diff --git a/pom.xml b/pom.xml
index c6a03dff5c7fb..f6fa19e04f8aa 100644
--- a/pom.xml
+++ b/pom.xml
@@ -227,7 +227,7 @@
     If you are changing Arrow version specification, please check
     ./python/pyspark/sql/pandas/utils.py, and ./python/setup.py too.
     -->
-    <arrow.version>17.0.0</arrow.version>
+    <arrow.version>12.0.1</arrow.version>
     <ammonite.version>2.5.9</ammonite.version>
 
     <!-- org.fusesource.leveldbjni will be used except on arm64 platform. -->