diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/pom.xml b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/pom.xml
index aade681d5045..5f2753f24ff6 100644
--- a/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/pom.xml
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/pom.xml
@@ -46,6 +46,30 @@
             <version>${project.version}</version>
             <scope>provided</scope>
         </dependency>
+        <dependency>
+            <groupId>com.github.os72</groupId>
+            <artifactId>protobuf-dynamic</artifactId>
+            <version>0.9.5</version>
+            <exclusions>
+                <exclusion>
+                    <groupId>com.google.code.findbugs</groupId>
+                    <artifactId>jsr305</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>com.google.guava</groupId>
+                    <artifactId>guava</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>com.google.errorprone</groupId>
+                    <artifactId>error_prone_annotations</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>com.github.os72</groupId>
+            <artifactId>protoc-jar</artifactId>
+            <version>3.11.4</version>
+        </dependency>
         <dependency>
             <groupId>com.google.code.findbugs</groupId>
             <artifactId>jsr305</artifactId>
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/GrpcTask.java b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/GrpcTask.java
index 3d5c70b80d0a..de89aa61801b 100644
--- a/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/GrpcTask.java
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/GrpcTask.java
@@ -28,7 +28,7 @@
 import org.apache.dolphinscheduler.plugin.task.api.model.Property;
 import org.apache.dolphinscheduler.plugin.task.api.parameters.AbstractParameters;
 import org.apache.dolphinscheduler.plugin.task.grpc.protobufjs.GrpcDynamicService;
-import org.apache.dolphinscheduler.plugin.task.grpc.protobufjs.JSONDescriptorHelper;
+import org.apache.dolphinscheduler.plugin.task.grpc.protofactory.ProtoFactory;
 
 import lombok.extern.slf4j.Slf4j;
 
@@ -79,8 +79,10 @@ public void handle(TaskCallBack taskCallBack) throws TaskException {
             } else {
                 channel = GrpcDynamicService.ChannelFactory.createChannel(grpcParameters.getUrl());
             }
+            // Descriptors.FileDescriptor fileDesc =
+            // JSONDescriptorHelper.fileDescFromJSON(grpcParameters.getGrpcServiceDefinitionJSON());
             Descriptors.FileDescriptor fileDesc =
-                    JSONDescriptorHelper.fileDescFromJSON(grpcParameters.getGrpcServiceDefinitionJSON());
+                    ProtoFactory.createFileDescriptorFromProtoContent(grpcParameters.getGrpcServiceDefinition());
             GrpcDynamicService stubService = new GrpcDynamicService(channel, fileDesc);
             DynamicMessage message = stubService.call(grpcParameters.getMethodName(), grpcParameters.getMessage(),
                     grpcParameters.getConnectTimeoutMs());
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/protofactory/DynamicService.java b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/protofactory/DynamicService.java
new file mode 100644
index 000000000000..445387dfcbd3
--- /dev/null
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/protofactory/DynamicService.java
@@ -0,0 +1,21 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.plugin.task.grpc.protofactory;
+
+public class DynamicService {
+}
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/protofactory/ProtoFactory.java b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/protofactory/ProtoFactory.java
new file mode 100644
index 000000000000..5777c8a2c271
--- /dev/null
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-grpc/src/main/java/org/apache/dolphinscheduler/plugin/task/grpc/protofactory/ProtoFactory.java
@@ -0,0 +1,93 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.plugin.task.grpc.protofactory;
+
+import org.apache.commons.io.FileUtils;
+
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.util.UUID;
+
+import com.github.os72.protocjar.Protoc;
+import com.google.protobuf.DescriptorProtos;
+import com.google.protobuf.Descriptors;
+
+public class ProtoFactory {
+
+    public static Descriptors.FileDescriptor createFileDescriptorFromProtoContent(String protoContent) throws IOException, InterruptedException, Descriptors.DescriptorValidationException {
+        File tmpDir = getTemplateDir();
+        File tmpProtoFile = getTemplateFile("template.proto");
+        File descFile = new File(tmpDir.getAbsolutePath() + "/output.desc");
+        File protoFile = saveProtoFile(protoContent, tmpProtoFile);
+        generateDescFile(protoFile, descFile);
+        DescriptorProtos.FileDescriptorProto fileDescriptorProto = loadDescFile(descFile);
+        return Descriptors.FileDescriptor.buildFrom(fileDescriptorProto, new Descriptors.FileDescriptor[]{});
+    }
+
+    public static File getTemplateFile(String name) throws IOException {
+        File tmpDir = getTemplateDir();
+        File tmpFile = new File(tmpDir.getAbsolutePath() + "/" + name);
+        if (tmpFile.exists()) {
+            if (!tmpFile.delete()) {
+                throw new IOException("Could not delete existing template file " + tmpFile.getAbsolutePath());
+            } ;
+        }
+        if (!tmpFile.createNewFile()) {
+            throw new IOException("Could not create template file " + tmpFile.getAbsolutePath());
+        }
+        return tmpFile;
+    }
+
+    public static File getTemplateDir() throws IOException {
+        Path path = Paths.get(FileUtils.getTempDirectory().getAbsolutePath(), UUID.randomUUID().toString());
+        return Files.createDirectories(path).toFile();
+    }
+
+    public static void runProtoc(String[] args) throws IOException, InterruptedException {
+
+        // String[] args = {"-v2.4.1", "--help"};
+        Protoc.runProtoc(args);
+    }
+
+    public static File saveProtoFile(String protoContent, File outputFile) throws IOException {
+        FileUtils.writeStringToFile(outputFile, protoContent, "UTF-8");
+        return outputFile;
+    }
+
+    public static void generateDescFile(File protoFile, File outputFile) throws IOException, InterruptedException {
+
+        String[] args = new String[]{
+                // "-I=" + protoFile.getParentFile().getAbsolutePath(),
+                "--descriptor_set_out=" + outputFile.getAbsolutePath(),
+                // "--include_imports",
+                protoFile.getAbsolutePath()
+        };
+        runProtoc(args);
+    }
+
+    public static DescriptorProtos.FileDescriptorProto loadDescFile(File descriptorFile) throws IOException {
+        final FileInputStream fileInputStream = new FileInputStream(descriptorFile);
+        final DescriptorProtos.FileDescriptorProto descriptorProto =
+                DescriptorProtos.FileDescriptorProto.parseFrom(fileInputStream);
+        return descriptorProto;
+    }
+}