/powerbi/api",
+                    "client_id": self.config["client_id"],
+                    "username": self.config.get("username", self.config["client_id"]),
+                    "password": self.config["password"],
                 }
 
         Raises:
@@ -485,7 +485,7 @@ def is_token_valid(self) -> bool:
             return False
         if not self.expires_in:
             return True
-        return self.expires_in > (utc_now() - self.last_refreshed).total_seconds()  # type: ignore[no-any-return]
+        return self.expires_in > (utc_now() - self.last_refreshed).total_seconds()
 
     # Authentication and refresh
     def update_access_token(self) -> None:
diff --git a/singer_sdk/connectors/sql.py b/singer_sdk/connectors/sql.py
index c4ddba880..ae5ff78db 100644
--- a/singer_sdk/connectors/sql.py
+++ b/singer_sdk/connectors/sql.py
@@ -12,7 +12,7 @@
 from functools import lru_cache
 
 import simplejson
-import sqlalchemy
+import sqlalchemy as sa
 
 from singer_sdk import typing as th
 from singer_sdk._singerlib import CatalogEntry, MetadataMapping, Schema
@@ -58,7 +58,7 @@ def __init__(
         """
         self._config: dict[str, t.Any] = config or {}
         self._sqlalchemy_url: str | None = sqlalchemy_url or None
-        self._table_cols_cache: dict[str, dict[str, sqlalchemy.Column]] = {}
+        self._table_cols_cache: dict[str, dict[str, sa.Column]] = {}
         self._schema_cache: set[str] = set()
 
     @property
@@ -80,11 +80,11 @@ def logger(self) -> logging.Logger:
         return logging.getLogger("sqlconnector")
 
     @contextmanager
-    def _connect(self) -> t.Iterator[sqlalchemy.engine.Connection]:
+    def _connect(self) -> t.Iterator[sa.engine.Connection]:
         with self._engine.connect().execution_options(stream_results=True) as conn:
             yield conn
 
-    def create_sqlalchemy_connection(self) -> sqlalchemy.engine.Connection:
+    def create_sqlalchemy_connection(self) -> sa.engine.Connection:
         """(DEPRECATED) Return a new SQLAlchemy connection using the provided config.
 
         Do not use the SQLConnector's connection directly. Instead, if you need
@@ -131,7 +131,7 @@ def create_sqlalchemy_engine(self) -> Engine:
         return self._engine
 
     @property
-    def connection(self) -> sqlalchemy.engine.Connection:
+    def connection(self) -> sa.engine.Connection:
         """(DEPRECATED) Return or set the SQLAlchemy connection object.
 
         Do not use the SQLConnector's connection directly. Instead, if you need
@@ -187,8 +187,8 @@ def get_sqlalchemy_url(self, config: dict[str, t.Any]) -> str:
     def to_jsonschema_type(
         sql_type: (
             str  # noqa: ANN401
-            | sqlalchemy.types.TypeEngine
-            | type[sqlalchemy.types.TypeEngine]
+            | sa.types.TypeEngine
+            | type[sa.types.TypeEngine]
             | t.Any
         ),
     ) -> dict:
@@ -210,11 +210,11 @@ def to_jsonschema_type(
         Returns:
             The JSON Schema representation of the provided type.
         """
-        if isinstance(sql_type, (str, sqlalchemy.types.TypeEngine)):
+        if isinstance(sql_type, (str, sa.types.TypeEngine)):
             return th.to_jsonschema_type(sql_type)
 
         if isinstance(sql_type, type):
-            if issubclass(sql_type, sqlalchemy.types.TypeEngine):
+            if issubclass(sql_type, sa.types.TypeEngine):
                 return th.to_jsonschema_type(sql_type)
 
             msg = f"Unexpected type received: '{sql_type.__name__}'"
@@ -224,7 +224,7 @@ def to_jsonschema_type(
         raise ValueError(msg)
 
     @staticmethod
-    def to_sql_type(jsonschema_type: dict) -> sqlalchemy.types.TypeEngine:
+    def to_sql_type(jsonschema_type: dict) -> sa.types.TypeEngine:
         """Return a JSON Schema representation of the provided type.
 
         By default will call `typing.to_sql_type()`.
@@ -287,7 +287,7 @@ def get_fully_qualified_name(
         return delimiter.join(parts)
 
     @property
-    def _dialect(self) -> sqlalchemy.engine.Dialect:
+    def _dialect(self) -> sa.engine.Dialect:
         """Return the dialect object.
 
         Returns:
@@ -324,7 +324,7 @@ def create_engine(self) -> Engine:
             A new SQLAlchemy Engine.
         """
         try:
-            return sqlalchemy.create_engine(
+            return sa.create_engine(
                 self.sqlalchemy_url,
                 echo=False,
                 json_serializer=self.serialize_json,
@@ -334,7 +334,7 @@ def create_engine(self) -> Engine:
             self.logger.exception(
                 "Retrying engine creation with fewer arguments due to TypeError.",
             )
-            return sqlalchemy.create_engine(
+            return sa.create_engine(
                 self.sqlalchemy_url,
                 echo=False,
             )
@@ -444,8 +444,10 @@ def discover_catalog_entry(
         if pk_def and "constrained_columns" in pk_def:
             possible_primary_keys.append(pk_def["constrained_columns"])
 
+        # An element of the columns list is ``None`` if it's an expression and is
+        # returned in the ``expressions`` list of the reflected index.
         possible_primary_keys.extend(
-            index_def["column_names"]
+            index_def["column_names"]  # type: ignore[misc]
             for index_def in inspected.get_indexes(table_name, schema=schema_name)
             if index_def.get("unique", False)
         )
@@ -457,9 +459,7 @@ def discover_catalog_entry(
         for column_def in inspected.get_columns(table_name, schema=schema_name):
             column_name = column_def["name"]
             is_nullable = column_def.get("nullable", False)
-            jsonschema_type: dict = self.to_jsonschema_type(
-                t.cast(sqlalchemy.types.TypeEngine, column_def["type"]),
-            )
+            jsonschema_type: dict = self.to_jsonschema_type(column_def["type"])
             table_schema.append(
                 th.Property(
                     name=column_name,
@@ -508,7 +508,7 @@ def discover_catalog_entries(self) -> list[dict]:
         """
         result: list[dict] = []
         engine = self._engine
-        inspected = sqlalchemy.inspect(engine)
+        inspected = sa.inspect(engine)
         for schema_name in self.get_schema_names(engine, inspected):
             # Iterate through each table and view
             for table_name, is_view in self.get_object_names(
@@ -572,7 +572,7 @@ def table_exists(self, full_table_name: str) -> bool:
         """
         _, schema_name, table_name = self.parse_full_table_name(full_table_name)
 
-        return sqlalchemy.inspect(self._engine).has_table(table_name, schema_name)
+        return sa.inspect(self._engine).has_table(table_name, schema_name)
 
     def schema_exists(self, schema_name: str) -> bool:
         """Determine if the target database schema already exists.
@@ -585,7 +585,7 @@ def schema_exists(self, schema_name: str) -> bool:
         """
         if schema_name not in self._schema_cache:
             self._schema_cache = set(
-                sqlalchemy.inspect(self._engine).get_schema_names(),
+                sa.inspect(self._engine).get_schema_names(),
             )
 
         return schema_name in self._schema_cache
@@ -594,7 +594,7 @@ def get_table_columns(
         self,
         full_table_name: str,
         column_names: list[str] | None = None,
-    ) -> dict[str, sqlalchemy.Column]:
+    ) -> dict[str, sa.Column]:
         """Return a list of table columns.
 
         Args:
@@ -606,11 +606,11 @@ def get_table_columns(
         """
         if full_table_name not in self._table_cols_cache:
             _, schema_name, table_name = self.parse_full_table_name(full_table_name)
-            inspector = sqlalchemy.inspect(self._engine)
+            inspector = sa.inspect(self._engine)
             columns = inspector.get_columns(table_name, schema_name)
 
             self._table_cols_cache[full_table_name] = {
-                col_meta["name"]: sqlalchemy.Column(
+                col_meta["name"]: sa.Column(
                     col_meta["name"],
                     col_meta["type"],
                     nullable=col_meta.get("nullable", False),
@@ -627,7 +627,7 @@ def get_table(
         self,
         full_table_name: str,
         column_names: list[str] | None = None,
-    ) -> sqlalchemy.Table:
+    ) -> sa.Table:
         """Return a table object.
 
         Args:
@@ -642,8 +642,8 @@ def get_table(
             column_names=column_names,
         ).values()
         _, schema_name, table_name = self.parse_full_table_name(full_table_name)
-        meta = sqlalchemy.MetaData()
-        return sqlalchemy.schema.Table(
+        meta = sa.MetaData()
+        return sa.schema.Table(
             table_name,
             meta,
             *list(columns),
@@ -669,13 +669,13 @@ def create_schema(self, schema_name: str) -> None:
             schema_name: The target schema to create.
         """
         with self._connect() as conn, conn.begin():
-            conn.execute(sqlalchemy.schema.CreateSchema(schema_name))
+            conn.execute(sa.schema.CreateSchema(schema_name))
 
     def create_empty_table(
         self,
         full_table_name: str,
         schema: dict,
-        primary_keys: list[str] | None = None,
+        primary_keys: t.Sequence[str] | None = None,
         partition_keys: list[str] | None = None,
         as_temp_table: bool = False,  # noqa: FBT001, FBT002
     ) -> None:
@@ -699,8 +699,8 @@ def create_empty_table(
         _ = partition_keys  # Not supported in generic implementation.
 
         _, schema_name, table_name = self.parse_full_table_name(full_table_name)
-        meta = sqlalchemy.MetaData(schema=schema_name)
-        columns: list[sqlalchemy.Column] = []
+        meta = sa.MetaData(schema=schema_name)
+        columns: list[sa.Column] = []
         primary_keys = primary_keys or []
         try:
             properties: dict = schema["properties"]
@@ -710,21 +710,21 @@ def create_empty_table(
         for property_name, property_jsonschema in properties.items():
             is_primary_key = property_name in primary_keys
             columns.append(
-                sqlalchemy.Column(
+                sa.Column(
                     property_name,
                     self.to_sql_type(property_jsonschema),
                     primary_key=is_primary_key,
                 ),
             )
 
-        _ = sqlalchemy.Table(table_name, meta, *columns)
+        _ = sa.Table(table_name, meta, *columns)
         meta.create_all(self._engine)
 
     def _create_empty_column(
         self,
         full_table_name: str,
         column_name: str,
-        sql_type: sqlalchemy.types.TypeEngine,
+        sql_type: sa.types.TypeEngine,
     ) -> None:
         """Create a new column.
 
@@ -762,7 +762,7 @@ def prepare_table(
         self,
         full_table_name: str,
         schema: dict,
-        primary_keys: list[str],
+        primary_keys: t.Sequence[str],
         partition_keys: list[str] | None = None,
         as_temp_table: bool = False,  # noqa: FBT002, FBT001
     ) -> None:
@@ -806,7 +806,7 @@ def prepare_column(
         self,
         full_table_name: str,
         column_name: str,
-        sql_type: sqlalchemy.types.TypeEngine,
+        sql_type: sa.types.TypeEngine,
     ) -> None:
         """Adapt target table to provided schema if possible.
 
@@ -854,8 +854,8 @@ def rename_column(self, full_table_name: str, old_name: str, new_name: str) -> N
 
     def merge_sql_types(
         self,
-        sql_types: list[sqlalchemy.types.TypeEngine],
-    ) -> sqlalchemy.types.TypeEngine:
+        sql_types: t.Sequence[sa.types.TypeEngine],
+    ) -> sa.types.TypeEngine:
         """Return a compatible SQL type for the selected type list.
 
         Args:
@@ -886,7 +886,7 @@ def merge_sql_types(
         # If greater than two evaluate the first pair then on down the line
         if len(sql_types) > 2:  # noqa: PLR2004
             return self.merge_sql_types(
-                [self.merge_sql_types([sql_types[0], sql_types[1]])] + sql_types[2:],
+                [self.merge_sql_types([sql_types[0], sql_types[1]]), *sql_types[2:]],
             )
 
         # Get the generic type class
@@ -898,7 +898,7 @@ def merge_sql_types(
             if isinstance(generic_type, type):
                 if issubclass(
                     generic_type,
-                    (sqlalchemy.types.String, sqlalchemy.types.Unicode),
+                    (sa.types.String, sa.types.Unicode),
                 ):
                     # If length None or 0 then is varchar max ?
                     if (
@@ -917,8 +917,8 @@ def merge_sql_types(
 
     def _sort_types(
         self,
-        sql_types: t.Iterable[sqlalchemy.types.TypeEngine],
-    ) -> list[sqlalchemy.types.TypeEngine]:
+        sql_types: t.Iterable[sa.types.TypeEngine],
+    ) -> t.Sequence[sa.types.TypeEngine]:
         """Return the input types sorted from most to least compatible.
 
         For example, [Smallint, Integer, Datetime, String, Double] would become
@@ -929,14 +929,14 @@ def _sort_types(
         length will be sorted earlier.
 
         Args:
-            sql_types (List[sqlalchemy.types.TypeEngine]): [description]
+            sql_types (List[sa.types.TypeEngine]): [description]
 
         Returns:
             The sorted list.
         """
 
         def _get_type_sort_key(
-            sql_type: sqlalchemy.types.TypeEngine,
+            sql_type: sa.types.TypeEngine,
         ) -> tuple[int, int]:
             # return rank, with higher numbers ranking first
 
@@ -960,7 +960,7 @@ def _get_column_type(
         self,
         full_table_name: str,
         column_name: str,
-    ) -> sqlalchemy.types.TypeEngine:
+    ) -> sa.types.TypeEngine:
         """Get the SQL type of the declared column.
 
         Args:
@@ -979,14 +979,14 @@ def _get_column_type(
             msg = f"Column `{column_name}` does not exist in table `{full_table_name}`."
             raise KeyError(msg) from ex
 
-        return t.cast(sqlalchemy.types.TypeEngine, column.type)
+        return column.type
 
     @staticmethod
     def get_column_add_ddl(
         table_name: str,
         column_name: str,
-        column_type: sqlalchemy.types.TypeEngine,
-    ) -> sqlalchemy.DDL:
+        column_type: sa.types.TypeEngine,
+    ) -> sa.DDL:
         """Get the create column DDL statement.
 
         Override this if your database uses a different syntax for creating columns.
@@ -999,13 +999,13 @@ def get_column_add_ddl(
         Returns:
             A sqlalchemy DDL instance.
         """
-        create_column_clause = sqlalchemy.schema.CreateColumn(
-            sqlalchemy.Column(
+        create_column_clause = sa.schema.CreateColumn(
+            sa.Column(
                 column_name,
                 column_type,
             ),
         )
-        return sqlalchemy.DDL(
+        return sa.DDL(
             "ALTER TABLE %(table_name)s ADD COLUMN %(create_column_clause)s",
             {
                 "table_name": table_name,
@@ -1018,7 +1018,7 @@ def get_column_rename_ddl(
         table_name: str,
         column_name: str,
         new_column_name: str,
-    ) -> sqlalchemy.DDL:
+    ) -> sa.DDL:
         """Get the create column DDL statement.
 
         Override this if your database uses a different syntax for renaming columns.
@@ -1031,7 +1031,7 @@ def get_column_rename_ddl(
         Returns:
             A sqlalchemy DDL instance.
         """
-        return sqlalchemy.DDL(
+        return sa.DDL(
             "ALTER TABLE %(table_name)s "
             "RENAME COLUMN %(column_name)s to %(new_column_name)s",
             {
@@ -1045,8 +1045,8 @@ def get_column_rename_ddl(
     def get_column_alter_ddl(
         table_name: str,
         column_name: str,
-        column_type: sqlalchemy.types.TypeEngine,
-    ) -> sqlalchemy.DDL:
+        column_type: sa.types.TypeEngine,
+    ) -> sa.DDL:
         """Get the alter column DDL statement.
 
         Override this if your database uses a different syntax for altering columns.
@@ -1059,7 +1059,7 @@ def get_column_alter_ddl(
         Returns:
             A sqlalchemy DDL instance.
         """
-        return sqlalchemy.DDL(
+        return sa.DDL(
             "ALTER TABLE %(table_name)s ALTER COLUMN %(column_name)s (%(column_type)s)",
             {
                 "table_name": table_name,
@@ -1070,7 +1070,7 @@ def get_column_alter_ddl(
 
     @staticmethod
     def remove_collation(
-        column_type: sqlalchemy.types.TypeEngine,
+        column_type: sa.types.TypeEngine,
     ) -> str | None:
         """Removes collation for the given column TypeEngine instance.
 
@@ -1088,7 +1088,7 @@ def remove_collation(
 
     @staticmethod
     def update_collation(
-        column_type: sqlalchemy.types.TypeEngine,
+        column_type: sa.types.TypeEngine,
         collation: str | None,
     ) -> None:
         """Sets column collation if column type has a collation attribute.
@@ -1104,7 +1104,7 @@ def _adapt_column_type(
         self,
         full_table_name: str,
         column_name: str,
-        sql_type: sqlalchemy.types.TypeEngine,
+        sql_type: sa.types.TypeEngine,
     ) -> None:
         """Adapt table column type to support the new JSON schema type.
 
@@ -1116,7 +1116,7 @@ def _adapt_column_type(
         Raises:
             NotImplementedError: if altering columns is not supported.
         """
-        current_type: sqlalchemy.types.TypeEngine = self._get_column_type(
+        current_type: sa.types.TypeEngine = self._get_column_type(
             full_table_name,
             column_name,
         )
diff --git a/singer_sdk/helpers/_compat.py b/singer_sdk/helpers/_compat.py
index cc84576a8..c9a7df6cc 100644
--- a/singer_sdk/helpers/_compat.py
+++ b/singer_sdk/helpers/_compat.py
@@ -12,15 +12,22 @@
     from importlib import metadata
     from typing import final  # noqa: ICN003
 
-if sys.version_info < (3, 12):
-    from importlib_metadata import entry_points
+if sys.version_info < (3, 9):
+    import importlib_resources
 else:
-    from importlib.metadata import entry_points
+    from importlib import resources as importlib_resources
 
 if sys.version_info < (3, 9):
-    import importlib_resources as resources
+    from importlib_resources.abc import Traversable
+elif sys.version_info < (3, 12):
+    from importlib.abc import Traversable
 else:
-    from importlib import resources
+    from importlib.resources.abc import Traversable
+
+if sys.version_info < (3, 12):
+    from importlib_metadata import entry_points
+else:
+    from importlib.metadata import entry_points
 
 if sys.version_info < (3, 11):
     from backports.datetime_fromisoformat import MonkeyPatch
@@ -34,9 +41,10 @@
 __all__ = [
     "metadata",
     "final",
-    "resources",
     "entry_points",
     "datetime_fromisoformat",
     "date_fromisoformat",
     "time_fromisoformat",
+    "importlib_resources",
+    "Traversable",
 ]
diff --git a/singer_sdk/helpers/_flattening.py b/singer_sdk/helpers/_flattening.py
index 3cf1f172e..866eb8a48 100644
--- a/singer_sdk/helpers/_flattening.py
+++ b/singer_sdk/helpers/_flattening.py
@@ -96,9 +96,7 @@ def flatten_schema(
     >>> schema = {
     ...     "type": "object",
     ...     "properties": {
-    ...         "id": {
-    ...             "type": "string"
-    ...         },
+    ...         "id": {"type": "string"},
     ...         "foo": {
     ...             "type": "object",
     ...             "properties": {
@@ -107,17 +105,13 @@ def flatten_schema(
     ...                     "properties": {
     ...                         "baz": {
     ...                             "type": "object",
-    ...                             "properties": {
-    ...                                 "qux": {
-    ...                                     "type": "string"
-    ...                                 }
-    ...                             }
+    ...                             "properties": {"qux": {"type": "string"}},
     ...                         }
-    ...                     }
+    ...                     },
     ...                 }
-    ...             }
-    ...         }
-    ...     }
+    ...             },
+    ...         },
+    ...     },
     ... }
     >>> print(json.dumps(flatten_schema(schema, 0), indent=2))
     {
@@ -189,9 +183,7 @@ def flatten_schema(
     >>> nullable_leaves_schema = {
     ...     "type": "object",
     ...     "properties": {
-    ...         "id": {
-    ...             "type": "string"
-    ...         },
+    ...         "id": {"type": "string"},
     ...         "foo": {
     ...             "type": ["object", "null"],
     ...             "properties": {
@@ -200,17 +192,13 @@ def flatten_schema(
     ...                     "properties": {
     ...                         "baz": {
     ...                             "type": ["object", "null"],
-    ...                             "properties": {
-    ...                                 "qux": {
-    ...                                     "type": "string"
-    ...                                 }
-    ...                             }
+    ...                             "properties": {"qux": {"type": "string"}},
     ...                         }
-    ...                     }
+    ...                     },
     ...                 }
-    ...             }
-    ...         }
-    ...     }
+    ...             },
+    ...         },
+    ...     },
     ... }
     >>> print(json.dumps(flatten_schema(nullable_leaves_schema, 0), indent=2))
     {
diff --git a/singer_sdk/helpers/capabilities.py b/singer_sdk/helpers/capabilities.py
index 9d9e82a45..c7ae307a2 100644
--- a/singer_sdk/helpers/capabilities.py
+++ b/singer_sdk/helpers/capabilities.py
@@ -185,7 +185,7 @@ def __new__(
         """
         member: DeprecatedEnum = object.__new__(cls)
         member._value_ = value
-        member._deprecation = deprecation
+        member.deprecation = deprecation
         return member
 
     @property
@@ -195,8 +195,8 @@ def deprecation_message(self) -> str | None:
         Returns:
             Deprecation message.
         """
-        self._deprecation: str | None
-        return self._deprecation
+        self.deprecation: str | None
+        return self.deprecation
 
     def emit_warning(self) -> None:
         """Emit deprecation warning."""
diff --git a/singer_sdk/helpers/jsonpath.py b/singer_sdk/helpers/jsonpath.py
index 82c514b41..33e65c7fa 100644
--- a/singer_sdk/helpers/jsonpath.py
+++ b/singer_sdk/helpers/jsonpath.py
@@ -33,7 +33,7 @@ def extract_jsonpath(
     match: jsonpath_ng.DatumInContext
     matches = compiled_jsonpath.find(input)
 
-    logger.info("JSONPath matches: %d", len(matches))
+    logger.info("JSONPath %s match count: %d", expression, len(matches))
 
     for match in matches:
         yield match.value
diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index 0153b2a98..aeea46812 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -66,7 +66,7 @@ def __init__(
         self,
         stream_alias: str,
         raw_schema: dict,
-        key_properties: list[str] | None,
+        key_properties: t.Sequence[str] | None,
         flattening_options: FlatteningOptions | None,
     ) -> None:
         """Initialize mapper.
@@ -232,7 +232,7 @@ def __init__(
         stream_alias: str,
         map_config: dict,
         raw_schema: dict,
-        key_properties: list[str] | None,
+        key_properties: t.Sequence[str] | None,
         map_transform: dict,
         flattening_options: FlatteningOptions | None,
     ) -> None:
@@ -666,7 +666,7 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
         self,
         stream_name: str,
         schema: dict,
-        key_properties: list[str] | None,
+        key_properties: t.Sequence[str] | None,
     ) -> None:
         """Register a new stream as described by its name and schema.
 
diff --git a/singer_sdk/pagination.py b/singer_sdk/pagination.py
index f00bb0920..5bf55ca4c 100644
--- a/singer_sdk/pagination.py
+++ b/singer_sdk/pagination.py
@@ -30,7 +30,7 @@ def first(iterable: t.Iterable[T]) -> T:
     Returns:
         The first element of the iterable.
 
-    >>> first('ABC')
+    >>> first("ABC")
     'A'
     """
     return next(iter(iterable))
@@ -205,6 +205,7 @@ class MyHATEOASPaginator(BaseHATEOASPaginator):
            def get_next_url(self, response):
                return response.json().get("next")
 
+
        class MyStream(Stream):
            def get_new_paginator(self):
                return MyHATEOASPaginator()
@@ -336,19 +337,6 @@ def get_next(self, response: Response) -> str | None:
 class BasePageNumberPaginator(BaseAPIPaginator[int], metaclass=ABCMeta):
     """Paginator class for APIs that use page number."""
 
-    @abstractmethod
-    def has_more(self, response: Response) -> bool:
-        """Override this method to check if the endpoint has any pages left.
-
-        Args:
-            response: API response object.
-
-        Returns:
-            Boolean flag used to indicate if the endpoint has more pages.
-
-        """
-        ...
-
     def get_next(self, response: Response) -> int | None:  # noqa: ARG002
         """Get the next page number.
 
@@ -382,18 +370,6 @@ def __init__(
         super().__init__(start_value, *args, **kwargs)
         self._page_size = page_size
 
-    @abstractmethod
-    def has_more(self, response: Response) -> bool:
-        """Override this method to check if the endpoint has any pages left.
-
-        Args:
-            response: API response object.
-
-        Returns:
-            Boolean flag used to indicate if the endpoint has more pages.
-        """
-        ...
-
     def get_next(self, response: Response) -> int | None:  # noqa: ARG002
         """Get the next page offset.
 
diff --git a/singer_sdk/plugin_base.py b/singer_sdk/plugin_base.py
index b4e82296b..171e326e6 100644
--- a/singer_sdk/plugin_base.py
+++ b/singer_sdk/plugin_base.py
@@ -138,7 +138,7 @@ def logger(cls) -> logging.Logger:  # noqa: N805
 
         logger = logging.getLogger(cls.name)
 
-        if log_level is not None and log_level.upper() in logging._levelToName.values():
+        if log_level is not None and log_level.upper() in logging._levelToName.values():  # noqa: SLF001
             logger.setLevel(log_level.upper())
 
         return logger
@@ -187,7 +187,7 @@ def __init__(
             if self._is_secret_config(k):
                 config_dict[k] = SecretString(v)
         self._config = config_dict
-        metrics._setup_logging(self.config)
+        metrics._setup_logging(self.config)  # noqa: SLF001
         self.metrics_logger = metrics.get_metrics_logger()
 
         self._validate_config(raise_errors=validate_config)
diff --git a/singer_sdk/sinks/core.py b/singer_sdk/sinks/core.py
index e09518b78..940b75f56 100644
--- a/singer_sdk/sinks/core.py
+++ b/singer_sdk/sinks/core.py
@@ -60,7 +60,7 @@ def __init__(
         target: Target,
         stream_name: str,
         schema: dict,
-        key_properties: list[str] | None,
+        key_properties: t.Sequence[str] | None,
     ) -> None:
         """Initialize target sink.
 
@@ -349,7 +349,7 @@ def datetime_error_treatment(self) -> DatetimeErrorTreatmentEnum:
         return DatetimeErrorTreatmentEnum.ERROR
 
     @property
-    def key_properties(self) -> list[str]:
+    def key_properties(self) -> t.Sequence[str]:
         """Return key properties.
 
         Override this method to return a list of key properties in a format that is
diff --git a/singer_sdk/sinks/sql.py b/singer_sdk/sinks/sql.py
index 5c143818c..eb6dcfef6 100644
--- a/singer_sdk/sinks/sql.py
+++ b/singer_sdk/sinks/sql.py
@@ -8,7 +8,7 @@
 from copy import copy
 from textwrap import dedent
 
-import sqlalchemy
+import sqlalchemy as sa
 from pendulum import now
 from sqlalchemy.sql.expression import bindparam
 
@@ -35,7 +35,7 @@ def __init__(
         target: Target,
         stream_name: str,
         schema: dict,
-        key_properties: list[str] | None,
+        key_properties: t.Sequence[str] | None,
         connector: SQLConnector | None = None,
     ) -> None:
         """Initialize SQL Sink.
@@ -61,7 +61,7 @@ def connector(self) -> SQLConnector:
         return self._connector
 
     @property
-    def connection(self) -> sqlalchemy.engine.Connection:
+    def connection(self) -> sa.engine.Connection:
         """Get or set the SQLAlchemy connection for this sink.
 
         Returns:
@@ -239,7 +239,7 @@ def setup(self) -> None:
         )
 
     @property
-    def key_properties(self) -> list[str]:
+    def key_properties(self) -> t.Sequence[str]:
         """Return key properties, conformed to target system naming requirements.
 
         Returns:
@@ -314,7 +314,7 @@ def bulk_insert_records(
             schema,
         )
         if isinstance(insert_sql, str):
-            insert_sql = sqlalchemy.text(insert_sql)
+            insert_sql = sa.text(insert_sql)
 
         conformed_records = [self.conform_record(record) for record in records]
         property_names = list(self.conform_schema(schema)["properties"].keys())
@@ -327,7 +327,7 @@ def bulk_insert_records(
 
         self.logger.info("Inserting with SQL: %s", insert_sql)
 
-        with self.connector._connect() as conn, conn.begin():
+        with self.connector._connect() as conn, conn.begin():  # noqa: SLF001
             result = conn.execute(insert_sql, new_records)
 
         return result.rowcount
@@ -375,13 +375,13 @@ def activate_version(self, new_version: int) -> None:
             self.connector.prepare_column(
                 self.full_table_name,
                 self.version_column_name,
-                sql_type=sqlalchemy.types.Integer(),
+                sql_type=sa.types.Integer(),
             )
 
         if self.config.get("hard_delete", True):
-            with self.connector._connect() as conn, conn.begin():
+            with self.connector._connect() as conn, conn.begin():  # noqa: SLF001
                 conn.execute(
-                    sqlalchemy.text(
+                    sa.text(
                         f"DELETE FROM {self.full_table_name} "  # noqa: S608
                         f"WHERE {self.version_column_name} <= {new_version}",
                     ),
@@ -395,20 +395,20 @@ def activate_version(self, new_version: int) -> None:
             self.connector.prepare_column(
                 self.full_table_name,
                 self.soft_delete_column_name,
-                sql_type=sqlalchemy.types.DateTime(),
+                sql_type=sa.types.DateTime(),
             )
 
-        query = sqlalchemy.text(
+        query = sa.text(
             f"UPDATE {self.full_table_name}\n"
             f"SET {self.soft_delete_column_name} = :deletedate \n"
             f"WHERE {self.version_column_name} < :version \n"
             f"  AND {self.soft_delete_column_name} IS NULL\n",
         )
         query = query.bindparams(
-            bindparam("deletedate", value=deleted_at, type_=sqlalchemy.types.DateTime),
-            bindparam("version", value=new_version, type_=sqlalchemy.types.Integer),
+            bindparam("deletedate", value=deleted_at, type_=sa.types.DateTime),
+            bindparam("version", value=new_version, type_=sa.types.Integer),
         )
-        with self.connector._connect() as conn, conn.begin():
+        with self.connector._connect() as conn, conn.begin():  # noqa: SLF001
             conn.execute(query)
 
 
diff --git a/singer_sdk/streams/core.py b/singer_sdk/streams/core.py
index d235987a7..459b9e761 100644
--- a/singer_sdk/streams/core.py
+++ b/singer_sdk/streams/core.py
@@ -54,6 +54,7 @@
 if t.TYPE_CHECKING:
     import logging
 
+    from singer_sdk.helpers._compat import Traversable
     from singer_sdk.tap_base import Tap
 
 # Replication methods
@@ -134,9 +135,9 @@ def __init__(
         self._stream_maps: list[StreamMap] | None = None
         self.forced_replication_method: str | None = None
         self._replication_key: str | None = None
-        self._primary_keys: list[str] | None = None
+        self._primary_keys: t.Sequence[str] | None = None
         self._state_partitioning_keys: list[str] | None = None
-        self._schema_filepath: Path | None = None
+        self._schema_filepath: Path | Traversable | None = None
         self._metadata: singer.MetadataMapping | None = None
         self._mask: singer.SelectionMask | None = None
         self._schema: dict
@@ -160,7 +161,7 @@ def __init__(
                 raise ValueError(msg)
 
         if self.schema_filepath:
-            self._schema = json.loads(Path(self.schema_filepath).read_text())
+            self._schema = json.loads(self.schema_filepath.read_text())
 
         if not self.schema:
             msg = (
@@ -246,7 +247,11 @@ def get_starting_replication_key_value(
         """
         state = self.get_context_state(context)
 
-        return get_starting_replication_value(state)
+        return (
+            get_starting_replication_value(state)
+            if self.replication_method != REPLICATION_FULL_TABLE
+            else None
+        )
 
     def get_starting_timestamp(self, context: dict | None) -> datetime.datetime | None:
         """Get starting replication timestamp.
@@ -319,7 +324,7 @@ def descendent_streams(self) -> list[Stream]:
         Returns:
             A list of all children, recursively.
         """
-        result: list[Stream] = list(self.child_streams) or []
+        result: list[Stream] = [*self.child_streams]
         for child in self.child_streams:
             result += child.descendent_streams or []
         return result
@@ -417,7 +422,7 @@ def get_replication_key_signpost(
         return utc_now() if self.is_timestamp_replication_key else None
 
     @property
-    def schema_filepath(self) -> Path | None:
+    def schema_filepath(self) -> Path | Traversable | None:
         """Get path to schema file.
 
         Returns:
@@ -435,7 +440,7 @@ def schema(self) -> dict:
         return self._schema
 
     @property
-    def primary_keys(self) -> list[str] | None:
+    def primary_keys(self) -> t.Sequence[str] | None:
         """Get primary keys.
 
         Returns:
@@ -444,7 +449,7 @@ def primary_keys(self) -> list[str] | None:
         return self._primary_keys or []
 
     @primary_keys.setter
-    def primary_keys(self, new_value: list[str] | None) -> None:
+    def primary_keys(self, new_value: t.Sequence[str] | None) -> None:
         """Set primary key(s) for the stream.
 
         Args:
diff --git a/singer_sdk/streams/rest.py b/singer_sdk/streams/rest.py
index 378b32c73..a9cfa568a 100644
--- a/singer_sdk/streams/rest.py
+++ b/singer_sdk/streams/rest.py
@@ -140,7 +140,7 @@ def requests_session(self) -> requests.Session:
             The `requests.Session`_ object for HTTP requests.
 
         .. _requests.Session:
-            https://requests.readthedocs.io/en/latest/api/#request-sessions
+            https://requests.readthedocs.io/en/latest/api.html#requests.Session
         """
         if not self._requests_session:
             self._requests_session = requests.Session()
@@ -175,7 +175,7 @@ def validate_response(self, response: requests.Response) -> None:
             RetriableAPIError: If the request is retriable.
 
         .. _requests.Response:
-            https://requests.readthedocs.io/en/latest/api/#requests.Response
+            https://requests.readthedocs.io/en/latest/api.html#requests.Response
         """
         if (
             response.status_code in self.extra_retry_statuses
@@ -292,6 +292,7 @@ def get_url_params(
 
            from urllib.parse import urlencode
 
+
            class MyStream(RESTStream):
                def get_url_params(self, context, next_page_token):
                    params = {"key": "(a,b,c)"}
@@ -328,9 +329,9 @@ def build_prepared_request(
             A `requests.PreparedRequest`_ object.
 
         .. _requests.PreparedRequest:
-            https://requests.readthedocs.io/en/latest/api/#requests.PreparedRequest
+            https://requests.readthedocs.io/en/latest/api.html#requests.PreparedRequest
         .. _requests.Request:
-            https://requests.readthedocs.io/en/latest/api/#requests.Request
+            https://requests.readthedocs.io/en/latest/api.html#requests.Request
         """
         request = requests.Request(*args, **kwargs)
         self.requests_session.auth = self.authenticator
@@ -383,6 +384,7 @@ def request_records(self, context: dict | None) -> t.Iterable[dict]:
         """
         paginator = self.get_new_paginator()
         decorated_request = self.request_decorator(self._request)
+        pages = 0
 
         with metrics.http_request_counter(self.name, self.path) as request_counter:
             request_counter.context = context
@@ -395,7 +397,19 @@ def request_records(self, context: dict | None) -> t.Iterable[dict]:
                 resp = decorated_request(prepared_request, context)
                 request_counter.increment()
                 self.update_sync_costs(prepared_request, resp, context)
-                yield from self.parse_response(resp)
+                records = iter(self.parse_response(resp))
+                try:
+                    first_record = next(records)
+                except StopIteration:
+                    self.logger.info(
+                        "Pagination stopped after %d pages because no records were "
+                        "found in the last response",
+                        pages,
+                    )
+                    break
+                yield first_record
+                yield from records
+                pages += 1
 
                 paginator.advance(resp)
 
@@ -588,7 +602,7 @@ def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
             One item for every item found in the response.
 
         .. _requests.Response:
-            https://requests.readthedocs.io/en/latest/api/#requests.Response
+            https://requests.readthedocs.io/en/latest/api.html#requests.Response
         """
         yield from extract_jsonpath(self.records_jsonpath, input=response.json())
 
diff --git a/singer_sdk/streams/sql.py b/singer_sdk/streams/sql.py
index e605471dc..48e67d63f 100644
--- a/singer_sdk/streams/sql.py
+++ b/singer_sdk/streams/sql.py
@@ -5,6 +5,8 @@
 import abc
 import typing as t
 
+import sqlalchemy as sa
+
 import singer_sdk.helpers._catalog as catalog
 from singer_sdk._singerlib import CatalogEntry, MetadataMapping
 from singer_sdk.connectors import SQLConnector
@@ -20,6 +22,9 @@ class SQLStream(Stream, metaclass=abc.ABCMeta):
     connector_class = SQLConnector
     _cached_schema: dict | None = None
 
+    supports_nulls_first: bool = False
+    """Whether the database supports the NULLS FIRST/LAST syntax."""
+
     def __init__(
         self,
         tap: Tap,
@@ -105,7 +110,7 @@ def tap_stream_id(self) -> str:
         return self._singer_catalog_entry.tap_stream_id
 
     @property
-    def primary_keys(self) -> list[str] | None:
+    def primary_keys(self) -> t.Sequence[str] | None:
         """Get primary keys from the catalog entry definition.
 
         Returns:
@@ -114,7 +119,7 @@ def primary_keys(self) -> list[str] | None:
         return self._singer_catalog_entry.metadata.root.table_key_properties or []
 
     @primary_keys.setter
-    def primary_keys(self, new_value: list[str]) -> None:
+    def primary_keys(self, new_value: t.Sequence[str]) -> None:
         """Set or reset the primary key(s) in the stream's catalog entry.
 
         Args:
@@ -189,7 +194,12 @@ def get_records(self, context: dict | None) -> t.Iterable[dict[str, t.Any]]:
 
         if self.replication_key:
             replication_key_col = table.columns[self.replication_key]
-            query = query.order_by(replication_key_col)
+            order_by = (
+                sa.nulls_first(replication_key_col.asc())
+                if self.supports_nulls_first
+                else replication_key_col.asc()
+            )
+            query = query.order_by(order_by)
 
             start_val = self.get_starting_replication_key_value(context)
             if start_val:
@@ -202,9 +212,11 @@ def get_records(self, context: dict | None) -> t.Iterable[dict[str, t.Any]]:
             # processed.
             query = query.limit(self.ABORT_AT_RECORD_COUNT + 1)
 
-        with self.connector._connect() as conn:
-            for record in conn.execute(query):
-                transformed_record = self.post_process(dict(record._mapping))
+        with self.connector._connect() as conn:  # noqa: SLF001
+            for record in conn.execute(query).mappings():
+                # TODO: Standardize record mapping type
+                # https://github.com/meltano/sdk/issues/2096
+                transformed_record = self.post_process(dict(record))
                 if transformed_record is None:
                     # Record filtered out during post_process()
                     continue
diff --git a/singer_sdk/tap_base.py b/singer_sdk/tap_base.py
index 2f0f5874d..03aa5e814 100644
--- a/singer_sdk/tap_base.py
+++ b/singer_sdk/tap_base.py
@@ -276,7 +276,7 @@ def write_schemas(self) -> None:
         """Write a SCHEMA message for all known streams to STDOUT."""
         for stream in self.streams.values():
             stream.selected = True
-            stream._write_schema_message()
+            stream._write_schema_message()  # noqa: SLF001
 
     # Stream detection:
 
@@ -316,7 +316,7 @@ def _singer_catalog(self) -> Catalog:
             :class:`singer_sdk._singerlib.Catalog`.
         """
         return Catalog(
-            (stream.tap_stream_id, stream._singer_catalog_entry)
+            (stream.tap_stream_id, stream._singer_catalog_entry)  # noqa: SLF001
             for stream in self.streams.values()
         )
 
@@ -662,11 +662,11 @@ def catalog_dict(self) -> dict:
         self._catalog_dict = result
         return self._catalog_dict
 
-    def discover_streams(self) -> list[Stream]:
-        """Initialize all available streams and return them as a list.
+    def discover_streams(self) -> t.Sequence[Stream]:
+        """Initialize all available streams and return them as a sequence.
 
         Returns:
-            List of discovered Stream objects.
+            A sequence of discovered Stream objects.
         """
         return [
             self.default_stream_class(
diff --git a/singer_sdk/target_base.py b/singer_sdk/target_base.py
index 190927bd4..fd4b69eda 100644
--- a/singer_sdk/target_base.py
+++ b/singer_sdk/target_base.py
@@ -140,7 +140,7 @@ def get_sink(
         *,
         record: dict | None = None,
         schema: dict | None = None,
-        key_properties: list[str] | None = None,
+        key_properties: t.Sequence[str] | None = None,
     ) -> Sink:
         """Return a sink for the given stream name.
 
@@ -229,7 +229,7 @@ def add_sink(
         self,
         stream_name: str,
         schema: dict,
-        key_properties: list[str] | None = None,
+        key_properties: t.Sequence[str] | None = None,
     ) -> Sink:
         """Create a sink and register it.
 
@@ -335,23 +335,23 @@ def _process_record_message(self, message_dict: dict) -> None:
                 continue
 
             sink = self.get_sink(stream_map.stream_alias, record=transformed_record)
-            context = sink._get_context(transformed_record)
+            context = sink._get_context(transformed_record)  # noqa: SLF001
             if sink.include_sdc_metadata_properties:
-                sink._add_sdc_metadata_to_record(
+                sink._add_sdc_metadata_to_record(  # noqa: SLF001
                     transformed_record,
                     message_dict,
                     context,
                 )
             else:
-                sink._remove_sdc_metadata_from_record(transformed_record)
+                sink._remove_sdc_metadata_from_record(transformed_record)  # noqa: SLF001
 
-            sink._validate_and_parse(transformed_record)
+            sink._validate_and_parse(transformed_record)  # noqa: SLF001
             transformed_record = sink.preprocess_record(transformed_record, context)
-            sink._singer_validate_message(transformed_record)
+            sink._singer_validate_message(transformed_record)  # noqa: SLF001
 
             sink.tally_record_read()
             sink.process_record(transformed_record, context)
-            sink._after_process_record(context)
+            sink._after_process_record(context)  # noqa: SLF001
 
             if sink.is_full:
                 self.logger.info(
@@ -683,7 +683,7 @@ def add_sqlsink(
         self,
         stream_name: str,
         schema: dict,
-        key_properties: list[str] | None = None,
+        key_properties: t.Sequence[str] | None = None,
     ) -> Sink:
         """Create a sink and register it.
 
@@ -741,7 +741,7 @@ def get_sink(
         *,
         record: dict | None = None,
         schema: dict | None = None,
-        key_properties: list[str] | None = None,
+        key_properties: t.Sequence[str] | None = None,
     ) -> Sink:
         """Return a sink for the given stream name.
 
diff --git a/singer_sdk/testing/legacy.py b/singer_sdk/testing/legacy.py
index 5329b3224..a47d3e770 100644
--- a/singer_sdk/testing/legacy.py
+++ b/singer_sdk/testing/legacy.py
@@ -191,9 +191,9 @@ def target_sync_test(
 
     with redirect_stdout(stdout_buf), redirect_stderr(stderr_buf):
         if input is not None:
-            target._process_lines(input)
+            target._process_lines(input)  # noqa: SLF001
         if finalize:
-            target._process_endofpipe()
+            target._process_endofpipe()  # noqa: SLF001
 
     stdout_buf.seek(0)
     stderr_buf.seek(0)
diff --git a/singer_sdk/testing/runners.py b/singer_sdk/testing/runners.py
index 71f294335..c5ec10a10 100644
--- a/singer_sdk/testing/runners.py
+++ b/singer_sdk/testing/runners.py
@@ -8,11 +8,15 @@
 import typing as t
 from collections import defaultdict
 from contextlib import redirect_stderr, redirect_stdout
-from pathlib import Path
 
 from singer_sdk import Tap, Target
 from singer_sdk.testing.config import SuiteConfig
 
+if t.TYPE_CHECKING:
+    from pathlib import Path
+
+    from singer_sdk.helpers._compat import Traversable
+
 
 class SingerTestRunner(metaclass=abc.ABCMeta):
     """Base Singer Test Runner."""
@@ -197,7 +201,7 @@ def __init__(
         target_class: type[Target],
         config: dict | None = None,
         suite_config: SuiteConfig | None = None,
-        input_filepath: Path | None = None,
+        input_filepath: Path | Traversable | None = None,
         input_io: io.StringIO | None = None,
         **kwargs: t.Any,
     ) -> None:
@@ -242,9 +246,7 @@ def target_input(self) -> t.IO[str]:
             if self.input_io:
                 self._input = self.input_io
             elif self.input_filepath:
-                self._input = Path(self.input_filepath).open(  # noqa: SIM115
-                    encoding="utf8",
-                )
+                self._input = self.input_filepath.open(encoding="utf8")
         return t.cast(t.IO[str], self._input)
 
     @target_input.setter
@@ -297,9 +299,9 @@ def _execute_sync(
 
         with redirect_stdout(stdout_buf), redirect_stderr(stderr_buf):
             if target_input is not None:
-                target._process_lines(target_input)
+                target._process_lines(target_input)  # noqa: SLF001
             if finalize:
-                target._process_endofpipe()
+                target._process_endofpipe()  # noqa: SLF001
 
         stdout_buf.seek(0)
         stderr_buf.seek(0)
diff --git a/singer_sdk/testing/templates.py b/singer_sdk/testing/templates.py
index 0f01e3f49..4a16feb05 100644
--- a/singer_sdk/testing/templates.py
+++ b/singer_sdk/testing/templates.py
@@ -5,12 +5,12 @@
 import contextlib
 import typing as t
 import warnings
-from pathlib import Path
 
-from singer_sdk.helpers._compat import resources
+from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.testing import target_test_streams
 
 if t.TYPE_CHECKING:
+    from singer_sdk.helpers._compat import Traversable
     from singer_sdk.streams import Stream
 
     from .config import SuiteConfig
@@ -322,14 +322,14 @@ def run(  # type: ignore[override]
         """
         # get input from file
         if getattr(self, "singer_filepath", None):
-            assert Path(
-                self.singer_filepath,
-            ).exists(), f"Singer file {self.singer_filepath} does not exist."
+            assert (
+                self.singer_filepath.is_file()
+            ), f"Singer file {self.singer_filepath} does not exist."
             runner.input_filepath = self.singer_filepath
         super().run(config, resource, runner)
 
     @property
-    def singer_filepath(self) -> Path:
+    def singer_filepath(self) -> Traversable:
         """Get path to singer JSONL formatted messages file.
 
         Files will be sourced from `./target_test_streams/<test name>.singer`.
@@ -337,4 +337,4 @@ def singer_filepath(self) -> Path:
         Returns:
             The expected Path to this tests singer file.
         """
-        return resources.files(target_test_streams).joinpath(f"{self.name}.singer")  # type: ignore[no-any-return]
+        return importlib_resources.files(target_test_streams) / f"{self.name}.singer"  # type: ignore[no-any-return]
diff --git a/singer_sdk/typing.py b/singer_sdk/typing.py
index 37c1f40c1..80e553574 100644
--- a/singer_sdk/typing.py
+++ b/singer_sdk/typing.py
@@ -57,7 +57,7 @@
 import json
 import typing as t
 
-import sqlalchemy
+import sqlalchemy as sa
 from jsonschema import ValidationError, validators
 
 if t.TYPE_CHECKING:
@@ -920,7 +920,7 @@ def append(self, property: Property) -> None:  # noqa: A002
 
 
 def to_jsonschema_type(
-    from_type: str | sqlalchemy.types.TypeEngine | type[sqlalchemy.types.TypeEngine],
+    from_type: str | sa.types.TypeEngine | type[sa.types.TypeEngine],
 ) -> dict:
     """Return the JSON Schema dict that describes the sql type.
 
@@ -954,11 +954,11 @@ def to_jsonschema_type(
     }
     if isinstance(from_type, str):
         type_name = from_type
-    elif isinstance(from_type, sqlalchemy.types.TypeEngine):
+    elif isinstance(from_type, sa.types.TypeEngine):
         type_name = type(from_type).__name__
     elif isinstance(from_type, type) and issubclass(
         from_type,
-        sqlalchemy.types.TypeEngine,
+        sa.types.TypeEngine,
     ):
         type_name = from_type.__name__
     else:
@@ -1000,7 +1000,7 @@ def _jsonschema_type_check(jsonschema_type: dict, type_check: tuple[str]) -> boo
 
 def to_sql_type(  # noqa: PLR0911, C901
     jsonschema_type: dict,
-) -> sqlalchemy.types.TypeEngine:
+) -> sa.types.TypeEngine:
     """Convert JSON Schema type to a SQL type.
 
     Args:
@@ -1013,26 +1013,26 @@ def to_sql_type(  # noqa: PLR0911, C901
         datelike_type = get_datelike_property_type(jsonschema_type)
         if datelike_type:
             if datelike_type == "date-time":
-                return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.DATETIME())
+                return sa.types.DATETIME()
             if datelike_type in "time":
-                return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.TIME())
+                return sa.types.TIME()
             if datelike_type == "date":
-                return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.DATE())
+                return sa.types.DATE()
 
         maxlength = jsonschema_type.get("maxLength")
-        return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.VARCHAR(maxlength))
+        return sa.types.VARCHAR(maxlength)
 
     if _jsonschema_type_check(jsonschema_type, ("integer",)):
-        return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.INTEGER())
+        return sa.types.INTEGER()
     if _jsonschema_type_check(jsonschema_type, ("number",)):
-        return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.DECIMAL())
+        return sa.types.DECIMAL()
     if _jsonschema_type_check(jsonschema_type, ("boolean",)):
-        return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.BOOLEAN())
+        return sa.types.BOOLEAN()
 
     if _jsonschema_type_check(jsonschema_type, ("object",)):
-        return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.VARCHAR())
+        return sa.types.VARCHAR()
 
     if _jsonschema_type_check(jsonschema_type, ("array",)):
-        return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.VARCHAR())
+        return sa.types.VARCHAR()
 
-    return t.cast(sqlalchemy.types.TypeEngine, sqlalchemy.types.VARCHAR())
+    return sa.types.VARCHAR()
diff --git a/tests/conftest.py b/tests/conftest.py
index 182d077d7..b898deaa9 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -8,7 +8,7 @@
 import typing as t
 
 import pytest
-from sqlalchemy import __version__ as sqlalchemy_version
+import sqlalchemy as sa
 
 from singer_sdk import SQLConnector
 from singer_sdk import typing as th
@@ -48,7 +48,7 @@ def pytest_runtest_setup(item):
 
 def pytest_report_header() -> list[str]:
     """Return a list of strings to be displayed in the header of the report."""
-    return [f"sqlalchemy: {sqlalchemy_version}"]
+    return [f"sqlalchemy: {sa.__version__}"]
 
 
 @pytest.fixture(scope="class")
diff --git a/tests/core/conftest.py b/tests/core/conftest.py
index 06355ccfe..97eb76e7f 100644
--- a/tests/core/conftest.py
+++ b/tests/core/conftest.py
@@ -3,9 +3,11 @@
 from __future__ import annotations
 
 import typing as t
+from contextlib import contextmanager
 
 import pendulum
 import pytest
+from typing_extensions import override
 
 from singer_sdk import Stream, Tap
 from singer_sdk.typing import (
@@ -32,15 +34,24 @@ def __init__(self, tap: Tap):
         """Create a new stream."""
         super().__init__(tap, schema=self.schema, name=self.name)
 
+    @override
     def get_records(
         self,
-        context: dict | None,  # noqa: ARG002
+        context: dict | None,
     ) -> t.Iterable[dict[str, t.Any]]:
         """Generate records."""
         yield {"id": 1, "value": "Egypt"}
         yield {"id": 2, "value": "Germany"}
         yield {"id": 3, "value": "India"}
 
+    @contextmanager
+    def with_replication_method(self, method: str | None) -> t.Iterator[None]:
+        """Context manager to temporarily override the replication method."""
+        original_method = self.forced_replication_method
+        self.forced_replication_method = method
+        yield
+        self.forced_replication_method = original_method
+
 
 class UnixTimestampIncrementalStream(SimpleTestStream):
     name = "unix_ts"
@@ -55,6 +66,7 @@ class UnixTimestampIncrementalStream(SimpleTestStream):
 class UnixTimestampIncrementalStream2(UnixTimestampIncrementalStream):
     name = "unix_ts_override"
 
+    @override
     def compare_start_date(self, value: str, start_date_value: str) -> str:
         """Compare a value to a start date value."""
 
@@ -73,6 +85,7 @@ class SimpleTestTap(Tap):
         additional_properties=False,
     ).to_dict()
 
+    @override
     def discover_streams(self) -> list[Stream]:
         """List all streams."""
         return [
diff --git a/tests/core/rest/test_pagination.py b/tests/core/rest/test_pagination.py
index 23dce9841..6ef34f139 100644
--- a/tests/core/rest/test_pagination.py
+++ b/tests/core/rest/test_pagination.py
@@ -4,9 +4,10 @@
 
 import json
 import typing as t
+from urllib.parse import parse_qs, urlparse
 
 import pytest
-from requests import Response
+from requests import PreparedRequest, Response
 
 from singer_sdk.helpers.jsonpath import extract_jsonpath
 from singer_sdk.pagination import (
@@ -20,6 +21,10 @@
     SinglePagePaginator,
     first,
 )
+from singer_sdk.streams.rest import RESTStream
+
+if t.TYPE_CHECKING:
+    from singer_sdk.tap_base import Tap
 
 
 def test_paginator_base_missing_implementation():
@@ -27,7 +32,7 @@ def test_paginator_base_missing_implementation():
 
     with pytest.raises(
         TypeError,
-        match="Can't instantiate abstract class .* get_next",
+        match="Can't instantiate abstract class .* '?get_next'?",
     ):
         BaseAPIPaginator(0)
 
@@ -47,32 +52,12 @@ def test_single_page_paginator():
     assert paginator.count == 1
 
 
-def test_paginator_page_number_missing_implementation():
-    """Validate that `BasePageNumberPaginator` implementation requires `has_more`."""
-
-    with pytest.raises(
-        TypeError,
-        match="Can't instantiate abstract class .* has_more",
-    ):
-        BasePageNumberPaginator(1)
-
-
-def test_paginator_offset_missing_implementation():
-    """Validate that `BaseOffsetPaginator` implementation requires `has_more`."""
-
-    with pytest.raises(
-        TypeError,
-        match="Can't instantiate abstract class .* has_more",
-    ):
-        BaseOffsetPaginator(0, 100)
-
-
 def test_paginator_hateoas_missing_implementation():
     """Validate that `BaseHATEOASPaginator` implementation requires `get_next_url`."""
 
     with pytest.raises(
         TypeError,
-        match="Can't instantiate abstract class .* get_next_url",
+        match="Can't instantiate abstract class .* '?get_next_url'?",
     ):
         BaseHATEOASPaginator()
 
@@ -352,3 +337,63 @@ def get_next_url(self, response: Response) -> str | None:
     paginator.advance(response)
     assert paginator.finished
     assert paginator.count == 3
+
+
+def test_break_pagination(tap: Tap, caplog: pytest.LogCaptureFixture):
+    class MyAPIStream(RESTStream[int]):
+        """My API stream."""
+
+        name = "my-api-stream"
+        url_base = "https://my.api.test"
+        path = "/path/to/resource"
+        schema = {"type": "object", "properties": {"id": {"type": "integer"}}}  # noqa: RUF012
+
+        def parse_response(self, response: Response) -> t.Iterable[dict]:
+            return response.json()
+
+        def get_new_paginator(self) -> BasePageNumberPaginator:
+            return BasePageNumberPaginator(1)
+
+        def get_url_params(
+            self,
+            context: dict | None,  # noqa: ARG002
+            next_page_token: int | None,
+        ) -> dict[str, t.Any] | str:
+            params = {}
+            if next_page_token:
+                params["page"] = next_page_token
+            return params
+
+        def _request(
+            self,
+            prepared_request: PreparedRequest,
+            context: dict | None,  # noqa: ARG002
+        ) -> Response:
+            r = Response()
+            r.status_code = 200
+
+            parsed = urlparse(prepared_request.url)
+            query = parse_qs(parsed.query)
+
+            if query.get("page", ["1"]) == ["1"]:
+                r._content = json.dumps(
+                    [
+                        {"id": 1},
+                        {"id": 2},
+                    ]
+                ).encode()
+            else:
+                r._content = json.dumps([]).encode()
+
+            return r
+
+    stream = MyAPIStream(tap=tap)
+
+    records_iter = stream.request_records(context=None)
+
+    next(records_iter)
+    next(records_iter)
+    with pytest.raises(StopIteration):
+        next(records_iter)
+
+    assert "Pagination stopped after 1 pages" in caplog.text
diff --git a/tests/core/test_connector_sql.py b/tests/core/test_connector_sql.py
index c07188ff7..5175465ff 100644
--- a/tests/core/test_connector_sql.py
+++ b/tests/core/test_connector_sql.py
@@ -1,12 +1,14 @@
 from __future__ import annotations
 
+import sys
 import typing as t
 from decimal import Decimal
 from unittest import mock
 
 import pytest
-import sqlalchemy
+import sqlalchemy as sa
 from sqlalchemy.dialects import registry, sqlite
+from sqlalchemy.exc import NoSuchModuleError
 
 from singer_sdk.connectors import SQLConnector
 from singer_sdk.exceptions import ConfigValidationError
@@ -34,14 +36,14 @@ def connector(self):
                 {
                     "table_name": "full.table.name",
                     "column_name": "column_name",
-                    "column_type": sqlalchemy.types.Text(),
+                    "column_type": sa.types.Text(),
                 },
                 {
                     "table_name": "full.table.name",
-                    "create_column_clause": sqlalchemy.schema.CreateColumn(
-                        sqlalchemy.Column(
+                    "create_column_clause": sa.schema.CreateColumn(
+                        sa.Column(
                             "column_name",
-                            sqlalchemy.types.Text(),
+                            sa.types.Text(),
                         ),
                     ),
                 },
@@ -68,12 +70,12 @@ def connector(self):
                 {
                     "table_name": "full.table.name",
                     "column_name": "column_name",
-                    "column_type": sqlalchemy.types.String(),
+                    "column_type": sa.types.String(),
                 },
                 {
                     "table_name": "full.table.name",
                     "column_name": "column_name",
-                    "column_type": sqlalchemy.types.String(),
+                    "column_type": sa.types.String(),
                 },
                 "ALTER TABLE %(table_name)s ALTER COLUMN %(column_name)s (%(column_type)s)",  # noqa: E501
                 "ALTER TABLE full.table.name ALTER COLUMN column_name (VARCHAR)",
@@ -106,7 +108,7 @@ def test_get_column_ddl(
     def test_remove_collation_text_type(self):
         remove_collation = SQLConnector.remove_collation
         test_collation = "SQL_Latin1_General_CP1_CI_AS"
-        current_type = sqlalchemy.types.Text(collation=test_collation)
+        current_type = sa.types.Text(collation=test_collation)
         current_type_collation = remove_collation(current_type)
         # Check collation was set to None by the function
         assert current_type.collation is None
@@ -115,7 +117,7 @@ def test_remove_collation_text_type(self):
 
     def test_remove_collation_non_text_type(self):
         remove_collation = SQLConnector.remove_collation
-        current_type = sqlalchemy.types.Integer()
+        current_type = sa.types.Integer()
         current_type_collation = remove_collation(current_type)
         # Check there is not a collation attribute
         assert not hasattr(current_type, "collation")
@@ -127,7 +129,7 @@ def test_remove_collation_non_text_type(self):
     def test_update_collation_text_type(self):
         update_collation = SQLConnector.update_collation
         test_collation = "SQL_Latin1_General_CP1_CI_AS"
-        compatible_type = sqlalchemy.types.Text(collation=None)
+        compatible_type = sa.types.Text(collation=None)
         update_collation(compatible_type, test_collation)
         # Check collation was set to the value we put in
         assert compatible_type.collation == test_collation
@@ -135,7 +137,7 @@ def test_update_collation_text_type(self):
     def test_update_collation_non_text_type(self):
         update_collation = SQLConnector.update_collation
         test_collation = "SQL_Latin1_General_CP1_CI_AS"
-        compatible_type = sqlalchemy.types.Integer()
+        compatible_type = sa.types.Integer()
         update_collation(compatible_type, test_collation)
         # Check there is not a collation attribute
         assert not hasattr(compatible_type, "collation")
@@ -178,9 +180,9 @@ def test_connect_calls_connect(self, connector):
 
     def test_connect_raises_on_operational_failure(self, connector):
         with pytest.raises(
-            sqlalchemy.exc.OperationalError,
+            sa.exc.OperationalError,
         ) as _, connector._connect() as conn:
-            conn.execute(sqlalchemy.text("SELECT * FROM fake_table"))
+            conn.execute(sa.text("SELECT * FROM fake_table"))
 
     def test_rename_column_uses_connect_correctly(self, connector):
         attached_engine = connector._engine
@@ -203,30 +205,30 @@ def test_dialect_uses_engine(self, connector):
             res = connector._dialect
             assert res == attached_engine.dialect
 
-    def test_merge_sql_types_text_current_max(self, connector):
-        current_type = sqlalchemy.types.VARCHAR(length=None)
-        sql_type = sqlalchemy.types.VARCHAR(length=255)
+    def test_merge_sql_types_text_current_max(self, connector: SQLConnector):
+        current_type = sa.types.VARCHAR(length=None)
+        sql_type = sa.types.VARCHAR(length=255)
         compatible_sql_type = connector.merge_sql_types([current_type, sql_type])
         # Check that the current VARCHAR(MAX) type is kept
         assert compatible_sql_type is current_type
 
-    def test_merge_sql_types_text_current_greater_than(self, connector):
-        current_type = sqlalchemy.types.VARCHAR(length=255)
-        sql_type = sqlalchemy.types.VARCHAR(length=64)
+    def test_merge_sql_types_text_current_greater_than(self, connector: SQLConnector):
+        current_type = sa.types.VARCHAR(length=255)
+        sql_type = sa.types.VARCHAR(length=64)
         compatible_sql_type = connector.merge_sql_types([current_type, sql_type])
         # Check the current greater VARCHAR(255) is kept
         assert compatible_sql_type is current_type
 
     def test_merge_sql_types_text_proposed_max(self, connector):
-        current_type = sqlalchemy.types.VARCHAR(length=64)
-        sql_type = sqlalchemy.types.VARCHAR(length=None)
+        current_type = sa.types.VARCHAR(length=64)
+        sql_type = sa.types.VARCHAR(length=None)
         compatible_sql_type = connector.merge_sql_types([current_type, sql_type])
         # Check the current VARCHAR(64) is chosen over default VARCHAR(max)
         assert compatible_sql_type is current_type
 
     def test_merge_sql_types_text_current_less_than(self, connector):
-        current_type = sqlalchemy.types.VARCHAR(length=64)
-        sql_type = sqlalchemy.types.VARCHAR(length=255)
+        current_type = sa.types.VARCHAR(length=64)
+        sql_type = sa.types.VARCHAR(length=255)
         compatible_sql_type = connector.merge_sql_types([current_type, sql_type])
         # Check that VARCHAR(255) is chosen over the lesser current VARCHAR(64)
         assert compatible_sql_type is sql_type
@@ -235,22 +237,22 @@ def test_merge_sql_types_text_current_less_than(self, connector):
         "types,expected_type",
         [
             pytest.param(
-                [sqlalchemy.types.Integer(), sqlalchemy.types.Numeric()],
-                sqlalchemy.types.Integer,
+                [sa.types.Integer(), sa.types.Numeric()],
+                sa.types.Integer,
                 id="integer-numeric",
             ),
             pytest.param(
-                [sqlalchemy.types.Numeric(), sqlalchemy.types.Integer()],
-                sqlalchemy.types.Numeric,
+                [sa.types.Numeric(), sa.types.Integer()],
+                sa.types.Numeric,
                 id="numeric-integer",
             ),
             pytest.param(
                 [
-                    sqlalchemy.types.Integer(),
-                    sqlalchemy.types.String(),
-                    sqlalchemy.types.Numeric(),
+                    sa.types.Integer(),
+                    sa.types.String(),
+                    sa.types.Numeric(),
                 ],
-                sqlalchemy.types.String,
+                sa.types.String,
                 id="integer-string-numeric",
             ),
         ],
@@ -258,20 +260,20 @@ def test_merge_sql_types_text_current_less_than(self, connector):
     def test_merge_generic_sql_types(
         self,
         connector: SQLConnector,
-        types: list[sqlalchemy.types.TypeEngine],
-        expected_type: type[sqlalchemy.types.TypeEngine],
+        types: list[sa.types.TypeEngine],
+        expected_type: type[sa.types.TypeEngine],
     ):
         merged_type = connector.merge_sql_types(types)
         assert isinstance(merged_type, expected_type)
 
     def test_engine_json_serialization(self, connector: SQLConnector):
         engine = connector._engine
-        meta = sqlalchemy.MetaData()
-        table = sqlalchemy.Table(
+        meta = sa.MetaData()
+        table = sa.Table(
             "test_table",
             meta,
-            sqlalchemy.Column("id", sqlalchemy.Integer, primary_key=True),
-            sqlalchemy.Column("attrs", sqlalchemy.JSON),
+            sa.Column("id", sa.Integer, primary_key=True),
+            sa.Column("attrs", sa.JSON),
         )
         meta.create_all(engine)
         with engine.connect() as conn:
@@ -296,9 +298,9 @@ class DuckDBConnector(SQLConnector):
     def get_column_alter_ddl(
         table_name: str,
         column_name: str,
-        column_type: sqlalchemy.types.TypeEngine,
-    ) -> sqlalchemy.DDL:
-        return sqlalchemy.DDL(
+        column_type: sa.types.TypeEngine,
+    ) -> sa.DDL:
+        return sa.DDL(
             "ALTER TABLE %(table_name)s ALTER COLUMN %(column_name)s TYPE %(column_type)s",  # noqa: E501
             {
                 "table_name": table_name,
@@ -308,6 +310,11 @@ def get_column_alter_ddl(
         )
 
 
+@pytest.mark.xfail(
+    reason="DuckDB does not build on Python 3.12 yet",
+    condition=sys.version_info >= (3, 12),
+    raises=NoSuchModuleError,
+)
 class TestDuckDBConnector:
     @pytest.fixture
     def connector(self):
@@ -316,17 +323,17 @@ def connector(self):
     def test_create_schema(self, connector: DuckDBConnector):
         engine = connector._engine
         connector.create_schema("test_schema")
-        inspector = sqlalchemy.inspect(engine)
-        assert "test_schema" in inspector.get_schema_names()
+        inspector = sa.inspect(engine)
+        assert "memory.test_schema" in inspector.get_schema_names()
 
     def test_column_rename(self, connector: DuckDBConnector):
         engine = connector._engine
-        meta = sqlalchemy.MetaData()
-        _ = sqlalchemy.Table(
+        meta = sa.MetaData()
+        _ = sa.Table(
             "test_table",
             meta,
-            sqlalchemy.Column("id", sqlalchemy.Integer),
-            sqlalchemy.Column("old_name", sqlalchemy.String),
+            sa.Column("id", sa.Integer),
+            sa.Column("old_name", sa.String),
         )
         meta.create_all(engine)
 
@@ -334,27 +341,27 @@ def test_column_rename(self, connector: DuckDBConnector):
 
         with engine.connect() as conn:
             result = conn.execute(
-                sqlalchemy.text("SELECT * FROM test_table"),
+                sa.text("SELECT * FROM test_table"),
             )
             assert result.keys() == ["id", "new_name"]
 
     def test_adapt_column_type(self, connector: DuckDBConnector):
         connector.allow_column_alter = True
         engine = connector._engine
-        meta = sqlalchemy.MetaData()
-        _ = sqlalchemy.Table(
+        meta = sa.MetaData()
+        _ = sa.Table(
             "test_table",
             meta,
-            sqlalchemy.Column("id", sqlalchemy.Integer),
-            sqlalchemy.Column("name", sqlalchemy.Integer),
+            sa.Column("id", sa.Integer),
+            sa.Column("name", sa.Integer),
         )
         meta.create_all(engine)
 
-        connector._adapt_column_type("test_table", "name", sqlalchemy.types.String())
+        connector._adapt_column_type("test_table", "name", sa.types.String())
 
         with engine.connect() as conn:
             result = conn.execute(
-                sqlalchemy.text("SELECT * FROM test_table"),
+                sa.text("SELECT * FROM test_table"),
             )
             assert result.keys() == ["id", "name"]
             assert result.cursor.description[1][1] == "STRING"
diff --git a/tests/core/test_io.py b/tests/core/test_io.py
index 1c715f842..0fcce614b 100644
--- a/tests/core/test_io.py
+++ b/tests/core/test_io.py
@@ -3,12 +3,14 @@
 from __future__ import annotations
 
 import decimal
+import itertools
 import json
 from contextlib import nullcontext
 
 import pytest
 
-from singer_sdk.io_base import SingerReader
+from singer_sdk._singerlib import RecordMessage
+from singer_sdk.io_base import SingerReader, SingerWriter
 
 
 class DummyReader(SingerReader):
@@ -53,3 +55,59 @@ def test_deserialize(line, expected, exception):
     reader = DummyReader()
     with exception:
         assert reader.deserialize_json(line) == expected
+
+
+# Benchmark Tests
+
+
+@pytest.fixture
+def bench_record():
+    return {
+        "stream": "users",
+        "record": {
+            "Id": 1,
+            "created_at": "2021-01-01T00:08:00-07:00",
+            "updated_at": "2022-01-02T00:09:00-07:00",
+            "deleted_at": "2023-01-03T00:10:00-07:00",
+            "value": 1.23,
+            "RelatedtId": 32412,
+            "TypeId": 1,
+        },
+        "time_extracted": "2023-01-01T11:00:00.00000-07:00",
+    }
+
+
+@pytest.fixture
+def bench_record_message(bench_record):
+    return RecordMessage.from_dict(bench_record)
+
+
+@pytest.fixture
+def bench_encoded_record(bench_record):
+    return json.dumps(bench_record)
+
+
+def test_bench_format_message(benchmark, bench_record_message):
+    """Run benchmark for Sink._validator method validate."""
+    number_of_runs = 1000
+
+    writer = SingerWriter()
+
+    def run_format_message():
+        for record in itertools.repeat(bench_record_message, number_of_runs):
+            writer.format_message(record)
+
+    benchmark(run_format_message)
+
+
+def test_bench_deserialize_json(benchmark, bench_encoded_record):
+    """Run benchmark for Sink._validator method validate."""
+    number_of_runs = 1000
+
+    reader = DummyReader()
+
+    def run_deserialize_json():
+        for record in itertools.repeat(bench_encoded_record, number_of_runs):
+            reader.deserialize_json(record)
+
+    benchmark(run_deserialize_json)
diff --git a/tests/core/test_sql_typing.py b/tests/core/test_sql_typing.py
index 0d2c4bac0..4248ea06d 100644
--- a/tests/core/test_sql_typing.py
+++ b/tests/core/test_sql_typing.py
@@ -3,7 +3,7 @@
 from __future__ import annotations
 
 import pytest
-import sqlalchemy
+import sqlalchemy as sa
 
 from singer_sdk import typing as th
 
@@ -11,25 +11,25 @@
 @pytest.mark.parametrize(
     "jsonschema_type,sql_type",
     [
-        (th.StringType().to_dict(), sqlalchemy.types.VARCHAR()),
-        (th.IntegerType().to_dict(), sqlalchemy.types.INTEGER()),
-        (th.BooleanType().to_dict(), sqlalchemy.types.BOOLEAN()),
-        (th.NumberType().to_dict(), sqlalchemy.types.DECIMAL()),
-        (th.ObjectType().to_dict(), sqlalchemy.types.VARCHAR()),
-        (th.DateTimeType().to_dict(), sqlalchemy.types.DATETIME()),
-        (th.DateType().to_dict(), sqlalchemy.types.DATE()),
+        (th.StringType().to_dict(), sa.types.VARCHAR()),
+        (th.IntegerType().to_dict(), sa.types.INTEGER()),
+        (th.BooleanType().to_dict(), sa.types.BOOLEAN()),
+        (th.NumberType().to_dict(), sa.types.DECIMAL()),
+        (th.ObjectType().to_dict(), sa.types.VARCHAR()),
+        (th.DateTimeType().to_dict(), sa.types.DATETIME()),
+        (th.DateType().to_dict(), sa.types.DATE()),
         # Unhandled types end up as 'varchar':
         (
             th.CustomType({"type": "array", "items": "something"}).to_dict(),
-            sqlalchemy.types.VARCHAR(),
+            sa.types.VARCHAR(),
         ),
         (
             th.CustomType({"cannot": "compute"}).to_dict(),
-            sqlalchemy.types.VARCHAR(),
+            sa.types.VARCHAR(),
         ),
         (
             th.CustomType({"type": "string", "maxLength": 10}).to_dict(),
-            sqlalchemy.types.VARCHAR(10),
+            sa.types.VARCHAR(10),
         ),
     ],
     ids=[
@@ -47,7 +47,7 @@
 )
 def test_convert_jsonschema_type_to_sql_type(
     jsonschema_type: dict,
-    sql_type: sqlalchemy.types.TypeEngine,
+    sql_type: sa.types.TypeEngine,
 ):
     result = th.to_sql_type(jsonschema_type)
     assert isinstance(result, sql_type.__class__)
@@ -57,17 +57,17 @@ def test_convert_jsonschema_type_to_sql_type(
 @pytest.mark.parametrize(
     "sql_type,is_of_jsonschema_type",
     [
-        (sqlalchemy.types.VARCHAR, th.StringType().to_dict()),
-        (sqlalchemy.types.INTEGER, th.IntegerType().to_dict()),
-        (sqlalchemy.types.BOOLEAN, th.BooleanType().to_dict()),
-        (sqlalchemy.types.DATETIME, th.DateTimeType().to_dict()),
-        (sqlalchemy.types.DATE, th.DateType().to_dict()),
+        (sa.types.VARCHAR, th.StringType().to_dict()),
+        (sa.types.INTEGER, th.IntegerType().to_dict()),
+        (sa.types.BOOLEAN, th.BooleanType().to_dict()),
+        (sa.types.DATETIME, th.DateTimeType().to_dict()),
+        (sa.types.DATE, th.DateType().to_dict()),
         # Unhandled types end up as 'string':
-        (sqlalchemy.types.CLOB, th.StringType().to_dict()),
+        (sa.types.CLOB, th.StringType().to_dict()),
     ],
 )
 def test_convert_sql_type_to_jsonschema_type(
-    sql_type: sqlalchemy.types.TypeEngine,
+    sql_type: sa.types.TypeEngine,
     is_of_jsonschema_type: dict,
 ):
     result = th.to_jsonschema_type(sql_type)
diff --git a/tests/core/test_streams.py b/tests/core/test_streams.py
index 8a415e55d..f3d9aba84 100644
--- a/tests/core/test_streams.py
+++ b/tests/core/test_streams.py
@@ -46,19 +46,18 @@ def get_next_page_token(
         response: requests.Response,
         previous_token: str | None,  # noqa: ARG002
     ) -> str | None:
-        if self.next_page_token_jsonpath:
-            all_matches = extract_jsonpath(
-                self.next_page_token_jsonpath,
-                response.json(),
-            )
-            try:
-                return first(all_matches)
-            except StopIteration:
-                return None
-
-        else:
+        if not self.next_page_token_jsonpath:
             return response.headers.get("X-Next-Page", None)
 
+        all_matches = extract_jsonpath(
+            self.next_page_token_jsonpath,
+            response.json(),
+        )
+        try:
+            return first(all_matches)
+        except StopIteration:
+            return None
+
 
 class GraphqlTestStream(GraphQLStream):
     """Test Graphql stream class."""
@@ -111,22 +110,32 @@ def test_stream_apply_catalog(stream: Stream):
 
 
 @pytest.mark.parametrize(
-    "stream_name,bookmark_value,expected_starting_value",
+    "stream_name,forced_replication_method,bookmark_value,expected_starting_value",
     [
         pytest.param(
             "test",
             None,
+            None,
             pendulum.parse(CONFIG_START_DATE),
             id="datetime-repl-key-no-state",
         ),
         pytest.param(
             "test",
+            None,
             "2021-02-01",
             pendulum.datetime(2021, 2, 1),
             id="datetime-repl-key-recent-bookmark",
         ),
         pytest.param(
             "test",
+            REPLICATION_FULL_TABLE,
+            "2021-02-01",
+            None,
+            id="datetime-forced-full-table",
+        ),
+        pytest.param(
+            "test",
+            None,
             "2020-01-01",
             pendulum.parse(CONFIG_START_DATE),
             id="datetime-repl-key-old-bookmark",
@@ -134,17 +143,20 @@ def test_stream_apply_catalog(stream: Stream):
         pytest.param(
             "unix_ts",
             None,
+            None,
             CONFIG_START_DATE,
             id="naive-unix-ts-repl-key-no-state",
         ),
         pytest.param(
             "unix_ts",
+            None,
             "1612137600",
             "1612137600",
             id="naive-unix-ts-repl-key-recent-bookmark",
         ),
         pytest.param(
             "unix_ts",
+            None,
             "1577858400",
             "1577858400",
             id="naive-unix-ts-repl-key-old-bookmark",
@@ -152,17 +164,20 @@ def test_stream_apply_catalog(stream: Stream):
         pytest.param(
             "unix_ts_override",
             None,
+            None,
             CONFIG_START_DATE,
             id="unix-ts-repl-key-no-state",
         ),
         pytest.param(
             "unix_ts_override",
+            None,
             "1612137600",
             "1612137600",
             id="unix-ts-repl-key-recent-bookmark",
         ),
         pytest.param(
             "unix_ts_override",
+            None,
             "1577858400",
             pendulum.parse(CONFIG_START_DATE).format("X"),
             id="unix-ts-repl-key-old-bookmark",
@@ -172,6 +187,7 @@ def test_stream_apply_catalog(stream: Stream):
 def test_stream_starting_timestamp(
     tap: Tap,
     stream_name: str,
+    forced_replication_method: str | None,
     bookmark_value: str,
     expected_starting_value: t.Any,
 ):
@@ -194,7 +210,9 @@ def test_stream_starting_timestamp(
         },
     )
     stream._write_starting_replication_value(None)
-    assert get_starting_value(None) == expected_starting_value
+
+    with stream.with_replication_method(forced_replication_method):
+        assert get_starting_value(None) == expected_starting_value
 
 
 def test_stream_invalid_replication_key(tap: SimpleTestTap):
diff --git a/tests/core/test_typing.py b/tests/core/test_typing.py
index b2cf9c691..7bb0ab362 100644
--- a/tests/core/test_typing.py
+++ b/tests/core/test_typing.py
@@ -6,7 +6,7 @@
 import logging
 
 import pytest
-import sqlalchemy
+import sqlalchemy as sa
 
 from singer_sdk.helpers._typing import (
     TypeConformanceLevel,
@@ -297,23 +297,23 @@ def test_conform_primitives():
 @pytest.mark.parametrize(
     "jsonschema_type,expected",
     [
-        ({"type": ["string", "null"]}, sqlalchemy.types.VARCHAR),
-        ({"type": ["integer", "null"]}, sqlalchemy.types.INTEGER),
-        ({"type": ["number", "null"]}, sqlalchemy.types.DECIMAL),
-        ({"type": ["boolean", "null"]}, sqlalchemy.types.BOOLEAN),
-        ({"type": "object", "properties": {}}, sqlalchemy.types.VARCHAR),
-        ({"type": "array"}, sqlalchemy.types.VARCHAR),
-        ({"format": "date", "type": ["string", "null"]}, sqlalchemy.types.DATE),
-        ({"format": "time", "type": ["string", "null"]}, sqlalchemy.types.TIME),
+        ({"type": ["string", "null"]}, sa.types.VARCHAR),
+        ({"type": ["integer", "null"]}, sa.types.INTEGER),
+        ({"type": ["number", "null"]}, sa.types.DECIMAL),
+        ({"type": ["boolean", "null"]}, sa.types.BOOLEAN),
+        ({"type": "object", "properties": {}}, sa.types.VARCHAR),
+        ({"type": "array"}, sa.types.VARCHAR),
+        ({"format": "date", "type": ["string", "null"]}, sa.types.DATE),
+        ({"format": "time", "type": ["string", "null"]}, sa.types.TIME),
         (
             {"format": "date-time", "type": ["string", "null"]},
-            sqlalchemy.types.DATETIME,
+            sa.types.DATETIME,
         ),
         (
             {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}]},
-            sqlalchemy.types.DATETIME,
+            sa.types.DATETIME,
         ),
-        ({"anyOf": [{"type": "integer"}, {"type": "null"}]}, sqlalchemy.types.INTEGER),
+        ({"anyOf": [{"type": "integer"}, {"type": "null"}]}, sa.types.INTEGER),
     ],
 )
 def test_to_sql_type(jsonschema_type, expected):
diff --git a/tests/samples/conftest.py b/tests/samples/conftest.py
index c1467d791..b9ce33319 100644
--- a/tests/samples/conftest.py
+++ b/tests/samples/conftest.py
@@ -5,7 +5,7 @@
 from pathlib import Path
 
 import pytest
-from sqlalchemy import text
+import sqlalchemy as sa
 
 from samples.sample_tap_sqlite import SQLiteConnector, SQLiteTap
 from singer_sdk._singerlib import Catalog
@@ -23,13 +23,13 @@ def _sqlite_sample_db(sqlite_connector):
     """Return a path to a newly constructed sample DB."""
     with sqlite_connector._connect() as conn, conn.begin():
         for t in range(3):
-            conn.execute(text(f"DROP TABLE IF EXISTS t{t}"))
+            conn.execute(sa.text(f"DROP TABLE IF EXISTS t{t}"))
             conn.execute(
-                text(f"CREATE TABLE t{t} (c1 int PRIMARY KEY, c2 varchar(10))"),
+                sa.text(f"CREATE TABLE t{t} (c1 int PRIMARY KEY, c2 varchar(10))"),
             )
             for x in range(100):
                 conn.execute(
-                    text(f"INSERT INTO t{t} VALUES ({x}, 'x={x}')"),  # noqa: S608
+                    sa.text(f"INSERT INTO t{t} VALUES ({x}, 'x={x}')"),  # noqa: S608
                 )
 
 
diff --git a/tests/samples/test_target_csv.py b/tests/samples/test_target_csv.py
index e55aa3cbc..a0a3f3497 100644
--- a/tests/samples/test_target_csv.py
+++ b/tests/samples/test_target_csv.py
@@ -15,6 +15,7 @@
 from samples.sample_mapper.mapper import StreamTransform
 from samples.sample_tap_countries.countries_tap import SampleTapCountries
 from samples.sample_target_csv.csv_target import SampleTargetCSV
+from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.testing import (
     get_target_test_class,
     sync_end_to_end,
@@ -146,7 +147,9 @@ def test_target_batching():
     }
 
 
-SAMPLE_FILENAME = Path(__file__).parent / Path("./resources/messages.jsonl")
+SAMPLE_FILENAME = (
+    importlib_resources.files("tests.samples") / "resources/messages.jsonl"
+)
 EXPECTED_OUTPUT = """"id"	"name"
 1	"Chris"
 2	"Mike"
diff --git a/tests/samples/test_target_sqlite.py b/tests/samples/test_target_sqlite.py
index 59c8565c1..bddcbcf07 100644
--- a/tests/samples/test_target_sqlite.py
+++ b/tests/samples/test_target_sqlite.py
@@ -12,7 +12,7 @@
 from uuid import uuid4
 
 import pytest
-import sqlalchemy
+import sqlalchemy as sa
 
 from samples.sample_tap_hostile import SampleTapHostile
 from samples.sample_tap_sqlite import SQLiteTap
@@ -160,7 +160,7 @@ def test_sqlite_schema_addition(sqlite_sample_target: SQLTarget):
         ]
     )
     # sqlite doesn't support schema creation
-    with pytest.raises(sqlalchemy.exc.OperationalError) as excinfo:
+    with pytest.raises(sa.exc.OperationalError) as excinfo:
         target_sync_test(
             sqlite_sample_target,
             input=StringIO(tap_output),