diff --git a/runners/spark/build.gradle b/runners/spark/build.gradle
index d80a0f06426a..315f166e2ee5 100644
--- a/runners/spark/build.gradle
+++ b/runners/spark/build.gradle
@@ -48,6 +48,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}
diff --git a/sdks/java/extensions/sorter/build.gradle b/sdks/java/extensions/sorter/build.gradle
index ca5a00849b0c..f6f0dc6cd0b7 100644
--- a/sdks/java/extensions/sorter/build.gradle
+++ b/sdks/java/extensions/sorter/build.gradle
@@ -28,6 +28,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}
diff --git a/sdks/java/extensions/sql/build.gradle b/sdks/java/extensions/sql/build.gradle
index 051ebb7483f1..057f01c60a14 100644
--- a/sdks/java/extensions/sql/build.gradle
+++ b/sdks/java/extensions/sql/build.gradle
@@ -50,6 +50,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}
diff --git a/sdks/java/io/hadoop-common/build.gradle b/sdks/java/io/hadoop-common/build.gradle
index 672de231743c..534512e49d10 100644
--- a/sdks/java/io/hadoop-common/build.gradle
+++ b/sdks/java/io/hadoop-common/build.gradle
@@ -28,6 +28,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}
diff --git a/sdks/java/io/hadoop-file-system/build.gradle b/sdks/java/io/hadoop-file-system/build.gradle
index 72f7760a1e5e..39ba9ba452e0 100644
--- a/sdks/java/io/hadoop-file-system/build.gradle
+++ b/sdks/java/io/hadoop-file-system/build.gradle
@@ -30,6 +30,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}
diff --git a/sdks/java/io/hadoop-format/build.gradle b/sdks/java/io/hadoop-format/build.gradle
index 69723610a2ff..5ab4a55013a3 100644
--- a/sdks/java/io/hadoop-format/build.gradle
+++ b/sdks/java/io/hadoop-format/build.gradle
@@ -33,6 +33,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}
diff --git a/sdks/java/io/parquet/build.gradle b/sdks/java/io/parquet/build.gradle
index 1be20250b1bb..b3af3c6f0a43 100644
--- a/sdks/java/io/parquet/build.gradle
+++ b/sdks/java/io/parquet/build.gradle
@@ -30,6 +30,7 @@ def hadoopVersions = [
     "285": "2.8.5",
     "292": "2.9.2",
     "2101": "2.10.1",
+    "321": "3.2.1",
 ]
 
 hadoopVersions.each {kv -> configurations.create("hadoopVersion$kv.key")}