diff --git a/dev/deps/spark-deps-hadoop-2-hive-2.3 b/dev/deps/spark-deps-hadoop-2-hive-2.3
index 2422b003d6d1..264c72ec7972 100644
--- a/dev/deps/spark-deps-hadoop-2-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-2-hive-2.3
@@ -17,10 +17,10 @@ api-asn1-api/1.0.0-M20//api-asn1-api-1.0.0-M20.jar
 api-util/1.0.0-M20//api-util-1.0.0-M20.jar
 arpack/3.0.2//arpack-3.0.2.jar
 arpack_combined_all/0.1//arpack_combined_all-0.1.jar
-arrow-format/9.0.0//arrow-format-9.0.0.jar
-arrow-memory-core/9.0.0//arrow-memory-core-9.0.0.jar
-arrow-memory-netty/9.0.0//arrow-memory-netty-9.0.0.jar
-arrow-vector/9.0.0//arrow-vector-9.0.0.jar
+arrow-format/10.0.0//arrow-format-10.0.0.jar
+arrow-memory-core/10.0.0//arrow-memory-core-10.0.0.jar
+arrow-memory-netty/10.0.0//arrow-memory-netty-10.0.0.jar
+arrow-vector/10.0.0//arrow-vector-10.0.0.jar
 audience-annotations/0.5.0//audience-annotations-0.5.0.jar
 avro-ipc/1.11.1//avro-ipc-1.11.1.jar
 avro-mapred/1.11.1//avro-mapred-1.11.1.jar
diff --git a/dev/deps/spark-deps-hadoop-3-hive-2.3 b/dev/deps/spark-deps-hadoop-3-hive-2.3
index ecaf4293f247..1d32c2c0fc29 100644
--- a/dev/deps/spark-deps-hadoop-3-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3-hive-2.3
@@ -16,10 +16,10 @@ antlr4-runtime/4.9.3//antlr4-runtime-4.9.3.jar
 aopalliance-repackaged/2.6.1//aopalliance-repackaged-2.6.1.jar
 arpack/3.0.2//arpack-3.0.2.jar
 arpack_combined_all/0.1//arpack_combined_all-0.1.jar
-arrow-format/9.0.0//arrow-format-9.0.0.jar
-arrow-memory-core/9.0.0//arrow-memory-core-9.0.0.jar
-arrow-memory-netty/9.0.0//arrow-memory-netty-9.0.0.jar
-arrow-vector/9.0.0//arrow-vector-9.0.0.jar
+arrow-format/10.0.0//arrow-format-10.0.0.jar
+arrow-memory-core/10.0.0//arrow-memory-core-10.0.0.jar
+arrow-memory-netty/10.0.0//arrow-memory-netty-10.0.0.jar
+arrow-vector/10.0.0//arrow-vector-10.0.0.jar
 audience-annotations/0.5.0//audience-annotations-0.5.0.jar
 avro-ipc/1.11.1//avro-ipc-1.11.1.jar
 avro-mapred/1.11.1//avro-mapred-1.11.1.jar
diff --git a/pom.xml b/pom.xml
index 707aed043796..22dafda7370f 100644
--- a/pom.xml
+++ b/pom.xml
@@ -216,7 +216,7 @@
     If you are changing Arrow version specification, please check
     ./python/pyspark/sql/pandas/utils.py, and ./python/setup.py too.
     -->
-    <arrow.version>9.0.0</arrow.version>
+    <arrow.version>10.0.0</arrow.version>
     <!-- org.fusesource.leveldbjni will be used except on arm64 platform. -->
     <leveldbjni.group>org.fusesource.leveldbjni</leveldbjni.group>
     <kubernetes-client.version>6.2.0</kubernetes-client.version>