diff --git a/.github/actions/setup-hadoop/action.yaml b/.github/actions/setup-hadoop/action.yaml
new file mode 100644
index 000000000000..e1ee5cd9f63c
--- /dev/null
+++ b/.github/actions/setup-hadoop/action.yaml
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: Setup Hadoop
+description: 'Prepare Hadoop'
+
+inputs:
+  need-hadoop:
+    description: "This setup needs hadoop or not"
+
+runs:
+  using: "composite"
+  steps:
+    - name: Cache hadoop
+      id: cache-hadoop
+      uses: actions/cache@v4
+      if: inputs.need-hadoop == 'true'
+      with:
+        path: /home/runner/hadoop-3.3.5
+        key: cache-hadoop-3.3.5
+
+    - name: Build hadoop if not cached
+      if: steps.cache-hadoop.outputs.cache-hit != 'true' && inputs.need-hadoop == 'true'
+      shell: bash
+      run: |
+        set -e
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
+
+
+
+
+
diff --git a/.github/actions/setup/action.yaml b/.github/actions/setup/action.yaml
index b19588f7d3aa..652b8a493bcd 100644
--- a/.github/actions/setup/action.yaml
+++ b/.github/actions/setup/action.yaml
@@ -31,8 +31,6 @@ inputs:
   github-token:
     description: "Github Token"
     default: ""
-  need-hadoop:
-    description: "This setup needs hadoop or not"
 
 runs:
   using: "composite"
@@ -154,18 +152,3 @@ runs:
         rm foundationdb-clients_7.1.17-1_amd64.deb
         rm foundationdb-server_7.1.17-1_amd64.deb
 
-    - name: Cache hadoop
-      id: cache-hadoop
-      uses: actions/cache@v4
-      if: inputs.need-hadoop == 'true'
-      with:
-        path: /home/runner/hadoop-3.3.5
-        key: r0-hadoop-3.3.5
-
-    - name: Build hadoop if not cached
-      if: steps.cache-hadoop.outputs.cache-hit != 'true' && inputs.need-hadoop == 'true'
-      shell: bash
-      run: |
-        set -e
-        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
-
diff --git a/.github/services/hdfs/hdfs_cluster/action.yml b/.github/services/hdfs/hdfs_cluster/action.yml
index 099bb86761b5..eae84b234725 100644
--- a/.github/services/hdfs/hdfs_cluster/action.yml
+++ b/.github/services/hdfs/hdfs_cluster/action.yml
@@ -30,6 +30,10 @@ runs:
       with:
         distribution: temurin
         java-version: "11"
+    - name: Setup hadoop
+      uses: ./.github/actions/setup-hadoop
+      with:
+        need-hadoop: true
     - name: Setup hadoop env
       shell: bash
       run: |
diff --git a/.github/services/hdfs/hdfs_cluster_with_atomic_write_dir/action.yml b/.github/services/hdfs/hdfs_cluster_with_atomic_write_dir/action.yml
index 4742d86a5bdd..860b6137a147 100644
--- a/.github/services/hdfs/hdfs_cluster_with_atomic_write_dir/action.yml
+++ b/.github/services/hdfs/hdfs_cluster_with_atomic_write_dir/action.yml
@@ -33,6 +33,7 @@ runs:
     - name: Setup hadoop env
       shell: bash
       run: |
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
         export HADOOP_HOME=/home/runner/hadoop-3.3.5
         echo "HADOOP_HOME=${HADOOP_HOME}" >> $GITHUB_ENV
         echo "CLASSPATH=$(${HADOOP_HOME}/bin/hadoop classpath --glob)" >> $GITHUB_ENV 
diff --git a/.github/services/hdfs/hdfs_default/action.yml b/.github/services/hdfs/hdfs_default/action.yml
index 0f855196434e..d4bdce0765d1 100644
--- a/.github/services/hdfs/hdfs_default/action.yml
+++ b/.github/services/hdfs/hdfs_default/action.yml
@@ -29,6 +29,8 @@ runs:
     - name: Setup
       shell: bash
       run: |
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
+
         export HADOOP_HOME="/home/runner/hadoop-3.3.5"
         export CLASSPATH=$(${HADOOP_HOME}/bin/hadoop classpath --glob)
 
diff --git a/.github/services/hdfs/hdfs_default_gcs/action.yml b/.github/services/hdfs/hdfs_default_gcs/action.yml
index 1e644e009490..69aabeba75d8 100644
--- a/.github/services/hdfs/hdfs_default_gcs/action.yml
+++ b/.github/services/hdfs/hdfs_default_gcs/action.yml
@@ -37,6 +37,8 @@ runs:
     - name: Setup
       shell: bash
       run: |
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
+
         export HADOOP_HOME="/home/runner/hadoop-3.3.5"
 
         curl -LsSf -o ${HADOOP_HOME}/share/hadoop/common/lib/gcs-connector-hadoop3-2.2.19-shaded.jar https://github.com/GoogleCloudDataproc/hadoop-connectors/releases/download/v2.2.19/gcs-connector-hadoop3-2.2.19-shaded.jar
diff --git a/.github/services/hdfs/hdfs_default_on_azurite_azblob/action.yml b/.github/services/hdfs/hdfs_default_on_azurite_azblob/action.yml
index 5e62dcb9de24..94a2763af763 100644
--- a/.github/services/hdfs/hdfs_default_on_azurite_azblob/action.yml
+++ b/.github/services/hdfs/hdfs_default_on_azurite_azblob/action.yml
@@ -43,6 +43,8 @@ runs:
         OPENDAL_AZBLOB_ACCOUNT_NAME=devstoreaccount1
         OPENDAL_AZBLOB_ACCOUNT_KEY=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
 
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
+
         export HADOOP_HOME="/home/runner/hadoop-3.3.5"
 
         curl -LsSf -o ${HADOOP_HOME}/share/hadoop/common/lib/hadoop-azure-3.3.5.jar https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-azure/3.3.5/hadoop-azure-3.3.5.jar
diff --git a/.github/services/hdfs/hdfs_default_on_minio_s3/action.yml b/.github/services/hdfs/hdfs_default_on_minio_s3/action.yml
index 7853083dcdfe..e75b8e415627 100644
--- a/.github/services/hdfs/hdfs_default_on_minio_s3/action.yml
+++ b/.github/services/hdfs/hdfs_default_on_minio_s3/action.yml
@@ -40,6 +40,8 @@ runs:
     - name: Setup
       shell: bash
       run: |
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
+
         export HADOOP_HOME="/home/runner/hadoop-3.3.5"
 
         curl -LsSf -o ${HADOOP_HOME}/share/hadoop/common/lib/hadoop-aws-3.3.5.jar https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-aws/3.3.5/hadoop-aws-3.3.5.jar
diff --git a/.github/services/hdfs/hdfs_default_with_atomic_write_dir/action.yml b/.github/services/hdfs/hdfs_default_with_atomic_write_dir/action.yml
index 2f1190ecf9a9..b8de8671611a 100644
--- a/.github/services/hdfs/hdfs_default_with_atomic_write_dir/action.yml
+++ b/.github/services/hdfs/hdfs_default_with_atomic_write_dir/action.yml
@@ -29,6 +29,8 @@ runs:
     - name: Setup
       shell: bash
       run: |
+        curl -LsSf https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz | tar zxf - -C /home/runner
+
         export HADOOP_HOME="/home/runner/hadoop-3.3.5"
         export CLASSPATH=$(${HADOOP_HOME}/bin/hadoop classpath --glob)
 
diff --git a/.github/workflows/test_behavior_binding_nodejs.yml b/.github/workflows/test_behavior_binding_nodejs.yml
index 191420cfd238..510fbe40401e 100644
--- a/.github/workflows/test_behavior_binding_nodejs.yml
+++ b/.github/workflows/test_behavior_binding_nodejs.yml
@@ -43,7 +43,6 @@ jobs:
           need-nextest: true
           need-protoc: true
           need-rocksdb: true
-          need-hadoop: true
           github-token: ${{ secrets.GITHUB_TOKEN }}
 
       # TODO: 1password is only supported on linux
diff --git a/.github/workflows/test_behavior_binding_python.yml b/.github/workflows/test_behavior_binding_python.yml
index bc4a5fc6794b..8f3d4bbaf48a 100644
--- a/.github/workflows/test_behavior_binding_python.yml
+++ b/.github/workflows/test_behavior_binding_python.yml
@@ -43,7 +43,6 @@ jobs:
           need-nextest: true
           need-protoc: true
           need-rocksdb: true
-          need-hadoop: true
           github-token: ${{ secrets.GITHUB_TOKEN }}
 
       # TODO: 1password is only supported on linux
diff --git a/.github/workflows/test_behavior_core.yml b/.github/workflows/test_behavior_core.yml
index 08212f134840..ef49723c5ed1 100644
--- a/.github/workflows/test_behavior_core.yml
+++ b/.github/workflows/test_behavior_core.yml
@@ -42,7 +42,6 @@ jobs:
         with:
           need-protoc: true
           need-rocksdb: true
-          need-hadoop: true
           github-token: ${{ secrets.GITHUB_TOKEN }}
 
       # TODO: 1password is only supported on linux