diff --git a/hugegraph-store/hg-store-node/src/main/java/org/apache/hugegraph/store/node/metrics/JRaftMetrics.java b/hugegraph-store/hg-store-node/src/main/java/org/apache/hugegraph/store/node/metrics/JRaftMetrics.java
index 098372bee6..d5ca11b3f5 100644
--- a/hugegraph-store/hg-store-node/src/main/java/org/apache/hugegraph/store/node/metrics/JRaftMetrics.java
+++ b/hugegraph-store/hg-store-node/src/main/java/org/apache/hugegraph/store/node/metrics/JRaftMetrics.java
@@ -127,10 +127,6 @@ private static void registerNodeMetrics() {
 
     }
 
-    private static HistogramWrapper toWrapper(com.codahale.metrics.Histogram histogram) {
-        return new HistogramWrapper(histogram);
-    }
-
     private static String refineMetrics(String name, List<Tag> tags) {
         if (name == null || name.isEmpty()) {
             return name;
@@ -172,35 +168,33 @@ private static void registerHistogram(String group, String name,
 
         String baseName = PREFIX + "." + name.toLowerCase();
 
-        HistogramWrapper wrapper = toWrapper(histogram);
-
-        Gauge.builder(baseName + ".median", wrapper, (d) -> d.getSnapshot().getMedian())
+        Gauge.builder(baseName + ".median", histogram, h -> h.getSnapshot().getMedian())
              .tags(tags).register(registry);
-        Gauge.builder(baseName + ".min", wrapper, (d) -> d.getSnapshot().getMin())
+        Gauge.builder(baseName + ".min", histogram, h -> h.getSnapshot().getMin())
              .tags(tags).register(registry);
-        Gauge.builder(baseName + ".max", wrapper, (d) -> d.getSnapshot().getMax())
+        Gauge.builder(baseName + ".max", histogram, h -> h.getSnapshot().getMax())
              .tags(tags).register(registry);
-        Gauge.builder(baseName + ".mean", wrapper, (d) -> d.getSnapshot().getMean())
+        Gauge.builder(baseName + ".mean", histogram, h -> h.getSnapshot().getMean())
              .tags(tags).register(registry);
 
         baseName = baseName + ".summary";
-        Gauge.builder(baseName, wrapper, (d) -> d.getSnapshot().getMedian())
+        Gauge.builder(baseName, histogram, h -> h.getSnapshot().getMedian())
              .tags(tags).tag(LABELS, LABEL_50).register(registry);
-        Gauge.builder(baseName, wrapper, (d) -> d.getSnapshot().get75thPercentile())
+        Gauge.builder(baseName, histogram, h -> h.getSnapshot().get75thPercentile())
              .tags(tags).tag(LABELS, LABEL_75).register(registry);
-        Gauge.builder(baseName, wrapper, (d) -> d.getSnapshot().get95thPercentile())
+        Gauge.builder(baseName, histogram, h -> h.getSnapshot().get95thPercentile())
              .tags(tags).tag(LABELS, LABEL_95).register(registry);
-        Gauge.builder(baseName, wrapper, (d) -> d.getSnapshot().get98thPercentile())
+        Gauge.builder(baseName, histogram, h -> h.getSnapshot().get98thPercentile())
              .tags(tags).tag(LABELS, LABEL_98).register(registry);
-        Gauge.builder(baseName, wrapper, (d) -> d.getSnapshot().get99thPercentile())
+        Gauge.builder(baseName, histogram, h -> h.getSnapshot().get99thPercentile())
              .tags(tags).tag(LABELS, LABEL_99).register(registry);
-        Gauge.builder(baseName, wrapper, (d) -> d.getSnapshot().get999thPercentile())
+        Gauge.builder(baseName, histogram, h -> h.getSnapshot().get999thPercentile())
              .tags(tags).tag(LABELS, LABEL_999).register(registry);
 
-        Gauge.builder(baseName + ".sum", wrapper,
-                      (d) -> Arrays.stream(d.getSnapshot().getValues()).sum())
+        Gauge.builder(baseName + ".sum", histogram,
+                      h -> Arrays.stream(h.getSnapshot().getValues()).sum())
              .tags(tags).register(registry);
-        Gauge.builder(baseName + ".count", wrapper, (d) -> d.getSnapshot().size())
+        Gauge.builder(baseName + ".count", histogram, h -> h.getSnapshot().size())
              .tags(tags).register(registry);
 
     }
@@ -214,7 +208,7 @@ private static void registerTimer(String group, String name, com.codahale.metric
 
         String baseName = PREFIX + "." + name.toLowerCase();
 
-        Gauge.builder(baseName + ".count", timer, t->t.getCount())
+        Gauge.builder(baseName + ".count", timer, t -> t.getCount())
              .tags(tags).register(registry);
         Gauge.builder(baseName + ".min", timer, t -> t.getSnapshot().getMin())
              .tags(tags).register(registry);
@@ -309,26 +303,4 @@ private static void registerGauge(String group, String name,
         }
 
     }
-
-    private static class HistogramWrapper {
-
-        private final com.codahale.metrics.Histogram histogram;
-
-        private Snapshot snapshot;
-        private long ts = System.currentTimeMillis();
-
-        HistogramWrapper(com.codahale.metrics.Histogram histogram) {
-            this.histogram = histogram;
-            this.snapshot = this.histogram.getSnapshot();
-        }
-
-        Snapshot getSnapshot() {
-            if (System.currentTimeMillis() - this.ts > 30_000) {
-                this.snapshot = this.histogram.getSnapshot();
-                this.ts = System.currentTimeMillis();
-            }
-            return this.snapshot;
-        }
-    }
-
 }