diff --git a/kernel-d-cache/cache-api/src/main/java/cn/stylefeng/roses/kernel/cache/api/CacheOperatorApi.java b/kernel-d-cache/cache-api/src/main/java/cn/stylefeng/roses/kernel/cache/api/CacheOperatorApi.java
index 664b772ad..e865ab229 100644
--- a/kernel-d-cache/cache-api/src/main/java/cn/stylefeng/roses/kernel/cache/api/CacheOperatorApi.java
+++ b/kernel-d-cache/cache-api/src/main/java/cn/stylefeng/roses/kernel/cache/api/CacheOperatorApi.java
@@ -85,6 +85,15 @@ public interface CacheOperatorApi<T> {
      */
     void remove(String... key);
 
+    /**
+     * 删除缓存
+     *
+     * @param keys 多个键集合
+     * @author fengshuonan
+     * @since 2023/7/14 17:35
+     */
+    void remove(Collection<String> keys);
+
     /**
      * 删除缓存
      *
diff --git a/kernel-d-cache/cache-sdk-memory/src/main/java/cn/stylefeng/roses/kernel/cache/memory/AbstractMemoryCacheOperator.java b/kernel-d-cache/cache-sdk-memory/src/main/java/cn/stylefeng/roses/kernel/cache/memory/AbstractMemoryCacheOperator.java
index ee67957f7..2850a01a4 100644
--- a/kernel-d-cache/cache-sdk-memory/src/main/java/cn/stylefeng/roses/kernel/cache/memory/AbstractMemoryCacheOperator.java
+++ b/kernel-d-cache/cache-sdk-memory/src/main/java/cn/stylefeng/roses/kernel/cache/memory/AbstractMemoryCacheOperator.java
@@ -28,6 +28,7 @@ import cn.hutool.cache.impl.CacheObj;
 import cn.hutool.cache.impl.TimedCache;
 import cn.hutool.core.collection.CollectionUtil;
 import cn.hutool.core.map.MapUtil;
+import cn.hutool.core.util.ObjectUtil;
 import cn.stylefeng.roses.kernel.cache.api.CacheOperatorApi;
 
 import java.util.*;
@@ -71,6 +72,17 @@ public abstract class AbstractMemoryCacheOperator<T> implements CacheOperatorApi
         }
     }
 
+    @Override
+    public void remove(Collection<String> keys) {
+        if (ObjectUtil.isEmpty(keys)) {
+            return;
+        }
+
+        for (String key : keys) {
+            timedCache.remove(calcKey(key));
+        }
+    }
+
     @Override
     public void expire(String key, Long expiredSeconds) {
         T value = timedCache.get(calcKey(key), true);
diff --git a/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisCacheOperator.java b/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisCacheOperator.java
index 3f7bd7f14..ea6681624 100644
--- a/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisCacheOperator.java
+++ b/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisCacheOperator.java
@@ -69,6 +69,12 @@ public abstract class AbstractRedisCacheOperator<T> implements CacheOperatorApi<
         redisTemplate.delete(withPrefixKeys);
     }
 
+    @Override
+    public void remove(Collection<String> keys) {
+        List<String> withPrefixKeys = keys.stream().map(this::calcKey).collect(Collectors.toList());
+        redisTemplate.delete(withPrefixKeys);
+    }
+
     @Override
     public void expire(String key, Long expiredSeconds) {
         redisTemplate.boundValueOps(calcKey(key)).expire(expiredSeconds, TimeUnit.SECONDS);
diff --git a/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisHashCacheOperator.java b/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisHashCacheOperator.java
index 063d8db6b..99abf99ba 100644
--- a/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisHashCacheOperator.java
+++ b/kernel-d-cache/cache-sdk-redis/src/main/java/cn/stylefeng/roses/kernel/cache/redis/AbstractRedisHashCacheOperator.java
@@ -26,6 +26,7 @@ package cn.stylefeng.roses.kernel.cache.redis;
 
 import cn.hutool.core.collection.CollectionUtil;
 import cn.hutool.core.map.MapUtil;
+import cn.hutool.core.util.ObjectUtil;
 import cn.stylefeng.roses.kernel.cache.api.CacheOperatorApi;
 import org.springframework.data.redis.core.RedisTemplate;
 
@@ -70,6 +71,14 @@ public abstract class AbstractRedisHashCacheOperator<T> implements CacheOperator
         redisTemplate.boundHashOps(getCommonKeyPrefix()).delete(key);
     }
 
+    @Override
+    public void remove(Collection<String> keys) {
+        if (ObjectUtil.isEmpty(keys)) {
+            return;
+        }
+        redisTemplate.boundHashOps(getCommonKeyPrefix()).delete(keys.toArray());
+    }
+
     @Override
     public void expire(String key, Long expiredSeconds) {
         // 设置整个hash的