diff --git a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/AbstractCacheableDataBridgeExecute.java b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/AbstractCacheableDataBridgeExecute.java
index ebd0f87764..ec0c8bea97 100644
--- a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/AbstractCacheableDataBridgeExecute.java
+++ b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/AbstractCacheableDataBridgeExecute.java
@@ -3,6 +3,7 @@ package cn.iocoder.yudao.module.iot.service.rule.action.databridge;
 import com.google.common.cache.CacheBuilder;
 import com.google.common.cache.CacheLoader;
 import com.google.common.cache.LoadingCache;
+import com.google.common.cache.RemovalListener;
 import lombok.extern.slf4j.Slf4j;
 
 import java.time.Duration;
@@ -15,22 +16,36 @@ import java.time.Duration;
 /**
  * 带缓存功能的数据桥梁执行器抽象类
  *
+ * 该类提供了一个通用的缓存机制，用于管理各类数据桥接的生产者(Producer)实例。
+ *
+ * 主要特点:
+ * - 基于Guava Cache实现高效的生产者实例缓存管理
+ * - 自动处理生产者的生命周期（创建、获取、关闭）
+ * - 支持30分钟未访问自动过期清理机制
+ * - 异常处理与日志记录，便于问题排查
+ *
+ * 子类需要实现:
+ * - initProducer(Config) - 初始化特定类型的生产者实例
+ * - closeProducer(Producer) - 关闭生产者实例并释放资源
+ *
+ * @param <Config>   配置信息类型，用于初始化生产者
+ * @param <Producer> 生产者类型，负责将数据发送到目标系统
  * @author HUIHUI
  */
 @Slf4j
-public abstract class AbstractCacheableDataBridgeExecute implements IotDataBridgeExecute {
+public abstract class AbstractCacheableDataBridgeExecute<Config, Producer> implements IotDataBridgeExecute {
 
-    // TODO @huihui：AbstractCacheableDataBridgeExecute<Producer> 这样，下面的 Object, Object 就有了类型；另外 IotDataBridgeDO.Config 可以替代一个 Object 哇，
     /**
      * Producer 缓存
      */
-    private final LoadingCache<Object, Object> PRODUCER_CACHE = CacheBuilder.newBuilder()
-            .expireAfterAccess(Duration.ofMinutes(30))
-            .removalListener(notification -> {
-                Object producer = notification.getValue();
+    private final LoadingCache<Config, Producer> PRODUCER_CACHE = CacheBuilder.newBuilder()
+            .expireAfterAccess(Duration.ofMinutes(30)) // 30 分钟未访问就提前过期
+            .removalListener((RemovalListener<Config, Producer>) notification -> {
+                Producer producer = notification.getValue();
                 if (producer == null) {
                     return;
                 }
+
                 try {
                     closeProducer(producer);
                     log.info("[PRODUCER_CACHE][配置({}) 对应的 producer 已关闭]", notification.getKey());
@@ -38,15 +53,18 @@ public abstract class AbstractCacheableDataBridgeExecute implements IotDataBridg
                     log.error("[PRODUCER_CACHE][配置({}) 对应的 producer 关闭失败]", notification.getKey(), e);
                 }
             })
-            .build(new CacheLoader<Object, Object>() {
-
+            .build(new CacheLoader<Config, Producer>() {
                 @Override
-                public Object load(Object config) throws Exception {
-                    Object producer = initProducer(config);
-                    log.info("[PRODUCER_CACHE][配置({}) 对应的 producer 已创建并启动]", config);
-                    return producer;
+                public Producer load(Config config) throws Exception {
+                    try {
+                        Producer producer = initProducer(config);
+                        log.info("[PRODUCER_CACHE][配置({}) 对应的 producer 已创建并启动]", config);
+                        return producer;
+                    } catch (Exception e) {
+                        log.error("[PRODUCER_CACHE][配置({}) 对应的 producer 创建启动失败]", config, e);
+                        throw e; // 抛出异常，触发缓存加载失败机制
+                    }
                 }
-
             });
 
     /**
@@ -55,7 +73,7 @@ public abstract class AbstractCacheableDataBridgeExecute implements IotDataBridg
      * @param config 配置信息
      * @return 生产者对象
      */
-    protected Object getProducer(Object config) throws Exception {
+    protected Producer getProducer(Config config) throws Exception {
         return PRODUCER_CACHE.get(config);
     }
 
@@ -66,13 +84,13 @@ public abstract class AbstractCacheableDataBridgeExecute implements IotDataBridg
      * @return 生产者对象
      * @throws Exception 如果初始化失败
      */
-    protected abstract Object initProducer(Object config) throws Exception;
+    protected abstract Producer initProducer(Config config) throws Exception;
 
     /**
      * 关闭生产者
      *
      * @param producer 生产者对象
      */
-    protected abstract void closeProducer(Object producer);
+    protected abstract void closeProducer(Producer producer) throws Exception;
 
 }
\ No newline at end of file
diff --git a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotKafkaMQDataBridgeExecute.java b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotKafkaMQDataBridgeExecute.java
index e95d4ced95..33aa744a85 100644
--- a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotKafkaMQDataBridgeExecute.java
+++ b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotKafkaMQDataBridgeExecute.java
@@ -24,7 +24,8 @@ import java.util.concurrent.TimeoutException;
  */
 @Component
 @Slf4j
-public class IotKafkaMQDataBridgeExecute extends AbstractCacheableDataBridgeExecute {
+public class IotKafkaMQDataBridgeExecute extends
+        AbstractCacheableDataBridgeExecute<IotDataBridgeDO.KafkaMQConfig, KafkaTemplate<String, String>> {
 
     private static final Duration SEND_TIMEOUT = Duration.ofMillis(10);
 
@@ -38,11 +39,10 @@ public class IotKafkaMQDataBridgeExecute extends AbstractCacheableDataBridgeExec
         executeKafka(message, (IotDataBridgeDO.KafkaMQConfig) dataBridge.getConfig());
     }
 
-    @SuppressWarnings("unchecked")
     private void executeKafka(IotDeviceMessage message, IotDataBridgeDO.KafkaMQConfig config) {
         try {
             // 1. 获取或创建 KafkaTemplate
-            KafkaTemplate<String, String> kafkaTemplate = (KafkaTemplate<String, String>) getProducer(config);
+            KafkaTemplate<String, String> kafkaTemplate = getProducer(config);
 
             // 2. 发送消息并等待结果
             kafkaTemplate.send(config.getTopic(), message.toString())
@@ -56,24 +56,22 @@ public class IotKafkaMQDataBridgeExecute extends AbstractCacheableDataBridgeExec
     }
 
     @Override
-    protected Object initProducer(Object config) {
-        IotDataBridgeDO.KafkaMQConfig kafkaConfig = (IotDataBridgeDO.KafkaMQConfig) config;
-        
+    protected KafkaTemplate<String, String> initProducer(IotDataBridgeDO.KafkaMQConfig config) {
         // 1.1 构建生产者配置
         Map<String, Object> props = new HashMap<>();
-        props.put(ProducerConfig.BOOTSTRAP_SERVERS_CONFIG, kafkaConfig.getBootstrapServers());
+        props.put(ProducerConfig.BOOTSTRAP_SERVERS_CONFIG, config.getBootstrapServers());
         props.put(ProducerConfig.KEY_SERIALIZER_CLASS_CONFIG, StringSerializer.class);
         props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, StringSerializer.class);
         // 1.2 如果配置了认证信息
-        if (kafkaConfig.getUsername() != null && kafkaConfig.getPassword() != null) {
+        if (config.getUsername() != null && config.getPassword() != null) {
             props.put("security.protocol", "SASL_PLAINTEXT");
             props.put("sasl.mechanism", "PLAIN");
             props.put("sasl.jaas.config",
                     "org.apache.kafka.common.security.plain.PlainLoginModule required username=\""
-                            + kafkaConfig.getUsername() + "\" password=\"" + kafkaConfig.getPassword() + "\";");
+                            + config.getUsername() + "\" password=\"" + config.getPassword() + "\";");
         }
         // 1.3 如果启用 SSL
-        if (Boolean.TRUE.equals(kafkaConfig.getSsl())) {
+        if (Boolean.TRUE.equals(config.getSsl())) {
             props.put("security.protocol", "SSL");
         }
 
@@ -83,10 +81,8 @@ public class IotKafkaMQDataBridgeExecute extends AbstractCacheableDataBridgeExec
     }
 
     @Override
-    protected void closeProducer(Object producer) {
-        if (producer instanceof KafkaTemplate) {
-            ((KafkaTemplate<?, ?>) producer).destroy();
-        }
+    protected void closeProducer(KafkaTemplate<String, String> producer) {
+        producer.destroy();
     }
 
     // TODO @芋艿：测试代码，后续清理
diff --git a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRabbitMQDataBridgeExecute.java b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRabbitMQDataBridgeExecute.java
index 5611873155..0918a5546d 100644
--- a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRabbitMQDataBridgeExecute.java
+++ b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRabbitMQDataBridgeExecute.java
@@ -19,7 +19,8 @@ import java.time.LocalDateTime;
  */
 @Component
 @Slf4j
-public class IotRabbitMQDataBridgeExecute extends AbstractCacheableDataBridgeExecute {
+public class IotRabbitMQDataBridgeExecute extends
+        AbstractCacheableDataBridgeExecute<IotDataBridgeDO.RabbitMQConfig, Channel> {
 
     @Override
     public void execute(IotDeviceMessage message, IotDataBridgeDO dataBridge) {
@@ -34,7 +35,7 @@ public class IotRabbitMQDataBridgeExecute extends AbstractCacheableDataBridgeExe
     private void executeRabbitMQ(IotDeviceMessage message, IotDataBridgeDO.RabbitMQConfig config) {
         try {
             // 1. 获取或创建 Channel
-            Channel channel = (Channel) getProducer(config);
+            Channel channel = getProducer(config);
 
             // 2.1 声明交换机、队列和绑定关系
             channel.exchangeDeclare(config.getExchange(), "direct", true);
@@ -52,16 +53,14 @@ public class IotRabbitMQDataBridgeExecute extends AbstractCacheableDataBridgeExe
 
     @Override
     @SuppressWarnings("resource")
-    protected Object initProducer(Object config) throws Exception {
-        IotDataBridgeDO.RabbitMQConfig rabbitConfig = (IotDataBridgeDO.RabbitMQConfig) config;
-
+    protected Channel initProducer(IotDataBridgeDO.RabbitMQConfig config) throws Exception {
         // 1. 创建连接工厂
         ConnectionFactory factory = new ConnectionFactory();
-        factory.setHost(rabbitConfig.getHost());
-        factory.setPort(rabbitConfig.getPort());
-        factory.setVirtualHost(rabbitConfig.getVirtualHost());
-        factory.setUsername(rabbitConfig.getUsername());
-        factory.setPassword(rabbitConfig.getPassword());
+        factory.setHost(config.getHost());
+        factory.setPort(config.getPort());
+        factory.setVirtualHost(config.getVirtualHost());
+        factory.setUsername(config.getUsername());
+        factory.setPassword(config.getPassword());
 
         // 2. 创建连接
         Connection connection = factory.newConnection();
@@ -71,20 +70,13 @@ public class IotRabbitMQDataBridgeExecute extends AbstractCacheableDataBridgeExe
     }
 
     @Override
-    protected void closeProducer(Object producer) {
-        if (producer instanceof Channel) {
-            try {
-                Channel channel = (Channel) producer;
-                if (channel.isOpen()) {
-                    channel.close();
-                }
-                Connection connection = channel.getConnection();
-                if (connection.isOpen()) {
-                    connection.close();
-                }
-            } catch (Exception e) {
-                log.error("[closeProducer][关闭 RabbitMQ 连接异常]", e);
-            }
+    protected void closeProducer(Channel channel) throws Exception {
+        if (channel.isOpen()) {
+            channel.close();
+        }
+        Connection connection = channel.getConnection();
+        if (connection.isOpen()) {
+            connection.close();
         }
     }
 
@@ -124,4 +116,5 @@ public class IotRabbitMQDataBridgeExecute extends AbstractCacheableDataBridgeExe
         log.info("[main][第二次执行，应该会复用缓存的 channel]");
         action.executeRabbitMQ(message, config);
     }
+
 }
diff --git a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRedisStreamMQDataBridgeExecute.java b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRedisStreamMQDataBridgeExecute.java
index 552fc3425b..77b688606a 100644
--- a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRedisStreamMQDataBridgeExecute.java
+++ b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRedisStreamMQDataBridgeExecute.java
@@ -29,7 +29,8 @@ import java.time.LocalDateTime;
  */
 @Component
 @Slf4j
-public class IotRedisStreamMQDataBridgeExecute extends AbstractCacheableDataBridgeExecute {
+public class IotRedisStreamMQDataBridgeExecute extends
+        AbstractCacheableDataBridgeExecute<IotDataBridgeDO.RedisStreamMQConfig, RedisTemplate<String, Object>> {
 
     @Override
     public void execute(IotDeviceMessage message, IotDataBridgeDO dataBridge) {
@@ -46,7 +47,7 @@ public class IotRedisStreamMQDataBridgeExecute extends AbstractCacheableDataBrid
     private void executeRedisStream(IotDeviceMessage message, IotDataBridgeDO.RedisStreamMQConfig config) {
         try {
             // 1. 获取 RedisTemplate
-            RedisTemplate<String, Object> redisTemplate = (RedisTemplate<String, Object>) getProducer(config);
+            RedisTemplate<String, Object> redisTemplate = getProducer(config);
 
             // 2. 创建并发送 Stream 记录
             ObjectRecord<String, IotDeviceMessage> record = StreamRecords.newRecord()
@@ -59,17 +60,15 @@ public class IotRedisStreamMQDataBridgeExecute extends AbstractCacheableDataBrid
     }
 
     @Override
-    protected Object initProducer(Object config) {
-        IotDataBridgeDO.RedisStreamMQConfig redisConfig = (IotDataBridgeDO.RedisStreamMQConfig) config;
-
+    protected RedisTemplate<String, Object> initProducer(IotDataBridgeDO.RedisStreamMQConfig config) {
         // 1.1 创建 Redisson 配置
         Config redissonConfig = new Config();
         SingleServerConfig serverConfig = redissonConfig.useSingleServer()
-                .setAddress("redis://" + redisConfig.getHost() + ":" + redisConfig.getPort())
-                .setDatabase(redisConfig.getDatabase());
+                .setAddress("redis://" + config.getHost() + ":" + config.getPort())
+                .setDatabase(config.getDatabase());
         // 1.2 设置密码（如果有）
-        if (StrUtil.isNotBlank(redisConfig.getPassword())) {
-            serverConfig.setPassword(redisConfig.getPassword());
+        if (StrUtil.isNotBlank(config.getPassword())) {
+            serverConfig.setPassword(config.getPassword());
         }
 
         // TODO @huihui：看看能不能简化一些。按道理说，不用这么多的哈。
@@ -90,17 +89,10 @@ public class IotRedisStreamMQDataBridgeExecute extends AbstractCacheableDataBrid
     }
 
     @Override
-    protected void closeProducer(Object producer) {
-        // TODO @huihui：try catch 交给父类来做。子类不处理异常
-        if (producer instanceof RedisTemplate) {
-            RedisConnectionFactory factory = ((RedisTemplate<?, ?>) producer).getConnectionFactory();
-            try {
-                if (factory != null) {
-                    ((RedissonConnectionFactory) factory).destroy();
-                }
-            } catch (Exception e) {
-                log.error("[closeProducer][关闭 redisson 连接异常]", e);
-            }
+    protected void closeProducer(RedisTemplate<String, Object> producer) throws Exception {
+        RedisConnectionFactory factory = producer.getConnectionFactory();
+        if (factory != null) {
+            ((RedissonConnectionFactory) factory).destroy();
         }
     }
 
diff --git a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRocketMQDataBridgeExecute.java b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRocketMQDataBridgeExecute.java
index 3b53252539..061bbfc69f 100644
--- a/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRocketMQDataBridgeExecute.java
+++ b/yudao-module-iot/yudao-module-iot-biz/src/main/java/cn/iocoder/yudao/module/iot/service/rule/action/databridge/IotRocketMQDataBridgeExecute.java
@@ -20,7 +20,8 @@ import java.time.LocalDateTime;
  */
 @Component
 @Slf4j
-public class IotRocketMQDataBridgeExecute extends AbstractCacheableDataBridgeExecute {
+public class IotRocketMQDataBridgeExecute extends
+        AbstractCacheableDataBridgeExecute<IotDataBridgeDO.RocketMQConfig, DefaultMQProducer> {
 
     @Override
     public void execute(IotDeviceMessage message, IotDataBridgeDO dataBridge) {
@@ -35,7 +36,7 @@ public class IotRocketMQDataBridgeExecute extends AbstractCacheableDataBridgeExe
     private void executeRocketMQ(IotDeviceMessage message, IotDataBridgeDO.RocketMQConfig config) {
         try {
             // 1. 获取或创建 Producer
-            DefaultMQProducer producer = (DefaultMQProducer) getProducer(config);
+            DefaultMQProducer producer = getProducer(config);
 
             // 2.1 创建消息对象，指定Topic、Tag和消息体
             Message msg = new Message(
@@ -57,19 +58,16 @@ public class IotRocketMQDataBridgeExecute extends AbstractCacheableDataBridgeExe
     }
 
     @Override
-    protected Object initProducer(Object config) throws Exception {
-        IotDataBridgeDO.RocketMQConfig rocketMQConfig = (IotDataBridgeDO.RocketMQConfig) config;
-        DefaultMQProducer producer = new DefaultMQProducer(rocketMQConfig.getGroup());
-        producer.setNamesrvAddr(rocketMQConfig.getNameServer());
+    protected DefaultMQProducer initProducer(IotDataBridgeDO.RocketMQConfig config) throws Exception {
+        DefaultMQProducer producer = new DefaultMQProducer(config.getGroup());
+        producer.setNamesrvAddr(config.getNameServer());
         producer.start();
         return producer;
     }
 
     @Override
-    protected void closeProducer(Object producer) {
-        if (producer instanceof DefaultMQProducer) {
-            ((DefaultMQProducer) producer).shutdown();
-        }
+    protected void closeProducer(DefaultMQProducer producer) {
+        producer.shutdown();
     }
 
     // TODO @芋艿：测试代码，后续清理