diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index e1d93bfe5..c911c9cf1 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -51,7 +51,6 @@ jobs:
         session: [tests]
         os: ["ubuntu-latest", "macos-latest", "windows-latest"]
         python-version:
-        - "3.8"
         - "3.9"
         - "3.10"
         - "3.11"
@@ -59,8 +58,8 @@ jobs:
         - "3.13"
         include:
         - { session: doctest, python-version: "3.13", os: "ubuntu-latest" }
-        - { session: mypy,    python-version: "3.12", os: "ubuntu-latest" }
-        - { session: deps,    python-version: "3.12", os: "ubuntu-latest" }
+        - { session: mypy,    python-version: "3.13", os: "ubuntu-latest" }
+        - { session: deps,    python-version: "3.13", os: "ubuntu-latest" }
 
     steps:
     - uses: actions/checkout@v4
diff --git a/noxfile.py b/noxfile.py
index a6c4b6394..8e5d667fe 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -30,9 +30,8 @@
     "3.11",
     "3.10",
     "3.9",
-    "3.8",
 ]
-main_python_version = "3.12"
+main_python_version = "3.13"
 locations = "singer_sdk", "tests", "noxfile.py", "docs/conf.py"
 nox.options.sessions = (
     "mypy",
diff --git a/poetry.lock b/poetry.lock
index 536ab95c6..fd0d25df8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -668,83 +668,73 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.6.1"
+version = "7.6.4"
 description = "Code coverage measurement for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [[package]]
@@ -1551,7 +1539,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
-optional = true
+optional = false
 python-versions = ">=3.7"
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-numpy = ">=1.16.6"
-
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-test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
-
 [[package]]
 name = "pyarrow"
 version = "18.0.0"
@@ -2276,7 +2165,7 @@ files = [
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 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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@@ -2353,44 +2242,47 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments
 
 [[package]]
 name = "pytest-benchmark"
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+version = "5.1.0"
 description = "A ``pytest`` fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
 py-cpuinfo = "*"
-pytest = ">=3.8"
+pytest = ">=8.1"
 
 [package.extras]
 aspect = ["aspectlib"]
 elasticsearch = ["elasticsearch"]
-histogram = ["pygal", "pygaljs"]
+histogram = ["pygal", "pygaljs", "setuptools"]
 
 [[package]]
 name = "pytest-codspeed"
-version = "2.2.1"
+version = "3.0.0"
 description = "Pytest plugin to create CodSpeed benchmarks"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
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+cffi = ">=1.17.1"
 filelock = ">=3.12.2"
+importlib-metadata = {version = ">=8.5.0", markers = "python_version < \"3.10\""}
 pytest = ">=3.8"
+rich = ">=13.8.1"
 setuptools = {version = "*", markers = "python_full_version >= \"3.12.0\""}
 
 [package.extras]
-compat = ["pytest-benchmark (>=4.0.0,<4.1.0)", "pytest-xdist (>=2.0.0,<2.1.0)"]
-lint = ["mypy (>=1.3.0,<1.4.0)", "ruff (>=0.3.3,<0.4.0)"]
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+compat = ["pytest-benchmark (>=5.0.0,<5.1.0)", "pytest-xdist (>=3.6.1,<3.7.0)"]
+lint = ["mypy (>=1.11.2,<1.12.0)", "ruff (>=0.6.5,<0.7.0)"]
 test = ["pytest (>=7.0,<8.0)", "pytest-cov (>=4.0.0,<4.1.0)"]
 
 [[package]]
@@ -2639,116 +2531,122 @@ files = [
 [package.dependencies]
 six = "*"
 
+[[package]]
+name = "rich"
+version = "13.9.4"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.8.0"
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+    {file = "yarl-1.17.1-py3-none-any.whl", hash = "sha256:f1790a4b1e8e8e028c391175433b9c8122c39b46e1663228158e61e6f915bf06"},
+    {file = "yarl-1.17.1.tar.gz", hash = "sha256:067a63fcfda82da6b198fa73079b1ca40b7c9b7994995b6ee38acda728b64d47"},
 ]
 
 [package.dependencies]
@@ -3769,13 +3629,13 @@ propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -3790,12 +3650,12 @@ type = ["pytest-mypy"]
 docs = ["furo", "myst-parser", "pytest", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinx-reredirects"]
 faker = ["faker"]
 jwt = ["PyJWT", "cryptography"]
-parquet = ["numpy", "numpy", "numpy", "pyarrow", "pyarrow"]
+parquet = ["numpy", "numpy", "pyarrow"]
 s3 = ["fs-s3fs", "s3fs"]
 ssh = ["paramiko"]
 testing = ["pytest"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8"
-content-hash = "6f38eebb28c428474d044342264d4b3c331081d58b399cb1be393f29b6b27f25"
+python-versions = ">=3.9"
+content-hash = "3e5dc4b61042912409c6e4866ea70b7fe12581eea4bf73468f1e6d494332d5f8"
diff --git a/pyproject.toml b/pyproject.toml
index 680d2e33d..7ee7b87b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,11 +19,11 @@ classifiers = [
     "Intended Audience :: Developers",
     "License :: OSI Approved :: Apache Software License",
     "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",
+    "Programming Language :: Python :: 3.13",
     "Programming Language :: Python :: Implementation :: CPython",
     "Topic :: Software Development :: Libraries :: Application Frameworks",
     "Typing :: Typed",
@@ -38,7 +38,7 @@ license = "Apache-2.0"
 "Youtube" = "https://www.youtube.com/meltano"
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 backoff = { version = ">=2.0.0", python = "<4" }
 backports-datetime-fromisoformat = { version = ">=2.0.1", python = "<3.11" }
 click = "~=8.0"
@@ -58,23 +58,20 @@ requests = ">=2.25.1"
 # TODO: remove this constraint once we get rid of the `fs` dependency
 # newer setuptools versions are incompatible with some dependencies (fs)
 setuptools = "<=70.3.0"
-simpleeval = [
-    { version = ">=0.9.13,<1", python = "<3.9" },
-    { version = ">=0.9.13,!=1.0.1", python = ">=3.9" },
-]
+simpleeval = ">=0.9.13,!=1.0.1"
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
 
 # Sphinx dependencies installed as optional 'docs' extras
 # https://github.com/readthedocs/readthedocs.org/issues/4912#issuecomment-664002569
-furo = {version = ">=2024.5.6", python = ">=3.9", optional = true}
-myst-parser = {version = ">=3", python = ">=3.9", optional = true}
-sphinx = {version = ">=7", python = ">=3.9", optional = true}
-sphinx-copybutton = {version = ">=0.5.2", python = ">=3.9", optional = true}
-sphinx-inline-tabs = {version = ">=2023.4.21", python = ">=3.9", optional = true}
-sphinx-notfound-page = {version = ">=1.0.0", python = ">=3.9", optional = true}
-sphinx-reredirects = {version = ">=0.1.5", python = ">=3.9", optional = true}
+furo = {version = ">=2024.5.6", optional = true}
+myst-parser = {version = ">=3", optional = true}
+sphinx = {version = ">=7", optional = true}
+sphinx-copybutton = {version = ">=0.5.2", optional = true}
+sphinx-inline-tabs = {version = ">=2023.4.21", optional = true}
+sphinx-notfound-page = {version = ">=1.0.0", optional = true}
+sphinx-reredirects = {version = ">=0.1.5", optional = true}
 
 # File storage dependencies installed as optional 'filesystem' extras
 fs-s3fs = {version = ">=1.1.1", optional = true}
@@ -86,14 +83,10 @@ s3fs = { version = ">=2024.9.0", optional = true }
 # the version of Numpy that is compatible with the earliest Python version supported
 # by this project, but that may not be compatible with the latest Python version.
 numpy = [
-    { version = ">=1.22,<1.25", python = "==3.8", optional = true },
     { version = ">=1.22,<2.1", python = "==3.9", optional = true },
     { version = ">=1.22", python = ">=3.10", optional = true },
 ]
-pyarrow = [
-    { version = ">=13,<18", python = "==3.8", optional = true },
-    { version = ">=13", python = ">=3.9", optional = true },
-]
+pyarrow = { version = ">=13", optional = true }
 
 # Testing dependencies installed as optional 'testing' extras
 pytest = {version=">=7.2.1", optional = true}
@@ -318,7 +311,7 @@ extend-exclude = [
     "cookiecutter/*",
 ]
 line-length = 88
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.format]
 docstring-code-format = true
diff --git a/samples/aapl/aapl.py b/samples/aapl/aapl.py
index 1e7c78b86..d6605d4ea 100644
--- a/samples/aapl/aapl.py
+++ b/samples/aapl/aapl.py
@@ -2,17 +2,12 @@
 
 from __future__ import annotations
 
+import importlib.resources
 import json
-import sys
 
 from singer_sdk import Stream, Tap
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    import importlib.resources as importlib_resources
-
-PROJECT_DIR = importlib_resources.files("samples.aapl")
+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 2b3ebfa90..d0106ff06 100644
--- a/samples/sample_tap_countries/countries_streams.py
+++ b/samples/sample_tap_countries/countries_streams.py
@@ -9,7 +9,7 @@
 from __future__ import annotations
 
 import abc
-import sys
+import importlib.resources
 import typing as t
 
 from requests_cache.session import CachedSession
@@ -17,13 +17,7 @@
 from singer_sdk import typing as th
 from singer_sdk.streams.graphql import GraphQLStream
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-
-SCHEMAS_DIR = importlib_resources.files(__package__) / "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 540b77466..f675e29f0 100644
--- a/samples/sample_tap_gitlab/gitlab_graphql_streams.py
+++ b/samples/sample_tap_gitlab/gitlab_graphql_streams.py
@@ -6,19 +6,13 @@
 
 from __future__ import annotations
 
-import sys
+import importlib.resources
 
 from singer_sdk.streams import GraphQLStream
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-
 SITE_URL = "https://gitlab.com/graphql"
 
-SCHEMAS_DIR = importlib_resources.files(__package__) / "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 f81e4df59..5ed59f666 100644
--- a/samples/sample_tap_gitlab/gitlab_rest_streams.py
+++ b/samples/sample_tap_gitlab/gitlab_rest_streams.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-import sys
+import importlib.resources
 import typing as t
 
 from singer_sdk.authenticators import SimpleAuthenticator
@@ -19,13 +19,7 @@
     StringType,
 )
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = importlib.resources.files(__package__) / "schemas"
 
 DEFAULT_URL_BASE = "https://gitlab.com/api/v4"
 
diff --git a/singer_sdk/_singerlib/catalog.py b/singer_sdk/_singerlib/catalog.py
index c39d46a1b..986272e3c 100644
--- a/singer_sdk/_singerlib/catalog.py
+++ b/singer_sdk/_singerlib/catalog.py
@@ -11,12 +11,12 @@
     from typing_extensions import TypeAlias
 
 
-Breadcrumb = t.Tuple[str, ...]
+Breadcrumb = tuple[str, ...]
 
 logger = logging.getLogger(__name__)
 
 
-class SelectionMask(t.Dict[Breadcrumb, bool]):
+class SelectionMask(dict[Breadcrumb, bool]):
     """Boolean mask for property selection in schemas and records."""
 
     def __missing__(self, breadcrumb: Breadcrumb) -> bool:
@@ -95,7 +95,7 @@ class StreamMetadata(Metadata):
 AnyMetadata: TypeAlias = t.Union[Metadata, StreamMetadata]
 
 
-class MetadataMapping(t.Dict[Breadcrumb, AnyMetadata]):
+class MetadataMapping(dict[Breadcrumb, AnyMetadata]):
     """Stream metadata mapping."""
 
     @classmethod
@@ -352,7 +352,7 @@ def to_dict(self) -> dict[str, t.Any]:  # noqa: C901
         return result
 
 
-class Catalog(t.Dict[str, CatalogEntry]):
+class Catalog(dict[str, CatalogEntry]):
     """Singer catalog mapping of stream entries."""
 
     @classmethod
diff --git a/singer_sdk/about.py b/singer_sdk/about.py
index 4b0cc1b8d..ac1e76fa8 100644
--- a/singer_sdk/about.py
+++ b/singer_sdk/about.py
@@ -23,7 +23,7 @@
 ]
 
 # Keep these in sync with the supported Python versions in pyproject.toml
-_PY_MIN_VERSION = 8
+_PY_MIN_VERSION = 9
 _PY_MAX_VERSION = 13
 
 
diff --git a/singer_sdk/connectors/sql.py b/singer_sdk/connectors/sql.py
index d3c8ce248..0368e8a5c 100644
--- a/singer_sdk/connectors/sql.py
+++ b/singer_sdk/connectors/sql.py
@@ -198,7 +198,7 @@ def boolean_to_jsonschema(self, column_type: sa.types.Boolean) -> dict:  # noqa:
 
 
 JSONtoSQLHandler: TypeAlias = t.Union[
-    t.Type[sa.types.TypeEngine],
+    type[sa.types.TypeEngine],
     t.Callable[[dict], sa.types.TypeEngine],
 ]
 
diff --git a/singer_sdk/contrib/batch_encoder_jsonl.py b/singer_sdk/contrib/batch_encoder_jsonl.py
index 6f121f8d4..00ef52355 100644
--- a/singer_sdk/contrib/batch_encoder_jsonl.py
+++ b/singer_sdk/contrib/batch_encoder_jsonl.py
@@ -40,10 +40,10 @@ def get_batches(
             filename = f"{prefix}{sync_id}-{i}.json.gz"
             with self.batch_config.storage.fs(create=True) as fs:
                 # TODO: Determine compression from config.
-                with fs.open(filename, "wb") as f, gzip.GzipFile(
-                    fileobj=f,
-                    mode="wb",
-                ) as gz:
+                with (
+                    fs.open(filename, "wb") as f,
+                    gzip.GzipFile(fileobj=f, mode="wb") as gz,
+                ):
                     gz.writelines(
                         (serialize_json(record) + "\n").encode() for record in chunk
                     )
diff --git a/singer_sdk/helpers/_compat.py b/singer_sdk/helpers/_compat.py
index 21dd71da6..b6f0ad43e 100644
--- a/singer_sdk/helpers/_compat.py
+++ b/singer_sdk/helpers/_compat.py
@@ -4,15 +4,9 @@
 
 import datetime
 import sys
+from importlib import resources as importlib_resources
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-if sys.version_info < (3, 9):
-    from importlib_resources.abc import Traversable
-elif sys.version_info < (3, 12):
+if sys.version_info < (3, 12):
     from importlib.abc import Traversable
 else:
     from importlib.resources.abc import Traversable
diff --git a/singer_sdk/helpers/types.py b/singer_sdk/helpers/types.py
index 6d8c877ff..7693b17d4 100644
--- a/singer_sdk/helpers/types.py
+++ b/singer_sdk/helpers/types.py
@@ -4,14 +4,10 @@
 
 import sys
 import typing as t
+from collections.abc import Mapping
 
 import requests
 
-if sys.version_info < (3, 9):
-    from typing import Mapping  # noqa: ICN003
-else:
-    from collections.abc import Mapping
-
 if sys.version_info < (3, 10):
     from typing_extensions import TypeAlias
 else:
@@ -24,5 +20,5 @@
 ]
 
 Context: TypeAlias = Mapping[str, t.Any]
-Record: TypeAlias = t.Dict[str, t.Any]
+Record: TypeAlias = dict[str, t.Any]
 Auth: TypeAlias = t.Callable[[requests.PreparedRequest], requests.PreparedRequest]
diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index e7d6f39e0..004d0f60a 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -63,7 +63,7 @@ def md5(string: str) -> str:
     return hashlib.md5(string.encode("utf-8")).hexdigest()  # noqa: S324
 
 
-StreamMapsDict: TypeAlias = t.Dict[str, t.Union[str, dict, None]]
+StreamMapsDict: TypeAlias = dict[str, t.Union[str, dict, None]]
 
 
 class StreamMap(metaclass=abc.ABCMeta):
diff --git a/singer_sdk/sinks/core.py b/singer_sdk/sinks/core.py
index 10c278ccb..c417c650b 100644
--- a/singer_sdk/sinks/core.py
+++ b/singer_sdk/sinks/core.py
@@ -739,10 +739,10 @@ def process_batch_files(
                 storage = StorageTarget.from_url(head)
 
             if encoding.format == BatchFileFormat.JSONL:
-                with storage.fs(create=False) as batch_fs, batch_fs.open(
-                    tail,
-                    mode="rb",
-                ) as file:
+                with (
+                    storage.fs(create=False) as batch_fs,
+                    batch_fs.open(tail, mode="rb") as file,
+                ):
                     if encoding.compression == "gzip":
                         with gzip_open(file) as context_file:
                             context = {
@@ -759,10 +759,10 @@ def process_batch_files(
             ):
                 import pyarrow.parquet as pq  # noqa: PLC0415
 
-                with storage.fs(create=False) as batch_fs, batch_fs.open(
-                    tail,
-                    mode="rb",
-                ) as file:
+                with (
+                    storage.fs(create=False) as batch_fs,
+                    batch_fs.open(tail, mode="rb") as file,
+                ):
                     table = pq.read_table(file)
                     context = {"records": table.to_pylist()}
                     self.process_batch(context)
diff --git a/singer_sdk/testing/tap_tests.py b/singer_sdk/testing/tap_tests.py
index 92e0b13e1..54352c694 100644
--- a/singer_sdk/testing/tap_tests.py
+++ b/singer_sdk/testing/tap_tests.py
@@ -43,7 +43,7 @@ def test(self) -> None:
         catalog = tap1.catalog_dict
         # Reset and re-initialize with discovered catalog
         kwargs = {k: v for k, v in self.runner.default_kwargs.items() if k != "catalog"}
-        tap2: Tap = t.cast(t.Type[Tap], self.runner.singer_class)(
+        tap2: Tap = t.cast(type[Tap], self.runner.singer_class)(
             config=self.runner.config,
             catalog=catalog,
             **kwargs,
diff --git a/tests/core/configuration/test_dict_config.py b/tests/core/configuration/test_dict_config.py
index 851f9970a..f3a48ac4e 100644
--- a/tests/core/configuration/test_dict_config.py
+++ b/tests/core/configuration/test_dict_config.py
@@ -90,8 +90,9 @@ def test_get_env_var_config(
             assert not set.intersection(missing_props, env_config)
 
         m.setenv("PLUGIN_TEST_PROP3", "val1,val2")
-        with subtests.test(msg="Legacy array parsing"), caplog.at_level(
-            logging.WARNING,
+        with (
+            subtests.test(msg="Legacy array parsing"),
+            caplog.at_level(logging.WARNING),
         ):
             parsed = parse_environment_config(CONFIG_JSONSCHEMA, "PLUGIN_TEST_")
             assert parsed["prop3"] == ["val1", "val2"]
diff --git a/tests/core/test_connector_sql.py b/tests/core/test_connector_sql.py
index 66637e9da..a45b59373 100644
--- a/tests/core/test_connector_sql.py
+++ b/tests/core/test_connector_sql.py
@@ -173,24 +173,25 @@ def test_deprecated_functions_warn(self, connector: SQLConnector):
             _ = connector.connection
 
     def test_connect_calls_engine(self, connector):
-        with mock.patch.object(
-            SQLConnector,
-            "_engine",
-        ) as mock_engine, connector._connect() as _:
+        with (
+            mock.patch.object(SQLConnector, "_engine") as mock_engine,
+            connector._connect() as _,
+        ):
             mock_engine.connect.assert_called_once()
 
     def test_connect_calls_connect(self, connector):
         attached_engine = connector._engine
-        with mock.patch.object(
-            attached_engine,
-            "connect",
-        ) as mock_conn, connector._connect() as _:
+        with (
+            mock.patch.object(attached_engine, "connect") as mock_conn,
+            connector._connect() as _,
+        ):
             mock_conn.assert_called_once()
 
     def test_connect_raises_on_operational_failure(self, connector):
-        with pytest.raises(
-            sa.exc.OperationalError,
-        ) as _, connector._connect() as conn:
+        with (
+            pytest.raises(sa.exc.OperationalError) as _,
+            connector._connect() as conn,
+        ):
             conn.execute(sa.text("SELECT * FROM fake_table"))
 
     def test_rename_column_uses_connect_correctly(self, connector):
diff --git a/tests/samples/test_target_csv.py b/tests/samples/test_target_csv.py
index 3053590d8..7ada6c33f 100644
--- a/tests/samples/test_target_csv.py
+++ b/tests/samples/test_target_csv.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import datetime
+import importlib.resources
 import json
 import shutil
 import typing as t
@@ -16,7 +17,6 @@
 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,
@@ -149,7 +149,7 @@ def test_target_batching():
 
 
 SAMPLE_FILENAME = (
-    importlib_resources.files("tests.samples") / "resources/messages.jsonl"
+    importlib.resources.files("tests.samples") / "resources/messages.jsonl"
 )
 EXPECTED_OUTPUT = """"id"	"name"
 1	"Chris"