diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 534b20ee2..7779ce841 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -14,7 +14,7 @@ jobs:
       uses: actions/checkout@v3.2.0
 
     - name: Set up Python
-      uses: actions/setup-python@v4.3.1
+      uses: actions/setup-python@v4.4.0
       with:
         python-version: "3.10"
 
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 3a5727ef0..2ce15d696 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -55,7 +55,7 @@ jobs:
         poetry --version
 
     - name: Setup Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4.3.1
+      uses: actions/setup-python@v4.4.0
       with:
         python-version: ${{ matrix.python-version }}
         architecture: x64
@@ -113,7 +113,7 @@ jobs:
         poetry --version
 
     - name: Setup Python 3.10
-      uses: actions/setup-python@v4.3.1
+      uses: actions/setup-python@v4.4.0
       with:
         python-version: '3.10'
         architecture: x64
@@ -153,7 +153,7 @@ jobs:
         poetry --version
 
     - name: Set up Python
-      uses: actions/setup-python@v4.3.1
+      uses: actions/setup-python@v4.4.0
       with:
         python-version: '3.10'
         cache: 'pip'
diff --git a/.github/workflows/version_bump.yml b/.github/workflows/version_bump.yml
index 00fc96084..abe586b2c 100644
--- a/.github/workflows/version_bump.yml
+++ b/.github/workflows/version_bump.yml
@@ -44,7 +44,7 @@ jobs:
         sudo chown -R $USER:$USER .git/objects
 
     - name: Set up Python
-      uses: actions/setup-python@v4.3.1
+      uses: actions/setup-python@v4.4.0
       with:
         python-version: "3.10"
         architecture: x64
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 91736cdd9..420908dd3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -47,7 +47,7 @@ repos:
         )$
 
 - repo: https://github.com/pycqa/isort
-  rev: v5.11.3
+  rev: 5.11.4
   hooks:
   - id: isort
     exclude: (cookiecutter/.*|singer_sdk/helpers/_simpleeval/.*)
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/{% if cookiecutter.include_cicd_sample_template == 'GitHub' %}ci_workflow.yml{%endif%} b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/{% if cookiecutter.include_cicd_sample_template == 'GitHub' %}ci_workflow.yml{%endif%}
index e9cf74c1b..9e0e78613 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/{% if cookiecutter.include_cicd_sample_template == 'GitHub' %}ci_workflow.yml{%endif%}	
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/{% if cookiecutter.include_cicd_sample_template == 'GitHub' %}ci_workflow.yml{%endif%}	
@@ -24,6 +24,9 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pip install poetry==1.2.*
+    - name: Install dependencies
+      run: |
+        poetry install
     - name: Run lint command from tox.ini
       run: |
         poetry run tox -e lint
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index daa31abfa..d25c25056 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -10,20 +10,20 @@ keywords = [
 license = "Apache 2.0"
 
 [tool.poetry.dependencies]
-python = "<3.11,>=3.7.1"
-requests = "^2.25.1"
+python = "<3.12,>=3.7.1"
+requests = "^2.28.1"
 singer-sdk = { version="^0.16.0"}
 fs-s3fs = { version = "^1.1.1", optional = true}
 
-[tool.poetry.dev-dependencies]
-pytest = "^6.2.5"
-tox = "^3.24.4"
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.2.0"
+tox = "^4.1.3"
 flake8 = "^3.9.2"
-black = "^21.9b0"
-pydocstyle = "^6.1.1"
-mypy = "^0.910"
-types-requests = "^2.26.1"
-isort = "^5.10.1"
+black = "^22.12.0"
+pydocstyle = "^6.2.1"
+mypy = "^0.991"
+types-requests = "^2.28.11.7"
+isort = "^5.11.4"
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
index 0eda0353f..e542be5ac 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
@@ -6,7 +6,7 @@ envlist = py38
 isolated_build = true
 
 [testenv]
-whitelist_externals = poetry
+allowlist_externals = poetry
 
 commands =
     poetry install -v
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
index 258b3852d..20ea63190 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
@@ -10,20 +10,20 @@ keywords = [
 license = "Apache 2.0"
 
 [tool.poetry.dependencies]
-python = "<3.11,>=3.7.1"
-requests = "^2.25.1"
+python = "<3.12,>=3.7.1"
+requests = "^2.28.1"
 singer-sdk = { version="^0.16.0"}
 fs-s3fs = { version = "^1.1.1", optional = true}
 
 [tool.poetry.dev-dependencies]
-pytest = "^6.2.5"
-tox = "^3.24.4"
+pytest = "^7.2.0"
+tox = "^4.1.3"
 flake8 = "^3.9.2"
-black = "^21.9b0"
-pydocstyle = "^6.1.1"
-mypy = "^0.910"
-types-requests = "^2.26.1"
-isort = "^5.10.1"
+black = "^22.12.0"
+pydocstyle = "^6.2.1"
+mypy = "^0.991"
+types-requests = "^2.28.11.7"
+isort = "^5.11.4"
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 2700ab980..37b0d4bb9 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -175,7 +175,7 @@ This repo uses the [semantic-prs](https://github.com/Ezard/semantic-prs) GitHub
 
 Pull requests should be named according to the conventional commit syntax to streamline changelog and release notes management. We encourage (but do not require) the use of conventional commits in commit messages as well.
 
-In general, PR titles should follow the format "<type>: <desc>", where type is any one of these:
+In general, PR titles should follow the format `<type>: <desc>`, where type is any one of these:
 
 - `ci`
 - `chore`
diff --git a/docs/code_samples.md b/docs/code_samples.md
index 7338e77b6..e76db4d46 100644
--- a/docs/code_samples.md
+++ b/docs/code_samples.md
@@ -41,7 +41,7 @@ class TapCountries(Tap):
     config options and does not require authentication.
     """
     name = "tap-countries"
-    config_jsonschema = PropertiesList([]).to_dict()
+    config_jsonschema = th.PropertiesList([]).to_dict()
 
     def discover_streams(self) -> List[Stream]:
         """Return a list containing the two stream types."""
@@ -127,11 +127,11 @@ class ParquetStream(Stream):
         """Dynamically detect the json schema for the stream.
         This is evaluated prior to any records being retrieved.
         """
-        properties: List[Property] = []
-        for header in FAKECSV.split("\n")[0].split(",")
+        properties: List[th.Property] = []
+        for header in FAKECSV.split("\n")[0].split(","):
             # Assume string type for all fields
-            properties.add(header, StringType())
-        return PropertiesList(*properties).to_dict()
+            properties.append(th.Property(header, th.StringType()))
+        return th.PropertiesList(*properties).to_dict()
 ```
 
 Here is another example from the Parquet tap. This sample uses a
@@ -148,7 +148,7 @@ class ParquetStream(Stream):
         """Dynamically detect the json schema for the stream.
         This is evaluated prior to any records being retrieved.
         """
-        properties: List[Property] = []
+        properties: List[th.Property] = []
         # Get a schema object using the parquet and pyarrow libraries
         parquet_schema = pq.ParquetFile(self.filepath).schema_arrow
 
@@ -160,10 +160,10 @@ class ParquetStream(Stream):
             dtype = get_jsonschema_type(str(parquet_schema.types[i]))
 
             # Add the new property to our list
-            properties.append(Property(name, dtype))
+            properties.append(th.Property(name, dtype))
 
         # Return the list as a JSON Schema dictionary object
-        return PropertiesList(*properties).to_dict()
+        return th.PropertiesList(*properties).to_dict()
 ```
 
 ### Initialize a collection of tap streams with differing types
diff --git a/docs/index.rst b/docs/index.rst
index 5f3d0d448..a2c08968c 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -8,7 +8,9 @@ Meltano Singer SDK
 
 The Meltano_ Singer SDK for Taps and Targets is the fastest way to build custom
 data extractors and loaders! Taps and targets built on the SDK are automatically compliant with the
-`Singer Spec`_, the de-facto open source standard for extract and load pipelines.
+`Singer Spec`_, the de-facto open source standard for extract and load pipelines, and therefore Meltano_.
+
+If you're looking to add support to Meltano for a new data tool that would be listed on the `Meltano Hub`_ as a utility, check out the `Meltano EDK`_ (Extension Development Kit) instead.
 
 Future-proof extractors and loaders, with less code
 ---------------------------------------------------
@@ -75,6 +77,8 @@ Advanced Topics
 .. _Singer: https://singer.io
 .. _Singer Spec: https://hub.meltano.com/singer/spec
 .. _Meltano: https://www.meltano.com
+.. _Meltano EDK: https://edk.meltano.com
+.. _Meltano Hub: https://hub.meltano.com/utilities/
 .. _integrated with Meltano: https://docs.meltano.com/tutorials/custom-extractor#add-the-plugin-to-your-meltano-project
 .. _contribute back: https://github.com/meltano/sdk/issues?q=is%3Aopen+is%3Aissue+label%3A%22accepting+merge+requests%22
 .. _source code: https://github.com/meltano/sdk
diff --git a/poetry.lock b/poetry.lock
index 1cce14866..602128096 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -42,21 +42,22 @@ typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "attrs"
-version = "22.1.0"
+version = "22.2.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
-    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
+    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
 ]
 
 [package.extras]
-dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
-docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
-tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
-tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
@@ -139,18 +140,18 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.26.34"
+version = "1.26.42"
 description = "The AWS SDK for Python"
 category = "main"
 optional = true
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.26.34-py3-none-any.whl", hash = "sha256:30b09bed9d2b0807674466e2cb4fd43ad4a880cf76b708ae42f234cb0b636309"},
-    {file = "boto3-1.26.34.tar.gz", hash = "sha256:0d6fcb87cd998bcebb0705967508539012a671ef0b1e2a888809fb6781e65b9f"},
+    {file = "boto3-1.26.42-py3-none-any.whl", hash = "sha256:75c995a04723f23e35e16ea491ed91a1345e2fa6492678a216488512308dada1"},
+    {file = "boto3-1.26.42.tar.gz", hash = "sha256:4cfd7e05e4033dbca2cc59bcfdafbdaef9d83dc3c0448917569b301d85766d9d"},
 ]
 
 [package.dependencies]
-botocore = ">=1.29.34,<1.30.0"
+botocore = ">=1.29.42,<1.30.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -159,14 +160,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.29.34"
+version = "1.29.42"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = true
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.29.34-py3-none-any.whl", hash = "sha256:652a749e0649d1eacd8c43ae1493a773ff4e4e4ea4bc7e69f6787d28237dca20"},
-    {file = "botocore-1.29.34.tar.gz", hash = "sha256:a9dbd06b6cad50208cdc5b8db542505c8792b5acdf7d31ed8a7e99db5746ea79"},
+    {file = "botocore-1.29.42-py3-none-any.whl", hash = "sha256:f52f9dbd7ad42b3528c1052086c1a7b6122a018f919afdb604f2889caefe8092"},
+    {file = "botocore-1.29.42.tar.gz", hash = "sha256:d05c62f64e76194c40f598f5f7c804ec50d9820e9f03f6e0198558e4ace167c4"},
 ]
 
 [package.dependencies]
@@ -338,7 +339,7 @@ PyGithub = "^1.57"
 type = "git"
 url = "https://github.com/meltano/commitizen-version-bump.git"
 reference = "main"
-resolved_reference = "4dd94cadd26ce3d1d5b32830bbfc7ae1ecf197b5"
+resolved_reference = "e57b978befdc9d19f82e1315cf904ef91c31d3cd"
 
 [[package]]
 name = "cookiecutter"
@@ -363,63 +364,63 @@ requests = ">=2.23.0"
 
 [[package]]
 name = "coverage"
-version = "7.0.0"
+version = "7.0.3"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "coverage-7.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f2569682d6ea9628da8d6ba38579a48b1e53081226ec7a6c82b5024b3ce5009f"},
-    {file = "coverage-7.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3ec256a592b497f26054195f7d7148892aca8c4cdcc064a7cc66ef7a0455b811"},
-    {file = "coverage-7.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5885a4ceb6dde34271bb0adafa4a248a7f589c89821e9da3110c39f92f41e21b"},
-    {file = "coverage-7.0.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d43d406a4d73aa7f855fa44fa77ff47e739b565b2af3844600cdc016d01e46b9"},
-    {file = "coverage-7.0.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b18df11efa615b79b9ecc13035a712957ff6283f7b244e57684e1c092869f541"},
-    {file = "coverage-7.0.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:f6a4bf5bdee93f6817797beba7086292c2ebde6df0d5822e0c33f8b05415c339"},
-    {file = "coverage-7.0.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:33efe89cd0efef016db19d8d05aa46631f76793de90a61b6717acb202b36fe60"},
-    {file = "coverage-7.0.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:96b5b1f1079e48f56bfccf103bcf44d48b9eb5163f1ea523fad580f15d3fe5e0"},
-    {file = "coverage-7.0.0-cp310-cp310-win32.whl", hash = "sha256:fb85b7a7a4b204bd59d6d0b0c8d87d9ffa820da225e691dfaffc3137dc05b5f6"},
-    {file = "coverage-7.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:793dcd9d42035746fc7637df4336f7581df19d33c5c5253cf988c99d8e93a8ba"},
-    {file = "coverage-7.0.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d564142a03d3bc8913499a458e931b52ddfe952f69b6cd4b24d810fd2959044a"},
-    {file = "coverage-7.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0a8b0e86bede874bf5da566b02194fbb12dd14ce3585cabd58452007f272ba81"},
-    {file = "coverage-7.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e645c73cbfc4577d93747d3f793115acf6f907a7eb9208fa807fdcf2da1964a4"},
-    {file = "coverage-7.0.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:de06e7585abe88c6d38c1b73ce4c3cb4c1a79fbb0da0d0f8e8689ef5729ec60d"},
-    {file = "coverage-7.0.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a30b646fbdd5bc52f506e149fa4fbdef82432baf6b81774e61ec4e3b43b9cbde"},
-    {file = "coverage-7.0.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:db8141856dc9be0917413df7200f53accf1d84c8b156868e6af058a1ea8e903a"},
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-    {file = "coverage-7.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:a7e1bb36b4e57a2d304322021b35d4e4a25fa0d501ba56e8e51efaebf4480556"},
-    {file = "coverage-7.0.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:215f40ef86f1958a1151fa7fad2b4f2f99534c4e10a34a1e065eba3f19ef8868"},
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-    {file = "coverage-7.0.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9071e197faa24837b967bc9aa0b9ef961f805a75f1ee3ea1f3367f55cd46c3c"},
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 ]
 
 [package.dependencies]
@@ -430,47 +431,44 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "38.0.4"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "main"
 optional = false
 python-versions = ">=3.6"
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 [package.extras]
-docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
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 docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
-pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
+pep8test = ["black", "ruff"]
 sdist = ["setuptools-rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["hypothesis (>=1.11.4,!=3.79.2)", "iso8601", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pytz"]
@@ -531,14 +529,14 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.0.4"
+version = "1.1.0"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
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@@ -768,21 +766,21 @@ testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packag
 
 [[package]]
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+version = "5.10.2"
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 python-versions = ">=3.7"
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 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
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 [[package]]
@@ -1272,19 +1270,22 @@ files = [
 
 [[package]]
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 python-versions = ">=3.7"
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+[package.dependencies]
+typing-extensions = {version = ">=4.4", markers = "python_version < \"3.8\""}
+
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 [[package]]
 name = "pluggy"
@@ -1381,21 +1382,22 @@ files = [
 
 [[package]]
 name = "pydocstyle"
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 category = "dev"
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 [package.dependencies]
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+snowballstemmer = ">=2.2.0"
 
 [package.extras]
-toml = ["toml"]
+toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
@@ -1432,14 +1434,14 @@ integrations = ["cryptography"]
 
 [[package]]
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 description = "Pygments is a syntax highlighting package written in Python."
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 [[package]]
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 python-versions = ">=3.7"
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 [[package]]
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-    {file = "SQLAlchemy-1.4.45-cp311-cp311-win32.whl", hash = "sha256:1a92685db3b0682776a5abcb5f9e9addb3d7d9a6d841a452a17ec2d8d457bea7"},
-    {file = "SQLAlchemy-1.4.45-cp311-cp311-win_amd64.whl", hash = "sha256:db3ccbce4a861bf4338b254f95916fc68dd8b7aa50eea838ecdaf3a52810e9c0"},
-    {file = "SQLAlchemy-1.4.45-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:a62ae2ea3b940ce9c9cbd675489c2047921ce0a79f971d3082978be91bd58117"},
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-    {file = "SQLAlchemy-1.4.45-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e91a5e45a2ea083fe344b3503405978dff14d60ef3aa836432c9ca8cd47806b6"},
-    {file = "SQLAlchemy-1.4.45-cp39-cp39-win32.whl", hash = "sha256:0e068b8414d60dd35d43c693555fc3d2e1d822cef07960bb8ca3f1ee6c4ff762"},
-    {file = "SQLAlchemy-1.4.45-cp39-cp39-win_amd64.whl", hash = "sha256:2d6f178ff2923730da271c8aa317f70cf0df11a4d1812f1d7a704b1cf29c5fe3"},
-    {file = "SQLAlchemy-1.4.45.tar.gz", hash = "sha256:fd69850860093a3f69fefe0ab56d041edfdfe18510b53d9a2eaecba2f15fa795"},
+    {file = "SQLAlchemy-1.4.46.tar.gz", hash = "sha256:6913b8247d8a292ef8315162a51931e2b40ce91681f1b6f18f697045200c4a30"},
 ]
 
 [package.dependencies]
@@ -2116,14 +2094,14 @@ sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sqlalchemy2-stubs"
-version = "0.0.2a30"
+version = "0.0.2a31"
 description = "Typing Stubs for SQLAlchemy 1.4"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "sqlalchemy2-stubs-0.0.2a30.tar.gz", hash = "sha256:a6e7606741cbe471215ff5121ceb3b46e52eca829efad1e12c316d1c269a2562"},
-    {file = "sqlalchemy2_stubs-0.0.2a30-py3-none-any.whl", hash = "sha256:44fa604e4bf8108e931a629fc72df2a95dbe0b2c1bd16f3f4f735c7aabc2f9e3"},
+    {file = "sqlalchemy2-stubs-0.0.2a31.tar.gz", hash = "sha256:18e70515eec96c48825f3e1da0c60b04e155593213e25eb28c4cee994a315e4d"},
+    {file = "sqlalchemy2_stubs-0.0.2a31-py3-none-any.whl", hash = "sha256:515a97fbe4b7cd299b43166c51ce6f356f1222128bf2ba57b0619ce8d89dfab4"},
 ]
 
 [package.dependencies]
@@ -2246,14 +2224,14 @@ files = [
 
 [[package]]
 name = "types-requests"
-version = "2.28.11.5"
+version = "2.28.11.7"
 description = "Typing stubs for requests"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "types-requests-2.28.11.5.tar.gz", hash = "sha256:a7df37cc6fb6187a84097da951f8e21d335448aa2501a6b0a39cbd1d7ca9ee2a"},
-    {file = "types_requests-2.28.11.5-py3-none-any.whl", hash = "sha256:091d4a5a33c1b4f20d8b1b952aa8fa27a6e767c44c3cf65e56580df0b05fd8a9"},
+    {file = "types-requests-2.28.11.7.tar.gz", hash = "sha256:0ae38633734990d019b80f5463dfa164ebd3581998ac8435f526da6fe4d598c3"},
+    {file = "types_requests-2.28.11.7-py3-none-any.whl", hash = "sha256:b6a2fca8109f4fdba33052f11ed86102bddb2338519e1827387137fefc66a98b"},
 ]
 
 [package.dependencies]
@@ -2489,4 +2467,4 @@ samples = []
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.7.1"
-content-hash = "85e894cf01b2ce60d3f673c2044f1782baa9e0b6bc4d529d9aabe7313fbf438f"
+content-hash = "8bb9d4f45c26b1ac6794e32e8922b912eb82e69787d02b78eac8c942a1d45d30"
diff --git a/pyproject.toml b/pyproject.toml
index ead8788be..4d40158cd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,9 +45,9 @@ click = "~=8.0"
 fs = "^2.4.16"
 PyJWT = "~=2.4"
 requests = "^2.25.1"
-cryptography = ">=3.4.6,<39.0.0"
+cryptography = ">=3.4.6,<40.0.0"
 importlib-metadata = {version = "<5.0.0", markers = "python_version < \"3.8\""}
-importlib-resources = {version = "5.10.1", markers = "python_version < \"3.9\""}
+importlib-resources = {version = "5.10.2", markers = "python_version < \"3.9\""}
 memoization = ">=0.3.2,<0.5.0"
 jsonpath-ng = "^1.5.3"
 joblib = "^1.0.1"
@@ -100,7 +100,7 @@ pyarrow = {version = "^10.0.1", optional = true, python = "<3.11"}
 freezegun = "^1.2.2"
 viztracer = {version = "^0.15.6", optional = true, python = "<3.11"}
 requests-mock = "^1.10.0"
-sqlalchemy2-stubs = {version = "^0.0.2a29", allow-prereleases = true}
+sqlalchemy2-stubs = {version = "^0.0.2a31", allow-prereleases = true}
 types-python-dateutil = "^2.8.19"
 types-pytz = "^2022.7.0.0"
 types-requests = "^2.28.11"
diff --git a/singer_sdk/helpers/_typing.py b/singer_sdk/helpers/_typing.py
index 663e5b146..80b975652 100644
--- a/singer_sdk/helpers/_typing.py
+++ b/singer_sdk/helpers/_typing.py
@@ -97,6 +97,20 @@ def is_object_type(property_schema: dict) -> Optional[bool]:
     return False
 
 
+def is_uniform_list(property_schema: dict) -> Optional[bool]:
+    """Return true if the JSON Schema type is an array with a single schema.
+
+    This is as opposed to 'tuples' where different indices have different schemas;
+    https://json-schema.org/understanding-json-schema/reference/array.html#array
+    """
+    return (
+        is_array_type(property_schema) is True
+        and "items" in property_schema
+        and "prefixItems" not in property_schema
+        and isinstance(property_schema["items"], dict)
+    )
+
+
 def is_datetime_type(type_dict: dict) -> bool:
     """Return True if JSON Schema type definition is a 'date-time' type.
 
@@ -214,7 +228,7 @@ def is_string_array_type(type_dict: dict) -> bool:
 
 
 def is_array_type(type_dict: dict) -> bool:
-    """Return True if JSON Schema type definition is a string array."""
+    """Return True if JSON Schema type is an array."""
     if not type_dict:
         raise ValueError(
             "Could not detect type from empty type_dict. "
@@ -264,57 +278,163 @@ def is_string_type(property_schema: dict) -> Optional[bool]:
 def _warn_unmapped_properties(
     stream_name: str, property_names: Tuple[str], logger: logging.Logger
 ):
-    logger.info(
+    logger.warning(
         f"Properties {property_names} were present in the '{stream_name}' stream but "
         "not found in catalog schema. Ignoring."
     )
 
 
+class TypeConformanceLevel(Enum):
+    """Used to configure how data is conformed to json compatible types.
+
+    Before outputting data as JSON, it is conformed to types that are valid in json,
+    based on the current types and the schema. For example, dates are converted to
+    strings.
+
+    By default, all data is conformed recursively. If this is not necessary (because
+    data is already valid types, or you are manually converting it) then it may be more
+    performant to use a lesser conformance level.
+    """
+
+    RECURSIVE = 1
+    """
+    All data is recursively conformed
+    """
+
+    ROOT_ONLY = 2
+    """
+    Only properties on the root object, excluding array elements, are conformed
+    """
+
+    NONE = 3
+    """
+    No conformance is performed
+    """
+
+
 def conform_record_data_types(  # noqa: C901
-    stream_name: str, record: Dict[str, Any], schema: dict, logger: logging.Logger
+    stream_name: str,
+    record: Dict[str, Any],
+    schema: dict,
+    level: TypeConformanceLevel,
+    logger: logging.Logger,
 ) -> Dict[str, Any]:
     """Translate values in record dictionary to singer-compatible data types.
 
-    Any property names not found in the schema catalog will be removed, and a
-    warning will be logged exactly once per unmapped property name.
+    Any property names not found in the schema catalog will be removed, and a single
+    warning will be logged listing each unmapped property name.
+    """
+    rec, unmapped_properties = _conform_record_data_types(record, schema, level, None)
+
+    if len(unmapped_properties) > 0:
+        _warn_unmapped_properties(stream_name, tuple(unmapped_properties), logger)
+
+    return rec
+
+
+def _conform_record_data_types(
+    input_object: Dict[str, Any],
+    schema: dict,
+    level: TypeConformanceLevel,
+    parent: Optional[str],
+) -> Tuple[Dict[str, Any], List[str]]:  # noqa: C901
+    """Translate values in record dictionary to singer-compatible data types.
+
+    Any property names not found in the schema catalog will be removed, and a single
+    warning will be logged listing each unmapped property name.
+
+    This is called recursively to process nested objects and arrays.
+
+    Args:
+        input_object: A single record
+        schema: JSON schema the given input_object is expected to meet
+        level:  Specifies how recursive the conformance process should be
+        parent: '.' seperated path to this element from the object root (for logging)
     """
-    rec: Dict[str, Any] = {}
+    output_object: Dict[str, Any] = {}
     unmapped_properties: List[str] = []
-    for property_name, elem in record.items():
+
+    if level == TypeConformanceLevel.NONE:
+        return input_object, unmapped_properties
+
+    for property_name, elem in input_object.items():
+        property_path = (
+            property_name if parent is None else parent + "." + property_name
+        )
         if property_name not in schema["properties"]:
-            unmapped_properties.append(property_name)
+            unmapped_properties.append(property_path)
             continue
 
         property_schema = schema["properties"][property_name]
-        if isinstance(elem, (datetime.datetime, pendulum.DateTime)):
-            rec[property_name] = to_json_compatible(elem)
-        elif isinstance(elem, datetime.date):
-            rec[property_name] = elem.isoformat() + "T00:00:00+00:00"
-        elif isinstance(elem, datetime.timedelta):
-            epoch = datetime.datetime.utcfromtimestamp(0)
-            timedelta_from_epoch = epoch + elem
-            rec[property_name] = timedelta_from_epoch.isoformat() + "+00:00"
-        elif isinstance(elem, datetime.time):
-            rec[property_name] = str(elem)
-        elif isinstance(elem, bytes):
-            # for BIT value, treat 0 as False and anything else as True
-            bit_representation: bool
-            if is_boolean_type(property_schema):
-                bit_representation = elem != b"\x00"
-                rec[property_name] = bit_representation
+        if isinstance(elem, list) and is_uniform_list(property_schema):
+            if level == TypeConformanceLevel.RECURSIVE:
+                item_schema = property_schema["items"]
+                output = []
+                for item in elem:
+                    if is_object_type(item_schema) and isinstance(item, dict):
+                        (
+                            output_item,
+                            sub_unmapped_properties,
+                        ) = _conform_record_data_types(
+                            item, item_schema, level, property_path
+                        )
+                        unmapped_properties.extend(sub_unmapped_properties)
+                        output.append(output_item)
+                    else:
+                        output.append(_conform_primitive_property(item, item_schema))
+                output_object[property_name] = output
             else:
-                rec[property_name] = elem.hex()
-        elif is_boolean_type(property_schema):
-            boolean_representation: Optional[bool]
-            if elem is None:
-                boolean_representation = None
-            elif elem == 0:
-                boolean_representation = False
+                output_object[property_name] = elem
+        elif (
+            isinstance(elem, dict)
+            and is_object_type(property_schema)
+            and "properties" in property_schema
+        ):
+            if level == TypeConformanceLevel.RECURSIVE:
+                (
+                    output_object[property_name],
+                    sub_unmapped_properties,
+                ) = _conform_record_data_types(
+                    elem, property_schema, level, property_path
+                )
+                unmapped_properties.extend(sub_unmapped_properties)
             else:
-                boolean_representation = True
-            rec[property_name] = boolean_representation
+                output_object[property_name] = elem
         else:
-            rec[property_name] = elem
-    if unmapped_properties:
-        _warn_unmapped_properties(stream_name, tuple(unmapped_properties), logger)
-    return rec
+            output_object[property_name] = _conform_primitive_property(
+                elem, property_schema
+            )
+    return output_object, unmapped_properties
+
+
+def _conform_primitive_property(elem: Any, property_schema: dict) -> Any:
+    """Converts a primitive (i.e. not object or array) to a json compatible type."""
+    if isinstance(elem, (datetime.datetime, pendulum.DateTime)):
+        return to_json_compatible(elem)
+    elif isinstance(elem, datetime.date):
+        return elem.isoformat() + "T00:00:00+00:00"
+    elif isinstance(elem, datetime.timedelta):
+        epoch = datetime.datetime.utcfromtimestamp(0)
+        timedelta_from_epoch = epoch + elem
+        return timedelta_from_epoch.isoformat() + "+00:00"
+    elif isinstance(elem, datetime.time):
+        return str(elem)
+    elif isinstance(elem, bytes):
+        # for BIT value, treat 0 as False and anything else as True
+        bit_representation: bool
+        if is_boolean_type(property_schema):
+            bit_representation = elem != b"\x00"
+            return bit_representation
+        else:
+            return elem.hex()
+    elif is_boolean_type(property_schema):
+        boolean_representation: Optional[bool]
+        if elem is None:
+            boolean_representation = None
+        elif elem == 0:
+            boolean_representation = False
+        else:
+            boolean_representation = True
+        return boolean_representation
+    else:
+        return elem
diff --git a/singer_sdk/plugin_base.py b/singer_sdk/plugin_base.py
index feb0f0db3..1a3b09877 100644
--- a/singer_sdk/plugin_base.py
+++ b/singer_sdk/plugin_base.py
@@ -63,7 +63,8 @@ def logger(cls) -> logging.Logger:
             Plugin logger.
         """
         # Get the level from <PLUGIN_NAME>_LOGLEVEL or LOGLEVEL environment variables
-        LOGLEVEL = os.environ.get(f"{cls.name.upper()}_LOGLEVEL") or os.environ.get(
+        plugin_env_prefix = f"{cls.name.upper().replace('-', '_')}_"
+        LOGLEVEL = os.environ.get(f"{plugin_env_prefix}LOGLEVEL") or os.environ.get(
             "LOGLEVEL"
         )
 
diff --git a/singer_sdk/streams/core.py b/singer_sdk/streams/core.py
index a99c9dab5..dff5e0364 100644
--- a/singer_sdk/streams/core.py
+++ b/singer_sdk/streams/core.py
@@ -39,7 +39,11 @@
     write_replication_key_signpost,
     write_starting_replication_value,
 )
-from singer_sdk.helpers._typing import conform_record_data_types, is_datetime_type
+from singer_sdk.helpers._typing import (
+    TypeConformanceLevel,
+    conform_record_data_types,
+    is_datetime_type,
+)
 from singer_sdk.helpers._util import utc_now
 from singer_sdk.mapper import RemoveRecordTransform, SameRecordTransform, StreamMap
 from singer_sdk.plugin_base import PluginBase as TapBaseClass
@@ -77,11 +81,31 @@ def lazy_chunked_generator(
 class Stream(metaclass=abc.ABCMeta):
     """Abstract base class for tap streams."""
 
-    STATE_MSG_FREQUENCY = 10000  # Number of records between state messages
+    STATE_MSG_FREQUENCY = 10000
+    """Number of records between state messages."""
+
     _MAX_RECORDS_LIMIT: int | None = None
 
+    TYPE_CONFORMANCE_LEVEL = TypeConformanceLevel.RECURSIVE
+    """Type conformance level for this stream.
+
+    Field types in the schema are used to convert record field values to the correct
+    type.
+
+    Available options are:
+
+    - ``TypeConformanceLevel.NONE``: No conformance is performed.
+    - ``TypeConformanceLevel.RECURSIVE``: Conformance is performed recursively through
+      all nested levels in the record.
+    - ``TypeConformanceLevel.ROOT``: Conformance is performed only on the root level.
+    """
+
     # Used for nested stream relationships
     parent_stream_type: type[Stream] | None = None
+    """Parent stream type for this stream. If this stream is a child stream, this should
+    be set to the parent stream class.
+    """
+
     ignore_parent_replication_key: bool = False
 
     # Internal API cost aggregator
@@ -790,6 +814,7 @@ def _generate_record_messages(
             stream_name=self.name,
             record=record,
             schema=self.schema,
+            level=self.TYPE_CONFORMANCE_LEVEL,
             logger=self.logger,
         )
         for stream_map in self.stream_maps:
diff --git a/tests/core/test_record_typing.py b/tests/core/test_record_typing.py
index 870a53990..27d2ada9b 100644
--- a/tests/core/test_record_typing.py
+++ b/tests/core/test_record_typing.py
@@ -10,6 +10,7 @@
 import pytest
 
 from singer_sdk.helpers._typing import (
+    TypeConformanceLevel,
     conform_record_data_types,
     get_datelike_property_type,
     to_json_compatible,
@@ -65,7 +66,9 @@ def test_conform_record_data_types(
     logger = logging.getLogger("test-logger")
 
     with caplog.at_level(logging.INFO, logger=logger.name):
-        actual = conform_record_data_types(stream_name, record, schema, logger)
+        actual = conform_record_data_types(
+            stream_name, record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
         if ignore_props_message:
             assert ignore_props_message in caplog.text
         else:
diff --git a/tests/core/test_typing.py b/tests/core/test_typing.py
new file mode 100644
index 000000000..2980c4cec
--- /dev/null
+++ b/tests/core/test_typing.py
@@ -0,0 +1,247 @@
+"""Test _typing - specifically conform_record_data_types()."""
+
+import datetime
+import logging
+
+import pytest
+
+from singer_sdk.helpers._typing import (
+    TypeConformanceLevel,
+    _conform_primitive_property,
+    conform_record_data_types,
+)
+from singer_sdk.typing import (
+    ArrayType,
+    BooleanType,
+    PropertiesList,
+    Property,
+    StringType,
+)
+
+logger = logging.getLogger("log")
+
+
+def test_simple_schema_conforms_types():
+    schema = PropertiesList(
+        Property("true", BooleanType),
+        Property("false", BooleanType),
+    ).to_dict()
+
+    record = {
+        "true": b"\x01",
+        "false": b"\x00",
+    }
+
+    expected_output = {
+        "true": True,
+        "false": False,
+    }
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_primitive_arrays_are_conformed():
+    schema = PropertiesList(
+        Property("list", ArrayType(BooleanType)),
+    ).to_dict()
+
+    record = {
+        "list": [b"\x01", b"\x00"],
+    }
+
+    expected_output = {"list": [True, False]}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_only_root_fields_are_conformed_for_root_level():
+    schema = PropertiesList(
+        Property("primitive", BooleanType),
+        Property("object", PropertiesList(Property("value", BooleanType))),
+        Property("list", ArrayType(BooleanType)),
+    ).to_dict()
+
+    record = {
+        "primitive": b"\x01",
+        "object": {"value": b"\x01"},
+        "list": [b"\x01", b"\x00"],
+    }
+
+    expected_output = {
+        "primitive": True,
+        "object": {"value": b"\x01"},
+        "list": [b"\x01", b"\x00"],
+    }
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.ROOT_ONLY, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_no_fields_are_conformed_for_none_level():
+    schema = PropertiesList(
+        Property("primitive", BooleanType),
+        Property("object", PropertiesList(Property("value", BooleanType))),
+        Property("list", ArrayType(BooleanType)),
+    ).to_dict()
+
+    record = {
+        "primitive": b"\x01",
+        "object": {"value": b"\x01"},
+        "list": [b"\x01", b"\x00"],
+    }
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.NONE, logger
+    )
+    assert actual_output == record
+
+
+def test_object_arrays_are_conformed():
+    schema = PropertiesList(
+        Property("list", ArrayType(PropertiesList(Property("value", BooleanType)))),
+    ).to_dict()
+
+    record = {"list": [{"value": b"\x01"}, {"value": b"\x00"}]}
+
+    expected_output = {"list": [{"value": True}, {"value": False}]}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_mixed_arrays_are_conformed():
+    schema = {
+        "type": "object",
+        "properties": {
+            "list": {
+                "type": ["array", "null"],
+                "items": {
+                    "type": ["object", "boolean"],
+                    "properties": {"value": {"type": ["boolean", "null"]}},
+                },
+            }
+        },
+    }
+
+    record = {"list": [{"value": b"\x01"}, b"\x00"]}
+
+    expected_output = {"list": [{"value": True}, False]}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_nested_objects_are_conformed():
+    schema = PropertiesList(
+        Property("object", PropertiesList(Property("value", BooleanType))),
+    ).to_dict()
+
+    record = {"object": {"value": b"\x01"}}
+
+    expected_output = {"object": {"value": True}}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_simple_schema_removes_types(caplog: pytest.LogCaptureFixture):
+    schema = PropertiesList(
+        Property("keep", StringType),
+    ).to_dict()
+
+    record = {"keep": "hello", "remove": "goodbye"}
+
+    expected_output = {"keep": "hello"}
+
+    with caplog.at_level(logging.WARNING):
+        actual_output = conform_record_data_types(
+            "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
+        assert actual_output == expected_output
+        assert caplog.records[0].message == (
+            "Properties ('remove',) were present in the 'test_stream' stream but not "
+            "found in catalog schema. Ignoring."
+        )
+
+
+def test_nested_objects_remove_types(caplog: pytest.LogCaptureFixture):
+    schema = PropertiesList(
+        Property("object", PropertiesList(Property("keep", StringType))),
+    ).to_dict()
+
+    record = {"object": {"keep": "hello", "remove": "goodbye"}}
+
+    expected_output = {"object": {"keep": "hello"}}
+
+    with caplog.at_level(logging.WARNING):
+        actual_output = conform_record_data_types(
+            "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
+        assert actual_output == expected_output
+        assert caplog.records[0].message == (
+            "Properties ('object.remove',) were present in the 'test_stream' stream "
+            "but not found in catalog schema. Ignoring."
+        )
+
+
+def test_object_arrays_remove_types(caplog: pytest.LogCaptureFixture):
+    schema = PropertiesList(
+        Property("list", ArrayType(PropertiesList(Property("keep", StringType)))),
+    ).to_dict()
+
+    record = {"list": [{"keep": "hello", "remove": "goodbye"}]}
+
+    expected_output = {"list": [{"keep": "hello"}]}
+
+    with caplog.at_level(logging.WARNING):
+        actual_output = conform_record_data_types(
+            "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
+        assert actual_output == expected_output
+        assert caplog.records[0].message == (
+            "Properties ('list.remove',) were present in the 'test_stream' stream but "
+            "not found in catalog schema. Ignoring."
+        )
+
+
+def test_conform_primitives():
+    assert (
+        _conform_primitive_property(datetime.datetime(2020, 5, 17), {"type": "string"})
+        == "2020-05-17T00:00:00+00:00"
+    )
+    assert (
+        _conform_primitive_property(datetime.date(2020, 5, 17), {"type": "string"})
+        == "2020-05-17T00:00:00+00:00"
+    )
+    assert (
+        _conform_primitive_property(datetime.timedelta(365), {"type": "string"})
+        == "1971-01-01T00:00:00+00:00"
+    )
+    assert (
+        _conform_primitive_property(datetime.time(12, 0, 0), {"type": "string"})
+        == "12:00:00"
+    )
+
+    assert _conform_primitive_property(b"\x00", {"type": "string"}) == "00"
+    assert _conform_primitive_property(b"\xBC", {"type": "string"}) == "bc"
+
+    assert _conform_primitive_property(b"\x00", {"type": "boolean"}) == False
+    assert _conform_primitive_property(b"\xBC", {"type": "boolean"}) == True
+
+    assert _conform_primitive_property(None, {"type": "boolean"}) is None
+    assert _conform_primitive_property(0, {"type": "boolean"}) == False
+    assert _conform_primitive_property(1, {"type": "boolean"}) == True