diff --git a/dev/tasks/java-jars/github.yml b/dev/tasks/java-jars/github.yml
index 2dcccc986303c..0116b2fcc2705 100644
--- a/dev/tasks/java-jars/github.yml
+++ b/dev/tasks/java-jars/github.yml
@@ -39,7 +39,7 @@ jobs:
             archery_arch: "amd64"
             archery_arch_alias: "x86_64"
             archery_arch_short: "amd64"
-          - runs_on: ["buildjet-4vcpu-ubuntu-2204-arm"]
+          - runs_on: ["self-hosted", "Linux", "arm64"]
             arch: "aarch_64"
             archery_arch: "arm64v8"
             archery_arch_alias: "aarch64"
@@ -209,4 +209,4 @@ jobs:
                                         "arrow/java-dist/*.json",
                                         "arrow/java-dist/*.pom",
                                         "arrow/java-dist/*.xml",
-                                        "arrow/java-dist/*.zip"])|indent }}
\ No newline at end of file
+                                        "arrow/java-dist/*.zip"])|indent }}