diff --git a/.github/workflows/build_python_connect35.yml b/.github/workflows/build_python_connect35.yml
index e68f288f0184f..6c37091afcb4f 100644
--- a/.github/workflows/build_python_connect35.yml
+++ b/.github/workflows/build_python_connect35.yml
@@ -68,7 +68,7 @@ jobs:
           ./build/sbt -Phive Test/package
       - name: Install Python dependencies
         run: |
-          pip install 'numpy==1.25.1' 'pyarrow==12.0.1' 'pandas<=2.0.3' scipy unittest-xml-reporting 'plotly<6.0.0' 'mlflow>=2.3.1' coverage 'matplotlib==3.7.2' openpyxl 'memory-profiler==0.60.0' 'scikit-learn==1.1.*'
+          pip install 'numpy==1.25.1' 'pyarrow>=18.0.0' 'pandas<=2.0.3' scipy unittest-xml-reporting 'plotly<6.0.0' 'mlflow>=2.3.1' coverage 'matplotlib==3.7.2' openpyxl 'memory-profiler==0.60.0' 'scikit-learn==1.1.*'
 
           # Add Python deps for Spark Connect.
           pip install 'grpcio==1.67.0' 'grpcio-status==1.67.0' 'protobuf==5.29.1' 'googleapis-common-protos==1.65.0' 'graphviz==0.20.3'