diff --git a/docs/en/changes/changes.md b/docs/en/changes/changes.md
index 1508721700..a0e5585037 100644
--- a/docs/en/changes/changes.md
+++ b/docs/en/changes/changes.md
@@ -71,6 +71,7 @@
 * Bump up netty to 4.11.118 to fix CVE-2025-24970.
 * Add `Get Alarm Runtime Status` API.
 * Add `lock` when query the Alarm metrics window values.
+* Add a fail-safe mechanism to prevent traffic metrics inconsistent between in-memory and database server.
 
 #### UI
 
diff --git a/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsPersistentWorker.java b/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsPersistentWorker.java
index 822540a598..2f9029fd79 100644
--- a/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsPersistentWorker.java
+++ b/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsPersistentWorker.java
@@ -107,7 +107,7 @@ public class MetricsPersistentWorker extends PersistenceWorker<Metrics> implemen
                             long storageSessionTimeout, int metricsDataTTL, MetricStreamKind kind) {
         super(moduleDefineHolder, new ReadWriteSafeCache<>(new MergableBufferedData(), new MergableBufferedData()));
         this.model = model;
-        this.sessionCache = new MetricsSessionCache(storageSessionTimeout);
+        this.sessionCache = new MetricsSessionCache(storageSessionTimeout, supportUpdate);
         this.metricsDAO = metricsDAO;
         this.nextAlarmWorker = Optional.ofNullable(nextAlarmWorker);
         this.nextExportWorker = Optional.ofNullable(nextExportWorker);
diff --git a/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsSessionCache.java b/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsSessionCache.java
index 93b1e421cf..1b8da1e28d 100644
--- a/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsSessionCache.java
+++ b/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/analysis/worker/MetricsSessionCache.java
@@ -19,16 +19,23 @@
 package org.apache.skywalking.oap.server.core.analysis.worker;
 
 import java.util.Iterator;
+import java.util.List;
 import java.util.Map;
 import java.util.concurrent.ConcurrentHashMap;
 import lombok.AccessLevel;
 import lombok.Setter;
+import org.apache.skywalking.oap.server.core.analysis.MetricsExtension;
+import org.apache.skywalking.oap.server.core.analysis.manual.service.ServiceTraffic;
 import org.apache.skywalking.oap.server.core.analysis.metrics.Metrics;
+import org.apache.skywalking.oap.server.core.storage.IMetricsDAO;
+import org.apache.skywalking.oap.server.core.storage.SessionCacheCallback;
+import org.apache.skywalking.oap.server.core.storage.model.Model;
 import org.apache.skywalking.oap.server.library.client.request.InsertRequest;
 import org.apache.skywalking.oap.server.library.client.request.UpdateRequest;
 
 /**
  * MetricsSessionCache is a key-value cache to hold hot metric in-memory to reduce payload to pre-read.
+ * Every instance of MetricsSessionCache maps to an instance of {@link MetricsPersistentWorker}.
  *
  * There are two ways to make sure metrics in-cache,
  * 1. Metrics is read from the Database through {@link MetricsPersistentWorker}.loadFromStorage
@@ -45,14 +52,16 @@ public class MetricsSessionCache {
     private final Map<Metrics, Metrics> sessionCache;
     @Setter(AccessLevel.PACKAGE)
     private long timeoutThreshold;
+    private final boolean supportUpdate;
 
-    public MetricsSessionCache(long timeoutThreshold) {
+    public MetricsSessionCache(long timeoutThreshold, final boolean supportUpdate) {
         // Due to the cache would be updated depending on final storage implementation,
         // the map/cache could be updated concurrently.
         // Set to ConcurrentHashMap in order to avoid HashMap deadlock.
         // Since 9.3.0
         this.sessionCache = new ConcurrentHashMap<>(100);
         this.timeoutThreshold = timeoutThreshold;
+        this.supportUpdate = supportUpdate;
     }
 
     Metrics get(Metrics metrics) {
@@ -67,6 +76,24 @@ public class MetricsSessionCache {
         sessionCache.put(metrics, metrics);
     }
 
+    /**
+     * This method relies on the response of database flush callback.
+     * Push the data into the in-memory cache for all metrics except {@link MetricsExtension#supportUpdate()} labeled
+     * as false.
+     * Because those data(e.g. {@link ServiceTraffic}) is one-time writing in the whole TTL period, and some
+     * database(e.g. BanyanDB) has in-memory cache at the server side to improve performance but trade off the 100%
+     * eventual consistency of writing, which means database server could respond
+     * {@link SessionCacheCallback#onInsertCompleted()} but ends of writing failure caused by crashing.
+     * This fail-safe mechanism would require the cache of this kind of metric must be read through
+     * {@link IMetricsDAO#multiGet(Model, List)} which guaranteed data existence.
+     */
+    public void cacheAfterFlush(Metrics metrics) {
+        if (supportUpdate) {
+            put(metrics);
+        }
+        // Don't add into the cache. Rely on multiGet from Database.
+    }
+
     void removeExpired() {
         Iterator<Metrics> iterator = sessionCache.values().iterator();
         long timestamp = System.currentTimeMillis();
diff --git a/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/storage/SessionCacheCallback.java b/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/storage/SessionCacheCallback.java
index ceff064e05..aa0149737b 100644
--- a/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/storage/SessionCacheCallback.java
+++ b/oap-server/server-core/src/main/java/org/apache/skywalking/oap/server/core/storage/SessionCacheCallback.java
@@ -40,7 +40,7 @@ public class SessionCacheCallback {
         if (isFailed) {
             return;
         }
-        sessionCache.put(metrics);
+        sessionCache.cacheAfterFlush(metrics);
     }
 
     public void onUpdateFailure() {