diff --git a/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/main/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClient.java b/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/main/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClient.java
index 86e6dda16a43..81ba6c206712 100644
--- a/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/main/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClient.java
+++ b/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/main/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClient.java
@@ -83,11 +83,8 @@ public void initClient(final T config) {
 
     @Override
     public void close() {
-        if (!ObjectUtils.isEmpty(closeThread.get())) {
-            Runtime.getRuntime().removeShutdownHook(closeThread.get());
-        }
-        if (isStarted.get()) {
-            isStarted.set(false);
+        this.tryRemoveShutdownHook();
+        if (isStarted.compareAndSet(true, false)) {
             try {
                 this.close0();
             } catch (Exception e) {
@@ -96,6 +93,35 @@ public void close() {
         }
     }
 
+    /**
+     * Remove the registered shutdown hook. When the JVM is already shutting down,
+     * the hook thread is running this {@code close()} itself, so removal throws
+     * {@link IllegalStateException} and is neither possible nor needed; cleanup
+     * must still proceed to {@code close0()}.
+     */
+    protected void tryRemoveShutdownHook() {
+        final Thread hook = closeThread.get();
+        if (ObjectUtils.isEmpty(hook)) {
+            return;
+        }
+        try {
+            removeHook(hook);
+        } catch (IllegalStateException e) {
+            LOG.debug("{} skips shutdown-hook removal: {}", this.getClass().getSimpleName(), e.getMessage());
+        }
+    }
+
+    /**
+     * Single point that talks to {@link Runtime}; protected so tests can simulate
+     * the {@code IllegalStateException("Shutdown in progress")} thrown when the JVM
+     * is already shutting down and the hook thread is running {@code close()} itself.
+     *
+     * @param hook the shutdown hook registered at init
+     */
+    protected void removeHook(final Thread hook) {
+        Runtime.getRuntime().removeShutdownHook(hook);
+    }
+
     @Override
     public void consume(final List<L> logs) throws Exception {
         if (CollectionUtils.isEmpty(logs) || !isStarted.get()) {
diff --git a/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/test/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClientTest.java b/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/test/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClientTest.java
index 67089e3844b6..1d4143d47efd 100644
--- a/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/test/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClientTest.java
+++ b/shenyu-plugin/shenyu-plugin-logging/shenyu-plugin-logging-common/src/test/java/org/apache/shenyu/plugin/logging/common/client/AbstractLogConsumeClientTest.java
@@ -23,6 +23,7 @@
 
 import java.util.Collections;
 import java.util.List;
+import java.util.concurrent.atomic.AtomicReference;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 
@@ -57,6 +58,36 @@ public void testConsumeRunsWhenInitializationSucceeds() throws Exception {
         assertEquals(1, client.getCloseCount());
     }
 
+    @Test
+    public void testClose0StillRunsWhenHookRemovalFails() {
+        ThrowingHookLogConsumeClient client = new ThrowingHookLogConsumeClient();
+
+        try {
+            client.initClient(new GenericGlobalConfig());
+            client.close();
+        } finally {
+            Runtime.getRuntime().removeShutdownHook(client.getRegisteredHook());
+        }
+
+        assertEquals(1, client.getCloseCount());
+    }
+
+    @Test
+    public void testCloseIsIdempotent() {
+        TestLogConsumeClient client = new TestLogConsumeClient(true);
+
+        try {
+            client.initClient(new GenericGlobalConfig());
+            client.close();
+            client.close();
+        } finally {
+            // hook already removed by the first close(); removal is a no-op now
+            client.close();
+        }
+
+        assertEquals(1, client.getCloseCount());
+    }
+
     @Test
     public void testFailedReinitializationLeavesClientStopped() throws Exception {
         TestLogConsumeClient client = new TestLogConsumeClient(true);
@@ -109,4 +140,44 @@ private int getCloseCount() {
             return closeCount;
         }
     }
+
+    /**
+     * Simulates the JVM-shutdown scenario where {@code removeShutdownHook} throws
+     * {@link IllegalStateException}: cleanup must still reach {@code close0()}.
+     */
+    private static final class ThrowingHookLogConsumeClient extends AbstractLogConsumeClient<GenericGlobalConfig, ShenyuRequestLog> {
+
+        private final AtomicReference<Thread> registeredHook = new AtomicReference<>();
+
+        private int closeCount;
+
+        @Override
+        public boolean initClient0(final GenericGlobalConfig config) {
+            registeredHook.set(new Thread(this::close));
+            return true;
+        }
+
+        @Override
+        public void consume0(final List<ShenyuRequestLog> logs) {
+            // not used in this test
+        }
+
+        @Override
+        public void close0() {
+            closeCount++;
+        }
+
+        @Override
+        protected void removeHook(final Thread hook) {
+            throw new IllegalStateException("Shutdown in progress");
+        }
+
+        private Thread getRegisteredHook() {
+            return registeredHook.get();
+        }
+
+        private int getCloseCount() {
+            return closeCount;
+        }
+    }
 }