diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 70fa9ec0b..fad49cdd1 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,6 +1,6 @@
 griffe==0.48.0
 pip==24.1.2
-poetry==1.8.3
+poetry @ git+https://github.com/radoering/poetry.git@pep621-support
 poetry-plugin-export==1.8.0
 poetry-dynamic-versioning==1.4.0
 pre-commit==3.7.1
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2be705072..85bf8ac1c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -76,7 +76,7 @@ repos:
           samples/.*
         )$
 
-- repo: https://github.com/python-poetry/poetry
-  rev: 1.8.0
-  hooks:
-  - id: poetry-check
+# - repo: https://github.com/python-poetry/poetry
+#   rev: 1.8.0
+#   hooks:
+#   - id: poetry-check
diff --git a/poetry.lock b/poetry.lock
index 79afc20d3..873573734 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.9.0.dev0 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -157,17 +157,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.34.145"
+version = "1.34.150"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.145-py3-none-any.whl", hash = "sha256:69d5afb7a017d07dd6bdfb680d2912d5d369b3fafa0a45161207d9f393b14d7e"},
-    {file = "boto3-1.34.145.tar.gz", hash = "sha256:ac770fb53dde1743aec56bd8e56b7ee2e2f5ad42a37825968ec4ff8428822640"},
+    {file = "boto3-1.34.150-py3-none-any.whl", hash = "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"},
+    {file = "boto3-1.34.150.tar.gz", hash = "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.145,<1.35.0"
+botocore = ">=1.34.150,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -176,13 +176,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.145"
+version = "1.34.150"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.145-py3-none-any.whl", hash = "sha256:2e72e262de02adcb0264ac2bac159a28f55dbba8d9e52aa0308773a42950dff5"},
-    {file = "botocore-1.34.145.tar.gz", hash = "sha256:edf0fb4c02186ae29b76263ac5fda18b0a085d334a310551c9984407cf1079e6"},
+    {file = "botocore-1.34.150-py3-none-any.whl", hash = "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"},
+    {file = "botocore-1.34.150.tar.gz", hash = "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a"},
 ]
 
 [package.dependencies]
@@ -604,13 +604,13 @@ files = [
 
 [[package]]
 name = "duckdb-engine"
-version = "0.13.0"
+version = "0.13.1"
 description = "SQLAlchemy driver for duckdb"
 optional = false
 python-versions = "<4,>=3.8"
 files = [
-    {file = "duckdb_engine-0.13.0-py3-none-any.whl", hash = "sha256:58ac839d6730d07c11148123aa16001623d780bcd7369eabc4bf1594b79ab0d0"},
-    {file = "duckdb_engine-0.13.0.tar.gz", hash = "sha256:8e934091b2922a60c2faaac057f88b669fe4925cc26a3adaea8be7f27ca60bab"},
+    {file = "duckdb_engine-0.13.1-py3-none-any.whl", hash = "sha256:ddcb173cb7bc088561aadccd2416ddaf83c61430f82983b4fc362fa16000af74"},
+    {file = "duckdb_engine-0.13.1.tar.gz", hash = "sha256:883510ff0ce6fdbf0ef595c16c92873fa500bcee9a70ec92ab5f511e8542fc6f"},
 ]
 
 [package.dependencies]
@@ -823,13 +823,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.0.0"
+version = "8.2.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
-    {file = "importlib_metadata-8.0.0.tar.gz", hash = "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"},
+    {file = "importlib_metadata-8.2.0-py3-none-any.whl", hash = "sha256:11901fa0c2f97919b288679932bb64febaeacf289d18ac84dd68cb2e74213369"},
+    {file = "importlib_metadata-8.2.0.tar.gz", hash = "sha256:72e8d4399996132204f9a16dcc751af254a48f8d1b20b9ff0f98d4a8f901e73d"},
 ]
 
 [package.dependencies]
@@ -1217,56 +1217,56 @@ files = [
 
 [[package]]
 name = "numpy"
-version = "2.0.0"
+version = "2.0.1"
 description = "Fundamental package for array computing in Python"
 optional = true
 python-versions = ">=3.9"
 files = [
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 [[package]]
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 [[package]]
 name = "simpleeval"
@@ -2195,49 +2199,49 @@ sphinx = ">=7.1"
 
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 [[package]]
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 [package.extras]
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
@@ -2257,33 +2261,33 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
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 [[package]]
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-    {file = "sphinxcontrib_serializinghtml-1.1.10-py3-none-any.whl", hash = "sha256:326369b8df80a7d2d8d7f99aa5ac577f51ea51556ed974e7716cfd4fca3f6cb7"},
-    {file = "sphinxcontrib_serializinghtml-1.1.10.tar.gz", hash = "sha256:93f3f5dc458b91b192fe10c397e324f262cf163d79f3282c158e8436a2c4511f"},
+    {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"},
+    {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"},
 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
@@ -2491,13 +2495,13 @@ files = [
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12.20240311"
+version = "6.0.12.20240724"
 description = "Typing stubs for PyYAML"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-PyYAML-6.0.12.20240311.tar.gz", hash = "sha256:a9e0f0f88dc835739b0c1ca51ee90d04ca2a897a71af79de9aec5f38cb0a5342"},
-    {file = "types_PyYAML-6.0.12.20240311-py3-none-any.whl", hash = "sha256:b845b06a1c7e54b8e5b4c683043de0d9caf205e7434b3edc678ff2411979b8f6"},
+    {file = "types-PyYAML-6.0.12.20240724.tar.gz", hash = "sha256:cf7b31ae67e0c5b2919c703d2affc415485099d3fe6666a6912f040fd05cb67f"},
+    {file = "types_PyYAML-6.0.12.20240724-py3-none-any.whl", hash = "sha256:e5becec598f3aa3a2ddf671de4a75fa1c6856fbf73b2840286c9d50fae2d5d48"},
 ]
 
 [[package]]
@@ -2623,4 +2627,4 @@ testing = ["pytest", "pytest-durations"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8"
-content-hash = "6a6acd1298eca878a1a7e0dc47decdb156fdc8eb6622dbba1e6b5422e190cecd"
+content-hash = "9f836cf64baf6625489728898dd28ca1936b221efb8ff6a6cfd467fa36242f5a"
diff --git a/pyproject.toml b/pyproject.toml
index eae7ecd64..601b1ead5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,13 +1,19 @@
-[tool.poetry]
+[project]
 name = "singer-sdk"
-version = "0.0.0"
+dynamic = [
+    "version"
+]
 description = "A framework for building Singer taps"
-authors = ["Meltano Team and Contributors <hello@meltano.com>"]
-maintainers = ["Meltano Team and Contributors <hello@meltano.com>"]
-readme = "README.md"
-homepage = "https://sdk.meltano.com/en/latest/"
-repository = "https://github.com/meltano/sdk"
-documentation = "https://sdk.meltano.com/en/latest/"
+authors = [{ name = "Meltano Team and Contributors", email = "hello@meltano.com" }]
+maintainers = [{ name = "Meltano Team and Contributors", email = "hello@meltano.com" }]
+urls.Homepage = "https://sdk.meltano.com/en/latest/"
+urls.Repository = "https://github.com/meltano/sdk"
+urls.Documentation = "https://sdk.meltano.com/en/latest/"
+urls."Issue Tracker" = "https://github.com/meltano/sdk/issues"
+urls."Twitter" = "https://twitter.com/meltanodata/"
+urls."Changelog" = "https://github.com/meltano/sdk/blob/main/CHANGELOG.md"
+urls."Slack" = "https://meltano.com/slack"
+urls."Youtube" = "https://www.youtube.com/meltano"
 keywords = [
     "Meltano",
     "Singer",
@@ -28,94 +34,76 @@ classifiers = [
     "Topic :: Software Development :: Libraries :: Application Frameworks",
     "Typing :: Typed",
 ]
-license = "Apache-2.0"
-
-[tool.poetry.urls]
-"Issue Tracker" = "https://github.com/meltano/sdk/issues"
-"Twitter" = "https://twitter.com/meltanodata/"
-"Changelog" = "https://github.com/meltano/sdk/blob/main/CHANGELOG.md"
-"Slack" = "https://meltano.com/slack"
-"Youtube" = "https://www.youtube.com/meltano"
-
-[tool.poetry.dependencies]
-python = ">=3.8"
-backoff = { version = ">=2.0.0", python = "<4" }
-backports-datetime-fromisoformat = { version = ">=2.0.1", python = "<3.11" }
-click = "~=8.0"
-fs = ">=2.4.16"
-importlib-metadata = {version = "<9.0.0", python = "<3.12"}
-importlib-resources = {version = ">=5.12.0,!=6.2.0,!=6.3.0,!=6.3.1", python = "<3.10"}
-inflection = ">=0.5.1"
-joblib = ">=1.3.0"
-jsonpath-ng = ">=1.5.3"
-jsonschema = ">=4.16.0"
-packaging = ">=23.1"
-pendulum = ">=2.1.0,<4"
-python-dateutil = ">=2.8.2"
-python-dotenv = ">=0.20"
-PyYAML = ">=6.0"
-referencing = ">=0.30.0"
-requests = ">=2.25.1"
-simpleeval = ">=0.9.13"
-simplejson = ">=3.17.6"
-sqlalchemy = ">=1.4,<3.0"
-typing-extensions = ">=4.5.0"
-# urllib3 2.0 is not compatible with botocore
-urllib3 = ">=1.26,<2"
-
-# Sphinx dependencies installed as optional 'docs' extras
-# https://github.com/readthedocs/readthedocs.org/issues/4912#issuecomment-664002569
-sphinx = {version = ">=7", python = ">=3.9", optional = true}
-furo = {version = ">=2024.5.6", python = ">=3.9", optional = true}
-sphinx-copybutton = {version = ">=0.5.2", python = ">=3.9", optional = true}
-myst-parser = {version = ">=3", 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}
-
-# File storage dependencies installed as optional 'filesystem' extras
-fs-s3fs = {version = ">=1.1.1", optional = true}
-
-# Parquet file dependencies installed as optional 'parquet' extras
-numpy = [
-    { version = ">=1.22,<1.25", python = ">=3.8,<3.9", optional = true },
-    { version = ">=1.22", python = ">=3.9", optional = true },
+readme = "README.md"
+license.file = "LICENSE"
+requires-python = ">=3.8"
+dependencies = [
+    "backoff>=2.0.0,<4; python_version<'4'",
+    "backports-datetime-fromisoformat>=2.0.1,<3.11; python_version<'3.11'",
+    "click~=8.0",
+    "fs>=2.4.16",
+    "importlib-metadata<9.0.0; python_version<'3.12'",
+    "importlib-resources>=5.12.0,!=6.2.0,!=6.3.0,!=6.3.1; python_version<'3.10'",
+    "inflection>=0.5.1",
+    "joblib>=1.3.0",
+    "jsonpath-ng>=1.5.3",
+    "jsonschema>=4.16.0",
+    "packaging>=23.1",
+    "pendulum>=2.1.0,<4",
+    "python-dateutil>=2.8.2",
+    "python-dotenv>=0.20",
+    "PyYAML>=6.0",
+    "referencing>=0.30.0",
+    "requests>=2.25.1",
+    "simpleeval>=0.9.13",
+    "simplejson>=3.17.6",
+    "sqlalchemy>=1.4,<3.0",
+    "typing-extensions>=4.5.0",
+    # urllib3 2.0 is not compatible with botocore
+    "urllib3>=1.26,<2",
 ]
-pyarrow = { version = ">=13", optional = true }
-
-# Testing dependencies installed as optional 'testing' extras
-pytest = {version=">=7.2.1", optional = true}
-pytest-durations = {version = ">=1.2.0", optional = true}
-
-# installed as optional 'faker' extra
-faker = {version = ">=22.5,<27.0", optional = true}
-
-# Crypto extras
-cryptography = { version = ">=3.4.6", optional = true }
-PyJWT = { version = "~=2.4", optional = true }
-
-[tool.poetry.extras]
-jwt = [
-    "cryptography",
-    "PyJWT",
+optional-dependencies.docs = [
+    "furo>=2024.5.6; python_version>='3.9'",
+    "myst-parser>=3; python_version>='3.9'",
+    "pytest>=7.2.1; python_version>='3.9'",
+    "sphinx>=7; python_version>='3.9'",
+    "sphinx-copybutton>=0.5.2; python_version>='3.9'",
+    "sphinx-inline-tabs>=2023.4.21; python_version>='3.9'",
+    "sphinx-notfound-page>=1.0.0; python_version>='3.9'",
+    "sphinx-reredirects>=0.1.5; python_version>='3.9'",
 ]
-docs = [
-    "furo",
-    "myst-parser",
-    "pytest",
-    "sphinx",
-    "sphinx-copybutton",
-    "sphinx-inline-tabs",
-    "sphinx-notfound-page",
-    "sphinx-reredirects",
+optional-dependencies.s3 = [
+    "fs-s3fs>=1.1.1",
+]
+optional-dependencies.jwt = [
+    "cryptography>=3.4.6",
+    "PyJWT~=2.4",
 ]
-s3 = ["fs-s3fs"]
-testing = [
-    "pytest",
-    "pytest-durations"
+optional-dependencies.parquet = [
+    "numpy>=1.22,<1.25; python_version<'3.9'",
+    "numpy>=1.22; python_version>='3.9'",
+    "pyarrow>=13",
+]
+optional-dependencies.testing = [
+    "pytest>=7.2.1",
+    "pytest-durations>=1.2.0",
+]
+optional-dependencies.faker = [
+    "faker>=22.5,<27.0",
 ]
-parquet = ["numpy", "pyarrow"]
-faker = ["faker"]
+
+[project.entry-points."pytest11"]
+singer_testing = "singer_sdk.testing.pytest_plugin"
+
+[project.entry-points."singer_sdk.batch_encoders"]
+jsonl = "singer_sdk.contrib.batch_encoder_jsonl:JSONLinesBatcher"
+parquet = "singer_sdk.contrib.batch_encoder_parquet:ParquetBatcher"
+
+[tool.poetry]
+# TODO: remove this duplicate name when nox-poetry supports PEP 621
+# https://github.com/cjolowicz/nox-poetry/pull/1223
+name = "singer-sdk"
+version = "0.0.0"
 
 [tool.poetry.group.dev.dependencies]
 coverage = {extras = ["toml"], version = ">=7.4"}
@@ -283,16 +271,12 @@ enable = true
 style = "pep440"
 
 [build-system]
-requires = ["poetry-core==1.9.0", "poetry-dynamic-versioning==1.4.0"]
+requires = [
+    "poetry-core@ git+https://github.com/radoering/poetry-core.git@pep621-support",
+    "poetry-dynamic-versioning==1.4.0",
+]
 build-backend = "poetry_dynamic_versioning.backend"
 
-[tool.poetry.plugins."pytest11"]
-singer_testing = "singer_sdk.testing.pytest_plugin"
-
-[tool.poetry.plugins."singer_sdk.batch_encoders"]
-jsonl = "singer_sdk.contrib.batch_encoder_jsonl:JSONLinesBatcher"
-parquet = "singer_sdk.contrib.batch_encoder_parquet:ParquetBatcher"
-
 [tool.ruff]
 extend-exclude = [
     "cookiecutter/*",