diff --git a/server/src/main/java/org/opensearch/common/cache/stats/CacheStatsHolder.java b/server/src/main/java/org/opensearch/common/cache/stats/CacheStatsHolder.java
index 214b14e9fefdd..a8b7c27ef9e79 100644
--- a/server/src/main/java/org/opensearch/common/cache/stats/CacheStatsHolder.java
+++ b/server/src/main/java/org/opensearch/common/cache/stats/CacheStatsHolder.java
@@ -12,6 +12,7 @@
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
+import java.util.TreeMap;
 import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.locks.Lock;
 import java.util.concurrent.locks.ReentrantLock;
@@ -156,28 +157,7 @@ private boolean internalIncrementHelper(
      * Produce an immutable version of these stats.
      */
     public ImmutableCacheStatsHolder getImmutableCacheStatsHolder() {
-        ImmutableCacheStatsHolder.Node snapshot = new ImmutableCacheStatsHolder.Node("", true, statsRoot.getImmutableStats());
-        // Traverse the tree and build a corresponding tree of MDCSDimensionNode, to pass to MultiDimensionCacheStats.
-        if (statsRoot.getChildren() != null) {
-            for (Node child : statsRoot.getChildren().values()) {
-                getImmutableCacheStatsHelper(child, snapshot);
-            }
-        }
-        return new ImmutableCacheStatsHolder(snapshot, dimensionNames);
-    }
-
-    private void getImmutableCacheStatsHelper(Node currentNodeInOriginalTree, ImmutableCacheStatsHolder.Node parentInNewTree) {
-        ImmutableCacheStatsHolder.Node newNode = createMatchingImmutableCacheStatsHolderNode(currentNodeInOriginalTree);
-        parentInNewTree.getChildren().put(newNode.getDimensionValue(), newNode);
-        for (Node child : currentNodeInOriginalTree.children.values()) {
-            getImmutableCacheStatsHelper(child, newNode);
-        }
-    }
-
-    private ImmutableCacheStatsHolder.Node createMatchingImmutableCacheStatsHolderNode(Node node) {
-        ImmutableCacheStats immutableCacheStats = node.getImmutableStats();
-        boolean isLeafNode = node.getChildren().isEmpty();
-        return new ImmutableCacheStatsHolder.Node(node.getDimensionValue(), !isLeafNode, immutableCacheStats);
+        return new ImmutableCacheStatsHolder(statsRoot.snapshot(), dimensionNames);
     }
 
     public void removeDimensions(List<String> dimensionValues) {
@@ -300,5 +280,16 @@ Node getChild(String dimensionValue) {
         Node createChild(String dimensionValue, boolean createMapInChild) {
             return children.computeIfAbsent(dimensionValue, (key) -> new Node(dimensionValue, createMapInChild));
         }
+
+        ImmutableCacheStatsHolder.Node snapshot() {
+            TreeMap<String, ImmutableCacheStatsHolder.Node> snapshotChildren = null;
+            if (!children.isEmpty()) {
+                snapshotChildren = new TreeMap<>();
+                for (Node child : children.values()) {
+                    snapshotChildren.put(child.getDimensionValue(), child.snapshot());
+                }
+            }
+            return new ImmutableCacheStatsHolder.Node(dimensionValue, snapshotChildren, getImmutableStats());
+        }
     }
 }
diff --git a/server/src/main/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolder.java b/server/src/main/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolder.java
index 117ee06819c76..12e325046d83b 100644
--- a/server/src/main/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolder.java
+++ b/server/src/main/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolder.java
@@ -10,6 +10,7 @@
 
 import org.opensearch.common.annotation.ExperimentalApi;
 
+import java.util.Collections;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
@@ -75,17 +76,17 @@ static class Node {
 
         // The stats for this node. If a leaf node, corresponds to the stats for this combination of dimensions; if not,
         // contains the sum of its children's stats.
-        private ImmutableCacheStats stats;
+        private final ImmutableCacheStats stats;
         private static final Map<String, Node> EMPTY_CHILDREN_MAP = new HashMap<>();
 
-        Node(String dimensionValue, boolean createChildrenMap, ImmutableCacheStats stats) {
+        Node(String dimensionValue, TreeMap<String, Node> snapshotChildren, ImmutableCacheStats stats) {
             this.dimensionValue = dimensionValue;
-            if (createChildrenMap) {
-                this.children = new TreeMap<>(); // This map should be ordered to enforce a consistent order in API response
-            } else {
+            this.stats = stats;
+            if (snapshotChildren == null) {
                 this.children = EMPTY_CHILDREN_MAP;
+            } else {
+                this.children = Collections.unmodifiableMap(snapshotChildren);
             }
-            this.stats = stats;
         }
 
         Map<String, Node> getChildren() {
@@ -96,10 +97,6 @@ public ImmutableCacheStats getStats() {
             return stats;
         }
 
-        public void setStats(ImmutableCacheStats stats) {
-            this.stats = stats;
-        }
-
         public String getDimensionValue() {
             return dimensionValue;
         }
diff --git a/server/src/test/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolderTests.java b/server/src/test/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolderTests.java
index 9972bb5378860..933b8abd6e392 100644
--- a/server/src/test/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolderTests.java
+++ b/server/src/test/java/org/opensearch/common/cache/stats/ImmutableCacheStatsHolderTests.java
@@ -26,12 +26,12 @@ public void testGet() throws Exception {
         for (List<String> dimensionValues : expected.keySet()) {
             CacheStats expectedCounter = expected.get(dimensionValues);
 
-            ImmutableCacheStats actualStatsHolder = CacheStatsHolderTests.getNode(dimensionValues, cacheStatsHolder.getStatsRoot())
+            ImmutableCacheStats actualCacheStatsHolder = CacheStatsHolderTests.getNode(dimensionValues, cacheStatsHolder.getStatsRoot())
                 .getImmutableStats();
-            ImmutableCacheStats actualCacheStats = getNode(dimensionValues, stats.getStatsRoot()).getStats();
+            ImmutableCacheStats actualImmutableCacheStatsHolder = getNode(dimensionValues, stats.getStatsRoot()).getStats();
 
-            assertEquals(expectedCounter.immutableSnapshot(), actualStatsHolder);
-            assertEquals(expectedCounter.immutableSnapshot(), actualCacheStats);
+            assertEquals(expectedCounter.immutableSnapshot(), actualCacheStatsHolder);
+            assertEquals(expectedCounter.immutableSnapshot(), actualImmutableCacheStatsHolder);
         }
 
         // test gets for total (this also checks sum-of-children logic)