diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000000..0248bb91ef
--- /dev/null
+++ b/.python-version
@@ -0,0 +1,4 @@
+3.9.0
+3.10.0
+3.11.0
+3.12.0
diff --git a/mkdocs/docs/SUMMARY.md b/mkdocs/docs/SUMMARY.md
index 8d384f8a31..6a162d6809 100644
--- a/mkdocs/docs/SUMMARY.md
+++ b/mkdocs/docs/SUMMARY.md
@@ -30,7 +30,7 @@
     - [Verify a release](verify-release.md)
     - [How to release](how-to-release.md)
     - [Release Notes](https://github.com/apache/iceberg-python/releases)
-- [Code Reference](reference/)
+- [Code Reference](reference/pyiceberg/index.md)
 
 <!-- markdown-link-check-enable-->
 
diff --git a/mkdocs/mkdocs.yml b/mkdocs/mkdocs.yml
index 679aff2578..ff76074818 100644
--- a/mkdocs/mkdocs.yml
+++ b/mkdocs/mkdocs.yml
@@ -31,7 +31,8 @@ plugins:
   - mkdocstrings:
       handlers:
         python:
-          paths: [..]
+          paths:
+            - pyiceberg
 
 theme:
   name: material
diff --git a/poetry.lock b/poetry.lock
index 1c94a5f29a..751cf06a37 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -25,19 +25,19 @@ tests = ["arrow", "dask[dataframe]", "docker", "pytest", "pytest-mock"]
 
 [[package]]
 name = "aiobotocore"
-version = "2.17.0"
+version = "2.19.0"
 description = "Async client for aws services using botocore and aiohttp"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiobotocore-2.17.0-py3-none-any.whl", hash = "sha256:aedccd5368a64401233ef9f27983d3d3cb6a507a6ca981f5ec1df014c00e260e"},
-    {file = "aiobotocore-2.17.0.tar.gz", hash = "sha256:a3041333c565bff9d63b4468bee4944f2d81cff63a45b10e5cc652f3837f9cc2"},
+    {file = "aiobotocore-2.19.0-py3-none-any.whl", hash = "sha256:12c2960a21472b8eb3452cde5eb31d541ca1464d236f4221556320fa8aed2ee8"},
+    {file = "aiobotocore-2.19.0.tar.gz", hash = "sha256:552d5756989621b5274f1b4a4840cd76ae83dd930d0b1839af6443743a893faf"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.2,<4.0.0"
 aioitertools = ">=0.5.1,<1.0.0"
-botocore = ">=1.35.74,<1.35.94"
+botocore = ">=1.36.0,<1.36.4"
 jmespath = ">=0.7.1,<2.0.0"
 multidict = ">=6.0.0,<7.0.0"
 python-dateutil = ">=2.1,<3.0.0"
@@ -48,8 +48,8 @@ urllib3 = [
 wrapt = ">=1.10.10,<2.0.0"
 
 [package.extras]
-awscli = ["awscli (>=1.36.15,<1.36.35)"]
-boto3 = ["boto3 (>=1.35.74,<1.35.94)"]
+awscli = ["awscli (>=1.37.0,<1.37.4)"]
+boto3 = ["boto3 (>=1.36.0,<1.36.4)"]
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -238,13 +238,13 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "24.3.0"
+version = "25.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
-    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
+    {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
+    {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
 ]
 
 [package.extras]
@@ -345,13 +345,13 @@ typing-extensions = ">=4.0.0"
 
 [[package]]
 name = "azure-storage-blob"
-version = "12.24.0"
+version = "12.24.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "azure_storage_blob-12.24.0-py3-none-any.whl", hash = "sha256:4f0bb4592ea79a2d986063696514c781c9e62be240f09f6397986e01755bc071"},
-    {file = "azure_storage_blob-12.24.0.tar.gz", hash = "sha256:eaaaa1507c8c363d6e1d1342bd549938fdf1adec9b1ada8658c8f5bf3aea844e"},
+    {file = "azure_storage_blob-12.24.1-py3-none-any.whl", hash = "sha256:77fb823fdbac7f3c11f7d86a5892e2f85e161e8440a7489babe2195bf248f09e"},
+    {file = "azure_storage_blob-12.24.1.tar.gz", hash = "sha256:052b2a1ea41725ba12e2f4f17be85a54df1129e13ea0321f5a2fcc851cbf47d4"},
 ]
 
 [package.dependencies]
@@ -405,32 +405,32 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.35.93"
+version = "1.36.3"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.93-py3-none-any.whl", hash = "sha256:7de2c44c960e486f3c57e5203ea6393c6c4f0914c5f81c789ceb8b5d2ba5d1c5"},
-    {file = "boto3-1.35.93.tar.gz", hash = "sha256:2446e819cf4e295833474cdcf2c92bc82718ce537e9ee1f17f7e3d237f60e69b"},
+    {file = "boto3-1.36.3-py3-none-any.whl", hash = "sha256:f9843a5d06f501d66ada06f5a5417f671823af2cf319e36ceefa1bafaaaaa953"},
+    {file = "boto3-1.36.3.tar.gz", hash = "sha256:53a5307f6a3526ee2f8590e3c45efa504a3ea4532c1bfe4926c0c19bf188d141"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.93,<1.36.0"
+botocore = ">=1.36.3,<1.37.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
+s3transfer = ">=0.11.0,<0.12.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.93"
+version = "1.36.3"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.93-py3-none-any.whl", hash = "sha256:47f7161000af6036f806449e3de12acdd3ec11aac7f5578e43e96241413a0f8f"},
-    {file = "botocore-1.35.93.tar.gz", hash = "sha256:b8d245a01e7d64c41edcf75a42be158df57b9518a83a3dbf5c7e4b8c2bc540cc"},
+    {file = "botocore-1.36.3-py3-none-any.whl", hash = "sha256:536ab828e6f90dbb000e3702ac45fd76642113ae2db1b7b1373ad24104e89255"},
+    {file = "botocore-1.36.3.tar.gz", hash = "sha256:775b835e979da5c96548ed1a0b798101a145aec3cd46541d62e27dda5a94d7f8"},
 ]
 
 [package.dependencies]
@@ -442,7 +442,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.23.4)"]
 
 [[package]]
 name = "build"
@@ -472,24 +472,24 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 
 [[package]]
 name = "cachetools"
-version = "5.5.0"
+version = "5.5.1"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
-    {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
+    {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
+    {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
 ]
 
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
-    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
 ]
 
 [[package]]
@@ -584,13 +584,13 @@ files = [
 
 [[package]]
 name = "cfn-lint"
-version = "1.22.2"
+version = "1.23.1"
 description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "cfn_lint-1.22.2-py3-none-any.whl", hash = "sha256:dd8f575f3cec51f07940fd2564a20a68377937ccac2d0c25b7f94713a7ccbad2"},
-    {file = "cfn_lint-1.22.2.tar.gz", hash = "sha256:83b3fb9ada7caf94bc75b4bf13999371f74aae39bad92280fd8c9d114ba4006c"},
+    {file = "cfn_lint-1.23.1-py3-none-any.whl", hash = "sha256:6f89f557dea6484cd5bc1b32cef91e9898dd1d98f12d5b59a7f6baf9cf61b7ee"},
+    {file = "cfn_lint-1.23.1.tar.gz", hash = "sha256:2ee8722673414a3993921d87cc1893934d313b9b953da7a91442f81958d86644"},
 ]
 
 [package.dependencies]
@@ -610,116 +610,103 @@ sarif = ["jschema_to_python (>=1.2.3,<1.3.0)", "sarif-om (>=1.0.4,<1.1.0)"]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.0"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.7"
 files = [
-    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6"},
-    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0de7b687289d3c1b3e8660d0741874abe7888100efe14bd0f9fd7141bcbda92b"},
-    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5ed2e36c3e9b4f21dd9422f6893dec0abf2cca553af509b10cd630f878d3eb99"},
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 [[package]]
@@ -1279,18 +1266,18 @@ zstandard = ["zstandard"]
 
 [[package]]
 name = "filelock"
-version = "3.16.1"
+version = "3.17.0"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.extras]
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+docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
@@ -1496,17 +1483,17 @@ gcsfuse = ["fusepy"]
 
 [[package]]
 name = "getdaft"
-version = "0.4.2"
+version = "0.4.3"
 description = "Distributed Dataframes for Multimodal Data"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1547,13 +1534,13 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "google-api-core"
-version = "2.24.0"
+version = "2.24.1"
 description = "Google API client core library"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1574,13 +1561,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.37.0"
+version = "2.38.0"
 description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1634,13 +1621,13 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
 [[package]]
 name = "google-cloud-storage"
-version = "2.19.0"
+version = "3.0.0"
 description = "Google Cloud Storage API client library"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1731,13 +1718,13 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "graphql-core"
-version = "3.2.5"
+version = "3.2.6"
 description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
 optional = false
 python-versions = "<4,>=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -1845,13 +1832,13 @@ colorama = ">=0.4"
 
 [[package]]
 name = "identify"
-version = "2.6.3"
+version = "2.6.6"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -1884,13 +1871,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.5.0"
+version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1902,7 +1889,7 @@ cover = ["pytest-cov"]
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 perf = ["ipython"]
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+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -2007,13 +1994,13 @@ files = [
 
 [[package]]
 name = "joserfc"
-version = "1.0.1"
+version = "1.0.2"
 description = "The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2084,21 +2071,21 @@ format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validat
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
-name = "jsonschema-spec"
-version = "0.1.3"
+name = "jsonschema-path"
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 description = "JSONSchema Spec with object-oriented paths"
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-python-versions = ">=3.7.0,<4.0.0"
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 pathable = ">=0.4.1,<0.5.0"
 PyYAML = ">=5.1"
-typing-extensions = ">=4.3.0,<5.0.0"
+referencing = "<0.37.0"
+requests = ">=2.31.0,<3.0.0"
 
 [[package]]
 name = "jsonschema-specifications"
@@ -2486,126 +2473,111 @@ mkdocstrings = ">=0.26"
 
 [[package]]
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+version = "5.1.0"
 description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
 optional = false
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+python-versions = ">=3.9"
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 ]
 
 [[package]]
@@ -3005,38 +3050,36 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "openapi-schema-validator"
-version = "0.4.3"
+version = "0.6.3"
 description = "OpenAPI schema validation for Python"
 optional = false
-python-versions = ">=3.7.0,<4.0.0"
+python-versions = "<4.0.0,>=3.8.0"
 files = [
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+    {file = "openapi_schema_validator-0.6.3-py3-none-any.whl", hash = "sha256:f3b9870f4e556b5a62a1c39da72a6b4b16f3ad9c73dc80084b1b11e74ba148a3"},
+    {file = "openapi_schema_validator-0.6.3.tar.gz", hash = "sha256:f37bace4fc2a5d96692f4f8b31dc0f8d7400fd04f3a937798eaf880d425de6ee"},
 ]
 
 [package.dependencies]
-jsonschema = ">=4.0.0,<5.0.0"
+jsonschema = ">=4.19.1,<5.0.0"
+jsonschema-specifications = ">=2023.5.2"
 rfc3339-validator = "*"
 
 [[package]]
 name = "openapi-spec-validator"
-version = "0.5.5"
+version = "0.7.1"
 description = "OpenAPI 2.0 (aka Swagger) and OpenAPI 3 spec validator"
 optional = false
-python-versions = ">=3.7.0,<4.0.0"
+python-versions = ">=3.8.0,<4.0.0"
 files = [
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+    {file = "openapi_spec_validator-0.7.1-py3-none-any.whl", hash = "sha256:3c81825043f24ccbcd2f4b149b11e8231abce5ba84f37065e14ec947d8f4e959"},
+    {file = "openapi_spec_validator-0.7.1.tar.gz", hash = "sha256:8577b85a8268685da6f8aa30990b83b7960d4d1117e901d451b5d572605e5ec7"},
 ]
 
 [package.dependencies]
-jsonschema = ">=4.0.0,<5.0.0"
-jsonschema-spec = ">=0.1.1,<0.2.0"
+jsonschema = ">=4.18.0,<5.0.0"
+jsonschema-path = ">=0.3.1,<0.4.0"
 lazy-object-proxy = ">=1.7.1,<2.0.0"
-openapi-schema-validator = ">=0.4.2,<0.5.0"
-
-[package.extras]
-requests = ["requests"]
+openapi-schema-validator = ">=0.6.0,<0.7.0"
 
 [[package]]
 name = "packaging"
@@ -3152,13 +3195,13 @@ xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "pathable"
-version = "0.4.3"
+version = "0.4.4"
 description = "Object-oriented paths"
 optional = false
-python-versions = ">=3.7.0,<4.0.0"
+python-versions = "<4.0.0,>=3.7.0"
 files = [
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 ]
 
 [[package]]
@@ -3344,13 +3387,13 @@ files = [
 
 [[package]]
 name = "proto-plus"
-version = "1.25.0"
-description = "Beautiful, Pythonic protocol buffers."
+version = "1.26.0"
+description = "Beautiful, Pythonic protocol buffers"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3361,22 +3404,22 @@ testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
-version = "5.29.2"
+version = "5.29.3"
 description = ""
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3573,13 +3616,13 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.10.5"
+version = "2.10.6"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3705,13 +3748,13 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pygments"
-version = "2.18.0"
+version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -3754,13 +3797,13 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "10.13"
+version = "10.14.2"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3768,7 +3811,7 @@ markdown = ">=3.6"
 pyyaml = "*"
 
 [package.extras]
-extra = ["pygments (>=2.12)"]
+extra = ["pygments (>=2.19.1)"]
 
 [[package]]
 name = "pyparsing"
@@ -3917,13 +3960,13 @@ cramjam = "*"
 
 [[package]]
 name = "pytz"
-version = "2024.2"
+version = "2025.1"
 description = "World timezone definitions, modern and historical"
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -4031,31 +4074,31 @@ pyyaml = "*"
 
 [[package]]
 name = "ray"
-version = "2.40.0"
+version = "2.41.0"
 description = "Ray provides a simple, universal API for building distributed applications."
 optional = true
 python-versions = ">=3.9"
 files = [
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+    {file = "ray-2.41.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:94e28630b8658ba48ac4346333966d023fd4ad6b5378b1dc67cfbb07b7c03660"},
+    {file = "ray-2.41.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4c6e6a6e9efd9f31a4c60749684a802b896f52dc04b1046dec2e59bcd01577cd"},
+    {file = "ray-2.41.0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:782f29c8d743304fb3b67ed825db6caf5e5bd9263d628a6ff67a61bccde9f176"},
+    {file = "ray-2.41.0-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:fe837e717a642a648f6fa8cc285e3ccc6782d126b8af793a25903fa3ac8d5c22"},
+    {file = "ray-2.41.0-cp39-cp39-win_amd64.whl", hash = "sha256:33fbfe5afe99f8ee9afa3dff8705ea554c1134b560f7fc2005981dc7bc17e769"},
 ]
 
 [package.dependencies]
@@ -4072,34 +4115,36 @@ requests = "*"
 
 [package.extras]
 adag = ["cupy-cuda12x"]
-air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-all = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-all-cpp = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "ray-cpp (==2.40.0)", "requests", "rich", "scikit-image", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-client = ["grpcio (!=1.56.0)"]
-cpp = ["ray-cpp (==2.40.0)"]
+air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+all = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "ormsgpack (==1.7.0)", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "requests", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+all-cpp = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "ormsgpack (==1.7.0)", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "ray-cpp (==2.41.0)", "requests", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+cgraph = ["cupy-cuda12x"]
+client = ["grpcio", "grpcio (!=1.56.0)"]
+cpp = ["ray-cpp (==2.41.0)"]
 data = ["fsspec", "numpy (>=1.20)", "pandas (>=1.3)", "pyarrow (<18)", "pyarrow (>=9.0.0)"]
-default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "virtualenv (>=20.0.24,!=20.21.1)"]
-observability = ["opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"]
-rllib = ["dm-tree", "fsspec", "gymnasium (==1.0.0)", "lz4", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "tensorboardX (>=1.9)", "typer"]
-serve = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-serve-grpc = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "virtualenv (>=20.0.24,!=20.21.1)"]
+observability = ["memray", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"]
+rllib = ["dm-tree", "fsspec", "gymnasium (==1.0.0)", "lz4", "ormsgpack (==1.7.0)", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pyyaml", "requests", "scipy", "tensorboardX (>=1.9)"]
+serve = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+serve-grpc = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyOpenSSL", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
 train = ["fsspec", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "requests", "tensorboardX (>=1.9)"]
 tune = ["fsspec", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "requests", "tensorboardX (>=1.9)"]
 
 [[package]]
 name = "referencing"
-version = "0.35.1"
+version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"},
-    {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
+    {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
+    {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
 ]
 
 [package.dependencies]
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "regex"
@@ -4277,13 +4322,13 @@ types-setuptools = ">=69.1.0"
 
 [[package]]
 name = "responses"
-version = "0.25.3"
+version = "0.25.6"
 description = "A utility library for mocking out the `requests` Python library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "responses-0.25.3-py3-none-any.whl", hash = "sha256:521efcbc82081ab8daa588e08f7e8a64ce79b91c39f6e62199b19159bea7dbcb"},
-    {file = "responses-0.25.3.tar.gz", hash = "sha256:617b9247abd9ae28313d57a75880422d55ec63c29d33d629697590a034358dba"},
+    {file = "responses-0.25.6-py3-none-any.whl", hash = "sha256:9cac8f21e1193bb150ec557875377e41ed56248aed94e4567ed644db564bacf1"},
+    {file = "responses-0.25.6.tar.gz", hash = "sha256:eae7ce61a9603004e76c05691e7c389e59652d91e94b419623c12bbfb8e331d8"},
 ]
 
 [package.dependencies]
@@ -4475,40 +4520,40 @@ boto3 = ["aiobotocore[boto3] (>=2.5.4,<3.0.0)"]
 
 [[package]]
 name = "s3transfer"
-version = "0.10.4"
+version = "0.11.2"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"},
-    {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"},
+    {file = "s3transfer-0.11.2-py3-none-any.whl", hash = "sha256:be6ecb39fadd986ef1701097771f87e4d2f821f27f6071c872143884d2950fbc"},
+    {file = "s3transfer-0.11.2.tar.gz", hash = "sha256:3b39185cb72f5acc77db1a58b6e25b977f28d20496b6e58d6813d75f464d632f"},
 ]
 
 [package.dependencies]
-botocore = ">=1.33.2,<2.0a.0"
+botocore = ">=1.36.0,<2.0a.0"
 
 [package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"]
 
 [[package]]
 name = "setuptools"
-version = "75.6.0"
+version = "75.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "setuptools-75.6.0-py3-none-any.whl", hash = "sha256:ce74b49e8f7110f9bf04883b730f4765b774ef3ef28f722cce7c273d253aaf7d"},
-    {file = "setuptools-75.6.0.tar.gz", hash = "sha256:8199222558df7c86216af4f84c30e9b34a61d8ba19366cc914424cdbd28252f6"},
+    {file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"},
+    {file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.7.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
 core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -4896,13 +4941,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "types-setuptools"
-version = "75.6.0.20241126"
+version = "75.8.0.20250110"
 description = "Typing stubs for setuptools"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types_setuptools-75.6.0.20241126-py3-none-any.whl", hash = "sha256:aaae310a0e27033c1da8457d4d26ac673b0c8a0de7272d6d4708e263f2ea3b9b"},
-    {file = "types_setuptools-75.6.0.20241126.tar.gz", hash = "sha256:7bf25ad4be39740e469f9268b6beddda6e088891fa5a27e985c6ce68bf62ace0"},
+    {file = "types_setuptools-75.8.0.20250110-py3-none-any.whl", hash = "sha256:a9f12980bbf9bcdc23ecd80755789085bad6bfce4060c2275bc2b4ca9f2bc480"},
+    {file = "types_setuptools-75.8.0.20250110.tar.gz", hash = "sha256:96f7ec8bbd6e0a54ea180d66ad68ad7a1d7954e7281a710ea2de75e355545271"},
 ]
 
 [[package]]
@@ -4918,13 +4963,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2024.2"
+version = "2025.1"
 description = "Provider of IANA time zone data"
 optional = true
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
-    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
+    {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
+    {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
 ]
 
 [[package]]
@@ -4945,13 +4990,13 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
-    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
+    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
@@ -4962,13 +5007,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.28.0"
+version = "20.29.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -5041,76 +5086,90 @@ watchdog = ["watchdog (>=2.3)"]
 
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 ]
 
 [[package]]
@@ -5373,4 +5432,4 @@ zstandard = ["zstandard"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9, !=3.9.7"
-content-hash = "cc789ef423714710f51e5452de7071642f4512511b1d205f77b952bb1df63a64"
+content-hash = "b8e333f60e358b572adbeb70a00d934b40c8c23ec089fc7fef424871fd564227"
diff --git a/pyiceberg/table/inspect.py b/pyiceberg/table/inspect.py
index 6dfa78a7ac..b23dd34669 100644
--- a/pyiceberg/table/inspect.py
+++ b/pyiceberg/table/inspect.py
@@ -34,6 +34,18 @@
 
 
 class InspectTable:
+    """
+    A utility class for inspecting and analyzing Iceberg table metadata.
+
+    This class provides methods to extract and analyze information such as:
+        - Snapshots and their metadata.
+        - Manifests and partition data.
+        - Table history, references, and file-level statistics.
+
+    Attributes:
+        tbl (Table): The Iceberg table instance to inspect.
+    """
+
     tbl: Table
 
     def __init__(self, tbl: Table) -> None:
@@ -45,6 +57,24 @@ def __init__(self, tbl: Table) -> None:
             raise ModuleNotFoundError("For metadata operations PyArrow needs to be installed") from e
 
     def _get_snapshot(self, snapshot_id: Optional[int] = None) -> Snapshot:
+        """
+        Retrieve a specific snapshot or the current snapshot of the Iceberg table.
+
+         This method allows "time travel" to a specific snapshot by providing its ID.
+         If no `snapshot_id` is provided, the method returns the current snapshot
+         of the table.
+
+        Args:
+            snapshot_id (Optional[int]): The ID of the snapshot to retrieve.
+                If None, the current snapshot is returned.
+
+        Returns:
+               Snapshot: The requested snapshot instance.
+
+        Raises:
+            ValueError: If the specified snapshot ID is not found or if the table
+            does not have any snapshots.
+        """
         if snapshot_id is not None:
             if snapshot := self.tbl.metadata.snapshot_by_id(snapshot_id):
                 return snapshot
@@ -57,6 +87,21 @@ def _get_snapshot(self, snapshot_id: Optional[int] = None) -> Snapshot:
             raise ValueError("Cannot get a snapshot as the table does not have any.")
 
     def snapshots(self) -> "pa.Table":
+        """
+        Generate a table of all snapshots in the Iceberg table.
+
+        This method retrieves metadata about all snapshots stored in the Iceberg table,
+        including details such as timestamps, snapshot IDs, and parent-child relationships.
+
+        Returns:
+               pa.Table: A PyArrow table containing metadata for all snapshots, including fields like:
+                      - committed_at: Timestamp when the snapshot was committed.
+                      - snapshot_id: Unique ID of the snapshot.
+                      - parent_id: ID of the parent snapshot (if any).
+                      - operation: Type of operation performed (e.g., append, overwrite).
+                      - manifest_list: Path to the manifest list file.
+                      - summary: Additional metadata properties.
+        """
         import pyarrow as pa
 
         snapshots_schema = pa.schema(
@@ -95,6 +140,22 @@ def snapshots(self) -> "pa.Table":
         )
 
     def entries(self, snapshot_id: Optional[int] = None) -> "pa.Table":
+        """
+        Generate a table of manifest entries for a specific snapshot.
+
+        This method retrieves metadata for all manifest entries within a given snapshot,
+        including file-level statistics such as column sizes and value counts.
+
+        Args:
+            snapshot_id (Optional[int]): The ID of the snapshot to retrieve entries for.
+                If None, entries for the current snapshot are returned.
+
+        Returns:
+               pa.Table: A PyArrow table containing manifest entries, including fields like:
+                      - status: Status of the entry (e.g., added, existing, deleted).
+                      - snapshot_id: The ID of the snapshot containing the entry.
+                      - file details: Metadata such as file path, format, size, and partition.
+        """
         import pyarrow as pa
 
         from pyiceberg.io.pyarrow import schema_to_pyarrow
@@ -226,6 +287,21 @@ def _readable_metrics_struct(bound_type: PrimitiveType) -> pa.StructType:
         )
 
     def refs(self) -> "pa.Table":
+        """
+        Retrieve references from the Iceberg table metadata as a PyArrow Table.
+
+        This method extracts reference information, such as branch or tag details,
+        snapshot IDs, and associated configuration parameters.
+
+        Returns:
+               pa.Table: A PyArrow table with reference details, including:
+                      - name: Name of the reference.
+                      - type: Type of reference (branch or tag).
+                      - snapshot_id: ID of the associated snapshot.
+                      - max_reference_age_in_ms: Maximum age of the reference in milliseconds.
+                      - min_snapshots_to_keep: Minimum number of snapshots to retain.
+                      - max_snapshot_age_in_ms: Maximum age of snapshots in milliseconds.
+        """
         import pyarrow as pa
 
         ref_schema = pa.schema(
@@ -256,6 +332,24 @@ def refs(self) -> "pa.Table":
         return pa.Table.from_pylist(ref_results, schema=ref_schema)
 
     def partitions(self, snapshot_id: Optional[int] = None) -> "pa.Table":
+        """
+        Retrieve partition information from the Iceberg table as a PyArrow Table.
+
+        This method aggregates metadata and statistics for table partitions, enabling insights
+        into partition-level details like record counts and file sizes. If a `snapshot_id`
+        is provided, historical data can be retrieved from that specific snapshot.
+
+        Args:
+            snapshot_id (Optional[int]): The ID of the snapshot to retrieve partition
+                information from. If None, the current snapshot is used.
+
+        Returns:
+               pa.Table: A PyArrow table containing partition metadata, including:
+                      - record_count: Number of records in the partition.
+                      - file_count: Number of files in the partition.
+                      - total_data_file_size_in_bytes: Total size of data files in bytes.
+                      - other partition-level metrics and timestamps.
+        """
         import pyarrow as pa
 
         from pyiceberg.io.pyarrow import schema_to_pyarrow
@@ -348,6 +442,19 @@ def update_partitions_map(
         )
 
     def _get_manifests_schema(self) -> "pa.Schema":
+        """
+        Define the schema for manifest data in the Iceberg table.
+
+        This schema specifies the structure of manifest metadata, including fields
+        for partition summaries and file-level statistics.
+
+        Returns:
+               pa.Schema: The schema for manifest data, with fields like:
+                      - content: Content type of the manifest (data or deletes).
+                      - path: Path to the manifest file.
+                      - length: Size of the manifest file in bytes.
+                      - partition summaries: Metadata summarizing partition details
+        """
         import pyarrow as pa
 
         partition_summary_schema = pa.struct(
@@ -378,6 +485,16 @@ def _get_manifests_schema(self) -> "pa.Schema":
         return manifest_schema
 
     def _get_all_manifests_schema(self) -> "pa.Schema":
+        """
+        Extend the manifest schema to include additional fields.
+
+        This method adds fields like reference snapshot IDs to the standard manifest schema,
+        enabling support for tables with historical and branching capabilities.
+
+        Returns:
+               pa.Schema: The extended manifest schema, including additional fields for:
+                       - reference_snapshot_id: ID of the snapshot referencing the manifest.
+        """
         import pyarrow as pa
 
         all_manifests_schema = self._get_manifests_schema()
@@ -385,6 +502,21 @@ def _get_all_manifests_schema(self) -> "pa.Schema":
         return all_manifests_schema
 
     def _generate_manifests_table(self, snapshot: Optional[Snapshot], is_all_manifests_table: bool = False) -> "pa.Table":
+        """
+        Generate a table of manifests with detailed metadata.
+
+        This method creates a structured table containing manifest metadata, including
+        partition summaries, file counts, and content type. It supports filtering by
+        snapshot and aggregating data for all manifests.
+
+        Args:
+            snapshot (Optional[Snapshot]): The snapshot for which manifests are generated.
+            is_all_manifests_table (bool): Whether to include data for all manifests,
+                including reference snapshots.
+
+        Returns:
+               pa.Table: A PyArrow table containing manifest details.
+        """
         import pyarrow as pa
 
         def _partition_summaries_to_rows(
@@ -454,9 +586,30 @@ def _partition_summaries_to_rows(
         )
 
     def manifests(self) -> "pa.Table":
+        """
+        Retrieve the table of manifests for the current snapshot.
+
+        This method extracts metadata about manifests, including file paths, partition summaries,
+        and snapshot-level metrics for the current state of the Iceberg table.
+
+        Returns:
+               pa.Table: A PyArrow table containing details about manifests.
+        """
         return self._generate_manifests_table(self.tbl.current_snapshot())
 
     def metadata_log_entries(self) -> "pa.Table":
+        """
+        Retrieve the table of metadata log entries.
+
+        This method fetches historical metadata changes logged for the table, including
+        information about timestamps, schema updates, and snapshot IDs.
+
+        Returns:
+               pa.Table: A PyArrow table containing metadata log details, including:
+                      - timestamp: Time of the metadata update.
+                      - file: Path to the metadata file.
+                      - latest_snapshot_id: The most recent snapshot ID.
+        """
         import pyarrow as pa
 
         from pyiceberg.table.snapshots import MetadataLogEntry
@@ -493,6 +646,19 @@ def metadata_log_entry_to_row(metadata_entry: MetadataLogEntry) -> Dict[str, Any
         )
 
     def history(self) -> "pa.Table":
+        """
+        Retrieve the history table for the Iceberg table.
+
+        This method provides a historical view of the table's state changes, including
+        timestamps and parent-child relationships of snapshots.
+
+        Returns:
+               pa.Table: A PyArrow table with historical details, including:
+                      - made_current_at: Timestamp when the snapshot was made current.
+                      - snapshot_id: ID of the snapshot.
+                      - parent_id: ID of the parent snapshot.
+                      - is_current_ancestor: Whether the snapshot is an ancestor of the current state.
+        """
         import pyarrow as pa
 
         history_schema = pa.schema(
@@ -524,6 +690,24 @@ def history(self) -> "pa.Table":
         return pa.Table.from_pylist(history, schema=history_schema)
 
     def _files(self, snapshot_id: Optional[int] = None, data_file_filter: Optional[Set[DataFileContent]] = None) -> "pa.Table":
+        """
+        Retrieve a table of files from a specific snapshot, optionally filtered by content type.
+
+        This method fetches file-level metadata, including details about data and delete files,
+        for a given snapshot.
+
+        Args:
+            snapshot_id (Optional[int]): The snapshot ID to retrieve files for.
+            data_file_filter (Optional[Set[DataFileContent]]): A set of file content types
+                (e.g., data or delete files) to filter the results.
+
+        Returns:
+               pa.Table: A PyArrow table containing file metadata, including fields like:
+                       - content: Type of file content (data or deletes).
+                       - file_path: Path to the file.
+                       - record_count: Number of records in the file.
+                       - file_size_in_bytes: Size of the file in bytes.
+        """
         import pyarrow as pa
 
         from pyiceberg.io.pyarrow import schema_to_pyarrow
@@ -637,15 +821,64 @@ def _readable_metrics_struct(bound_type: PrimitiveType) -> pa.StructType:
         )
 
     def files(self, snapshot_id: Optional[int] = None) -> "pa.Table":
+        """
+        Retrieve a table of files for the current snapshot or a specific snapshot ID.
+
+        This method fetches file-level metadata for data and delete files in the table.
+
+        Args:
+            snapshot_id (Optional[int]): The snapshot ID to retrieve files for. If None,
+                the current snapshot is used.
+
+        Returns:
+               pa.Table: A PyArrow table containing file metadata.
+        """
         return self._files(snapshot_id)
 
     def data_files(self, snapshot_id: Optional[int] = None) -> "pa.Table":
+        """
+        Retrieve a table of data files for the current snapshot or a specific snapshot ID.
+
+        This method fetches metadata for files containing table data (excluding delete files).
+
+        Args:
+            snapshot_id (Optional[int]): The snapshot ID to filter data files for. If None,
+                the current snapshot is used.
+
+
+        Returns:
+                pa.Table: A PyArrow table containing metadata for data files.
+        """
         return self._files(snapshot_id, {DataFileContent.DATA})
 
     def delete_files(self, snapshot_id: Optional[int] = None) -> "pa.Table":
+        """
+        Retrieve a table of delete files for the current snapshot or a specific snapshot ID.
+
+        This method fetches metadata for files containing delete markers.
+
+        Args:
+            snapshot_id (Optional[int]): The snapshot ID to filter delete files for. If None,
+                the current snapshot is used.
+
+        Returns:
+               pa.Table: A PyArrow table containing metadata for delete files.
+        """
         return self._files(snapshot_id, {DataFileContent.POSITION_DELETES, DataFileContent.EQUALITY_DELETES})
 
     def all_manifests(self) -> "pa.Table":
+        """
+        Retrieve a table of all manifests from all snapshots in the table.
+
+        This method aggregates metadata for all manifests, including historical ones,
+        providing a comprehensive view of the table's state.
+
+        Returns:
+               pa.Table: A PyArrow table containing metadata for all manifests, including fields like:
+                      - content: Content type of the manifest.
+                      - path: Path to the manifest file.
+                      - added_snapshot_id: Snapshot ID when the manifest was added.
+        """
         import pyarrow as pa
 
         snapshots = self.tbl.snapshots()
diff --git a/pyproject.toml b/pyproject.toml
index 5d2808db94..e6915a4711 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -99,7 +99,6 @@ docutils = "!=0.21.post1"   # https://github.com/python-poetry/poetry/issues/924
 
 [tool.poetry.group.docs.dependencies]
 # for mkdocs
-mkdocs = "1.6.1"
 griffe = "1.5.4"
 jinja2 = "3.1.5"
 mkdocstrings = "0.27.0"
@@ -1183,6 +1182,614 @@ ignore_missing_imports = true
 module = "tenacity.*"
 ignore_missing_imports = true
 
+[[tool.mypy.overrides]]
+module = "pyarrow.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pandas.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "snappy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "zstandard.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic_core.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pytest.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fastavro.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mmh3.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "hive_metastore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "thrift.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "requests_mock.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "click.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "rich.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fsspec.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "s3fs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "azure.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "adlfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "gcsfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "packaging.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tests.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "boto3"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "botocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mypy_boto3_glue.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "moto"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiobotocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiohttp.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "duckdb.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "ray.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "daft.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyparsing.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyspark.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "strictyaml.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sortedcontainers.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sqlalchemy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "Cython.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "setuptools.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tenacity.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyarrow.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pandas.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "snappy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "zstandard.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic_core.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pytest.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fastavro.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mmh3.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "hive_metastore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "thrift.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "requests_mock.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "click.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "rich.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fsspec.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "s3fs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "azure.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "adlfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "gcsfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "packaging.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tests.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "boto3"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "botocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mypy_boto3_glue.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "moto"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiobotocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiohttp.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "duckdb.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "ray.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "daft.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyparsing.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyspark.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "strictyaml.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sortedcontainers.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sqlalchemy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "Cython.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "setuptools.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tenacity.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyarrow.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pandas.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "snappy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "zstandard.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic_core.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pytest.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fastavro.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mmh3.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "hive_metastore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "thrift.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "requests_mock.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "click.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "rich.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fsspec.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "s3fs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "azure.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "adlfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "gcsfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "packaging.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tests.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "boto3"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "botocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mypy_boto3_glue.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "moto"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiobotocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiohttp.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "duckdb.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "ray.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "daft.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyparsing.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyspark.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "strictyaml.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sortedcontainers.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sqlalchemy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "Cython.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "setuptools.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tenacity.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyarrow.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pandas.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "snappy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "zstandard.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pydantic_core.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pytest.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fastavro.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mmh3.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "hive_metastore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "thrift.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "requests_mock.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "click.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "rich.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "fsspec.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "s3fs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "azure.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "adlfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "gcsfs.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "packaging.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tests.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "boto3"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "botocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "mypy_boto3_glue.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "moto"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiobotocore.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "aiohttp.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "duckdb.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "ray.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "daft.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyparsing.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "pyspark.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "strictyaml.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sortedcontainers.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "sqlalchemy.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "Cython.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "setuptools.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tenacity.*"
+ignore_missing_imports = true
+
 [tool.poetry.scripts]
 pyiceberg = "pyiceberg.cli.console:run"