diff --git a/pdm.lock b/pdm.lock
index c0b8cc4589e..ef9a03cab61 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -6,7 +6,7 @@ groups = ["default", "aws", "docs", "frameworks", "grpc", "grpc-channelz", "grpc
 cross_platform = true
 static_urls = false
 lock_version = "4.3"
-content_hash = "sha256:649c55388a71fe4a568edcedcc4093441a46a1fcacd7d09303814c855be6b3ae"
+content_hash = "sha256:5f0c1329548a9aeb0320e93f1795627b42f55025e3c2ac27f0aaa9ef86fca687"
 
 [[package]]
 name = "absl-py"
@@ -6382,24 +6382,29 @@ files = [
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
-version = "0.32.0"
+version = "0.31.0"
 requires_python = ">=3.7, <3.12"
 summary = "TensorFlow IO"
 files = [
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:74a7e25e83d4117a7ebb09a3f247553a5497393ab48c3ee0cf0d17b405026817"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:045d51bba586390d0545fcd8a18727d62b175eb142f6f4c6d719d39de40774cd"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:db682e9a510c27dd35710ba5a2c62c371e25b727741b2fe3a920355fa501e947"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:7f15fd22e592661b10de317be2f42a0f84be7bfc5e6a565fcfcb04b60d625b78"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:336d9b3fe6b55aea149c4f6aa1fd6ffaf27d4e5c37e55a182340b47caba38846"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:842f5f09cd756bdb3b4d0b5571b3a6f72fd534d42da938b9acf0ef462995eada"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:1ce80e1555d6ee88dda67feddf366cc8b30252b5837a7a17303df7b06a71fc2e"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:05e65d3cb6c93a7929b384d86c6369c63cbbab8a770440a3d95e094878403f9f"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:21de7dcc06eb1e7de3c022b0072d90ba35ef886578149663437aa7a6fb5bf6b3"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:79fdd02103b8ae9f8b89af41f744c013fa1caaea709de19833917795e3063857"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5635df0bbe40f971dc1b946e3372744b0bdfda45c38ffcd28ef53a32bb8da4da"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:122be149e5f6a030f5c2901be0cc3cb07619232f7b03889e2cdf3da1c0d4f92f"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:8214cdf85bea694160f9035ff395221c1e25e119784ccb4c104919b1f5dec84e"},
-    {file = "tensorflow_io_gcs_filesystem-0.32.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:28202492d904a6e280cf27560791e87ac1c7566000db82065d63a70c27008af2"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:a71421f8d75a093b6aac65b4c8c8d2f768c3ca6215307cf8c16192e62d992bcf"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:359134ecbd3bf938bb0cf65be4526106c30da461b2e2ce05446a229ed35f6832"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b658b33567552f155af2ed848130f787bfda29381fa78cd905d5ee8254364f3c"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp310-cp310-win_amd64.whl", hash = "sha256:961353b38c76471fa296bb7d883322c66b91415e7d47087236a6706db3ab2758"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:8909c4344b0e96aa356230ab460ffafe5900c33c1aaced65fafae71d177a1966"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:e417faf8755aafe52d8f8c6b5ae5bae6e4fae8326ee3acd5e9181b83bbfbae87"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:37c40e3c4ee1f8dda3b545deea6b8839192c82037d8021db9f589908034ad975"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp311-cp311-win_amd64.whl", hash = "sha256:4bb37d23f21c434687b11059cb7ffd094d52a7813368915ba1b7057e3c16e414"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:a7e8d4bd0a25de7637e562997c011294d7ea595a76f315427a5dd522d56e9d49"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:fbcfb4aa2eaa9a3038d2487e570ff93feb1dbe51c3a4663d7d9ab9f9a9f9a9d8"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp37-cp37m-win_amd64.whl", hash = "sha256:e3933059b1c53e062075de2e355ec136b655da5883c3c26736c45dfeb1901945"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:f0adfbcd264262797d429311843733da2d5c1ffb119fbfa6339269b6c0414113"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:20e3ee5df01f2bd81d37fc715816c329b7533ccca967c47946eb458a5b7a7280"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bd628609b77aee0e385eadf1628222486f19b8f1d81b5f0a344f2470204df116"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp38-cp38-win_amd64.whl", hash = "sha256:b4ebb30ad7ce5f3769e3d959ea99bd95d80a44099bcf94da6042f9755ac6e850"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:68b89ef9f63f297de1cd9d545bc45dddc7d8fe12bcda4266279b244e8cf3b7c0"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:e6d8cc7b14ade870168b9704ee44f9c55b468b9a00ed40e12d20fffd321193b5"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:97ebb9a8001a38f615aa1f90d2e998b7bd6eddae7aafc92897833610b039401b"},
+    {file = "tensorflow_io_gcs_filesystem-0.31.0-cp39-cp39-win_amd64.whl", hash = "sha256:cb7459c15608fe42973a78e4d3ad7ac79cfc7adae1ccb1b1846db3165fbc081a"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index b4fe3828d18..fcf1d2cf756 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -176,7 +176,7 @@ frameworks = [
     "skl2onnx",
     # tensorflow dependencies
     "tensorflow",
-    "tensorflow-io-gcs-filesystem; python_version < '3.12' and platform_system != 'Windows'",
+    "tensorflow-io-gcs-filesystem!=0.32.0; python_version < '3.12'",
     # torch-related dependencies
     "torch",
     "lightning",