diff --git a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/FlinkCatalog.java b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/FlinkCatalog.java
index 0d0e75d1f69ae..d150689358a7f 100644
--- a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/FlinkCatalog.java
+++ b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/FlinkCatalog.java
@@ -891,11 +891,7 @@ public List<String> listProcedures(String dbName)
      */
     public Procedure getProcedure(ObjectPath procedurePath)
             throws ProcedureNotExistException, CatalogException {
-        Procedure procedure = ProcedureUtil.getProcedure(catalog, procedurePath.getObjectName());
-        if (procedure == null) {
-            throw new ProcedureNotExistException(name, procedurePath);
-        }
-
-        return procedure;
+        return ProcedureUtil.getProcedure(catalog, procedurePath.getObjectName())
+                .orElseThrow(() -> new ProcedureNotExistException(name, procedurePath));
     }
 }
diff --git a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/CompactProcedure.java b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/CompactProcedure.java
index 53a4dc748f3ae..3908b3e62b140 100644
--- a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/CompactProcedure.java
+++ b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/CompactProcedure.java
@@ -26,6 +26,7 @@
 import org.apache.flink.configuration.ExecutionOptions;
 import org.apache.flink.configuration.PipelineOptions;
 import org.apache.flink.configuration.ReadableConfig;
+import org.apache.flink.core.execution.JobClient;
 import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
 import org.apache.flink.table.procedure.ProcedureContext;
 import org.apache.flink.table.procedures.Procedure;
@@ -86,8 +87,8 @@ public String[] call(
         ReadableConfig conf = StreamExecutionEnvironmentUtils.getConfiguration(env);
         String name = conf.getOptional(PipelineOptions.NAME).orElse("Compact job");
         if (conf.get(ExecutionOptions.RUNTIME_MODE) == RuntimeExecutionMode.STREAMING) {
-            env.executeAsync(name);
-            return new String[] {"Running"};
+            JobClient jobClient = env.executeAsync(name);
+            return new String[] {"JobID=" + jobClient.getJobID()};
         } else {
             env.execute(name);
             return new String[] {"Success"};
diff --git a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ProcedureUtil.java b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ProcedureUtil.java
index 94de201bc1ad6..15a5a186a5296 100644
--- a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ProcedureUtil.java
+++ b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ProcedureUtil.java
@@ -23,11 +23,10 @@
 
 import org.apache.flink.table.procedures.Procedure;
 
-import javax.annotation.Nullable;
-
 import java.util.ArrayList;
 import java.util.Collections;
 import java.util.List;
+import java.util.Optional;
 
 /** Utility methods for {@link Procedure}. */
 public class ProcedureUtil {
@@ -44,13 +43,12 @@ public static List<String> listProcedures() {
         return Collections.unmodifiableList(SYSTEM_PROCEDURES);
     }
 
-    @Nullable
-    public static Procedure getProcedure(Catalog catalog, String procedureName) {
+    public static Optional<Procedure> getProcedure(Catalog catalog, String procedureName) {
         switch (procedureName) {
             case CompactActionFactory.IDENTIFIER:
-                return new CompactProcedure(catalog.warehouse(), catalog.options());
+                return Optional.of(new CompactProcedure(catalog.warehouse(), catalog.options()));
             default:
-                return null;
+                return Optional.empty();
         }
     }
 }