diff --git a/dev/create-release/release-build.sh b/dev/create-release/release-build.sh
index 3b5f9ef2afe8..7b32a9bd767f 100755
--- a/dev/create-release/release-build.sh
+++ b/dev/create-release/release-build.sh
@@ -116,7 +116,7 @@ SCALA_2_11_PROFILES=
 if [[ $SPARK_VERSION > "2.3" ]]; then
   BASE_PROFILES="$BASE_PROFILES -Pkubernetes"
   if [[ $SPARK_VERSION < "3.0." ]]; then
-    SCALA_2_11_PROFILES="-Pkafka-0-8"
+    SCALA_2_11_PROFILES="-Pkafka-0-8 -Pflume"
   fi
 else
   PUBLISH_SCALA_2_10=1
@@ -124,6 +124,9 @@ fi
 
 PUBLISH_SCALA_2_12=0
 SCALA_2_12_PROFILES="-Pscala-2.12"
+if [[ $SPARK_VERSION < "3.0." ]]; then
+  SCALA_2_12_PROFILES="-Pflume"
+fi
 if [[ $SPARK_VERSION > "2.4" ]]; then
   PUBLISH_SCALA_2_12=1
 fi