diff --git a/CHANGELOG.md b/CHANGELOG.md
index 41e7d2e12c564..395a6914ba9b2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,6 +22,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 - Onboarding new maven snapshots publishing to s3 ([#19619](https://github.com/opensearch-project/OpenSearch/pull/19619))
 - Remove MultiCollectorWrapper and use MultiCollector in Lucene instead ([#19595](https://github.com/opensearch-project/OpenSearch/pull/19595))
 - Change implementation for `percentiles` aggregation for latency improvement ([#19648](https://github.com/opensearch-project/OpenSearch/pull/19648))
+- Refactor the ThreadPoolStats.Stats class to use the Builder pattern instead of constructors ([#19306](https://github.com/opensearch-project/OpenSearch/pull/19306))
 
 ### Fixed
 - Fix Allocation and Rebalance Constraints of WeightFunction are incorrectly reset ([#19012](https://github.com/opensearch-project/OpenSearch/pull/19012))
@@ -42,6 +43,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 - Bump `stefanzweifel/git-auto-commit-action` from 6 to 7 ([#19689](https://github.com/opensearch-project/OpenSearch/pull/19689))
 
 ### Deprecated
+- Deprecated existing constructors in ThreadPoolStats.Stats in favor of the new Builder ([#19306](https://github.com/opensearch-project/OpenSearch/pull/19306))
 
 ### Removed
 
diff --git a/server/src/main/java/org/opensearch/threadpool/ThreadPool.java b/server/src/main/java/org/opensearch/threadpool/ThreadPool.java
index 5cc962e8992f1..20426d09b6207 100644
--- a/server/src/main/java/org/opensearch/threadpool/ThreadPool.java
+++ b/server/src/main/java/org/opensearch/threadpool/ThreadPool.java
@@ -567,7 +567,18 @@ public ThreadPoolStats stats() {
                     rejected = ((XRejectedExecutionHandler) rejectedExecutionHandler).rejected();
                 }
             }
-            stats.add(new ThreadPoolStats.Stats(name, threads, queue, active, rejected, largest, completed, waitTimeNanos, parallelism));
+            stats.add(
+                new ThreadPoolStats.Stats.Builder().name(name)
+                    .threads(threads)
+                    .queue(queue)
+                    .active(active)
+                    .rejected(rejected)
+                    .largest(largest)
+                    .completed(completed)
+                    .waitTimeNanos(waitTimeNanos)
+                    .parallelism(parallelism)
+                    .build()
+            );
         }
         return new ThreadPoolStats(stats);
     }
@@ -606,14 +617,14 @@ public ExecutorService executor(String name) {
     /**
      * Schedules a one-shot command to run after a given delay. The command is run in the context of the calling thread.
      *
-     * @param command the command to run
-     * @param delay delay before the task executes
+     * @param command  the command to run
+     * @param delay    delay before the task executes
      * @param executor the name of the thread pool on which to execute this task. SAME means "execute on the scheduler thread" which changes
-     *        the meaning of the ScheduledFuture returned by this method. In that case the ScheduledFuture will complete only when the
-     *        command completes.
+     *                 the meaning of the ScheduledFuture returned by this method. In that case the ScheduledFuture will complete only when the
+     *                 command completes.
      * @return a ScheduledFuture who's get will return when the task is has been added to its target thread pool and throw an exception if
-     *         the task is canceled before it was added to its target thread pool. Once the task has been added to its target thread pool
-     *         the ScheduledFuture will cannot interact with it.
+     * the task is canceled before it was added to its target thread pool. Once the task has been added to its target thread pool
+     * the ScheduledFuture will cannot interact with it.
      * @throws OpenSearchRejectedExecutionException if the task cannot be scheduled for execution
      */
     @Override
diff --git a/server/src/main/java/org/opensearch/threadpool/ThreadPoolStats.java b/server/src/main/java/org/opensearch/threadpool/ThreadPoolStats.java
index 92e2766109ef5..9ee058bed9d16 100644
--- a/server/src/main/java/org/opensearch/threadpool/ThreadPoolStats.java
+++ b/server/src/main/java/org/opensearch/threadpool/ThreadPoolStats.java
@@ -73,6 +73,28 @@ public static class Stats implements Writeable, ToXContentFragment, Comparable<S
         private final long waitTimeNanos;
         private final int parallelism;
 
+        /**
+         * Private constructor that takes a builder.
+         * This is the sole entry point for creating a new Stats object.
+         * @param builder The builder instance containing all the values.
+         */
+        private Stats(Builder builder) {
+            this.name = builder.name;
+            this.threads = builder.threads;
+            this.queue = builder.queue;
+            this.active = builder.active;
+            this.rejected = builder.rejected;
+            this.largest = builder.largest;
+            this.completed = builder.completed;
+            this.waitTimeNanos = builder.waitTimeNanos;
+            this.parallelism = builder.parallelism;
+        }
+
+        /**
+         * This constructor will be deprecated starting in version 3.3.0.
+         * Use {@link Builder} instead.
+         */
+        @Deprecated
         public Stats(String name, int threads, int queue, int active, long rejected, int largest, long completed, long waitTimeNanos) {
             this.name = name;
             this.threads = threads;
@@ -226,6 +248,77 @@ public int compareTo(Stats other) {
                 return compare;
             }
         }
+
+        /**
+         * Builder for the {@link Stats} class.
+         * Provides a fluent API for constructing a Stats object.
+         */
+        public static class Builder {
+            private String name = "";
+            private int threads = 0;
+            private int queue = 0;
+            private int active = 0;
+            private long rejected = 0;
+            private int largest = 0;
+            private long completed = 0;
+            private long waitTimeNanos = 0;
+            private int parallelism = 0;
+
+            public Builder() {}
+
+            public Builder name(String name) {
+                this.name = name;
+                return this;
+            }
+
+            public Builder threads(int threads) {
+                this.threads = threads;
+                return this;
+            }
+
+            public Builder queue(int queue) {
+                this.queue = queue;
+                return this;
+            }
+
+            public Builder active(int active) {
+                this.active = active;
+                return this;
+            }
+
+            public Builder rejected(long rejected) {
+                this.rejected = rejected;
+                return this;
+            }
+
+            public Builder largest(int largest) {
+                this.largest = largest;
+                return this;
+            }
+
+            public Builder completed(long completed) {
+                this.completed = completed;
+                return this;
+            }
+
+            public Builder waitTimeNanos(long waitTimeNanos) {
+                this.waitTimeNanos = waitTimeNanos;
+                return this;
+            }
+
+            public Builder parallelism(int parallelism) {
+                this.parallelism = parallelism;
+                return this;
+            }
+
+            /**
+             * Creates a {@link Stats} object from the builder's current state.
+             * @return A new Stats instance.
+             */
+            public Stats build() {
+                return new Stats(this);
+            }
+        }
     }
 
     private List<Stats> stats;
diff --git a/server/src/test/java/org/opensearch/action/admin/cluster/node/stats/NodeStatsTests.java b/server/src/test/java/org/opensearch/action/admin/cluster/node/stats/NodeStatsTests.java
index 86ea238866a85..58b21a1e1b270 100644
--- a/server/src/test/java/org/opensearch/action/admin/cluster/node/stats/NodeStatsTests.java
+++ b/server/src/test/java/org/opensearch/action/admin/cluster/node/stats/NodeStatsTests.java
@@ -734,17 +734,16 @@ public static NodeStats createNodeStats(boolean remoteStoreStats) throws IOExcep
             List<ThreadPoolStats.Stats> threadPoolStatsList = new ArrayList<>();
             for (int i = 0; i < numThreadPoolStats; i++) {
                 threadPoolStatsList.add(
-                    new ThreadPoolStats.Stats(
-                        randomAlphaOfLengthBetween(3, 10),
-                        randomIntBetween(1, 1000),
-                        randomIntBetween(1, 1000),
-                        randomIntBetween(1, 1000),
-                        randomNonNegativeLong(),
-                        randomIntBetween(1, 1000),
-                        randomIntBetween(1, 1000),
-                        randomIntBetween(-1, 10),
-                        -1 // Non-ForkJoinPool: use -1
-                    )
+                    new ThreadPoolStats.Stats.Builder().name(randomAlphaOfLengthBetween(3, 10))
+                        .threads(randomIntBetween(1, 1000))
+                        .queue(randomIntBetween(1, 1000))
+                        .active(randomIntBetween(1, 1000))
+                        .rejected(randomNonNegativeLong())
+                        .largest(randomIntBetween(1, 1000))
+                        .completed(randomIntBetween(1, 1000))
+                        .waitTimeNanos(randomIntBetween(-1, 10))
+                        .parallelism(-1) // Non-ForkJoinPool: use -1
+                        .build()
                 );
             }
             threadPoolStats = new ThreadPoolStats(threadPoolStatsList);
diff --git a/server/src/test/java/org/opensearch/index/autoforcemerge/AutoForceMergeManagerTests.java b/server/src/test/java/org/opensearch/index/autoforcemerge/AutoForceMergeManagerTests.java
index 7ca32bccf045b..34019fb42a802 100644
--- a/server/src/test/java/org/opensearch/index/autoforcemerge/AutoForceMergeManagerTests.java
+++ b/server/src/test/java/org/opensearch/index/autoforcemerge/AutoForceMergeManagerTests.java
@@ -240,9 +240,18 @@ public void testNodeValidatorWithHealthyResources() {
         when(cpu.getPercent()).thenReturn((short) 50);
         when(jvm.getHeapUsedPercent()).thenReturn((short) 60);
         ThreadPoolStats stats = new ThreadPoolStats(
-            Arrays.asList(new ThreadPoolStats.Stats(
-                ThreadPool.Names.FORCE_MERGE, 1, 0, 0, 0, 1, 0, 0, -1
-            ))
+            Arrays.asList(
+                new ThreadPoolStats.Stats.Builder().name(ThreadPool.Names.FORCE_MERGE)
+                    .threads(1)
+                    .queue(0)
+                    .active(0)
+                    .rejected(0)
+                    .largest(1)
+                    .completed(0)
+                    .waitTimeNanos(0)
+                    .parallelism(-1)
+                    .build()
+            )
         );
         when(threadPool.stats()).thenReturn(stats);
 
@@ -256,9 +265,17 @@ public void testNodeValidatorWithFeatureSwitch() {
         when(cpu.getPercent()).thenReturn((short) 50);
         when(jvm.getHeapUsedPercent()).thenReturn((short) 60);
         ThreadPoolStats stats = new ThreadPoolStats(
-            Arrays.asList(new ThreadPoolStats.Stats(
-                ThreadPool.Names.FORCE_MERGE, 1, 0, 0, 0, 1, 0, 0, -1
-            ))
+            Arrays.asList(new ThreadPoolStats.Stats.Builder().name(ThreadPool.Names.FORCE_MERGE)
+                .threads(1)
+                .queue(0)
+                .active(0)
+                .rejected(0)
+                .largest(1)
+                .completed(0)
+                .waitTimeNanos(0)
+                .parallelism(-1)
+                .build()
+            )
         );
         when(threadPool.stats()).thenReturn(stats);
         Settings settings = getConfiguredClusterSettings(false, false, Collections.emptyMap());
@@ -335,9 +352,18 @@ public void testNodeValidatorWithInsufficientForceMergeThreads() {
         when(cpu.getPercent()).thenReturn((short) 50);
         when(jvm.getHeapUsedPercent()).thenReturn((short) 50);
         ThreadPoolStats stats = new ThreadPoolStats(
-            Arrays.asList(new ThreadPoolStats.Stats(
-                ThreadPool.Names.FORCE_MERGE, 1, 1, 1, 0, 1, 0, -1, -1
-            ))
+            Arrays.asList(
+                new ThreadPoolStats.Stats.Builder().name(ThreadPool.Names.FORCE_MERGE)
+                    .threads(1)
+                    .queue(1)
+                    .active(1)
+                    .rejected(0)
+                    .largest(1)
+                    .completed(0)
+                    .waitTimeNanos(-1)
+                    .parallelism(-1)
+                    .build()
+            )
         );
         when(threadPool.stats()).thenReturn(stats);
         AutoForceMergeManager autoForceMergeManager = clusterSetupWithNode(getConfiguredClusterSettings(true, true, Collections.emptyMap()), getNodeWithRoles(DATA_NODE_1, Set.of(DiscoveryNodeRole.DATA_ROLE)));
@@ -474,7 +500,18 @@ public void testForceMergeOperationOnDataNodeWithFailingMerges() throws IOExcept
         ExecutorService executorService = Executors.newFixedThreadPool(forceMergeThreads);
         when(threadPool.executor(ThreadPool.Names.FORCE_MERGE)).thenReturn(executorService);
         ThreadPoolStats stats = new ThreadPoolStats(
-            Arrays.asList(new ThreadPoolStats.Stats(ThreadPool.Names.FORCE_MERGE, forceMergeThreads, 0, 0, 0, forceMergeThreads, 0, -1, -1))
+            Arrays.asList(
+                new ThreadPoolStats.Stats.Builder().name(ThreadPool.Names.FORCE_MERGE)
+                    .threads(forceMergeThreads)
+                    .queue(0)
+                    .active(0)
+                    .rejected(0)
+                    .largest(forceMergeThreads)
+                    .completed(0)
+                    .waitTimeNanos(-1)
+                    .parallelism(-1)
+                    .build()
+            )
         );
         when(threadPool.stats()).thenReturn(stats);
 
@@ -524,7 +561,18 @@ public void testForceMergeOperationOnDataNodeOfWarmEnabledCluster() throws IOExc
         ExecutorService executorService = Executors.newFixedThreadPool(forceMergeThreads);
         when(threadPool.executor(ThreadPool.Names.FORCE_MERGE)).thenReturn(executorService);
         ThreadPoolStats stats = new ThreadPoolStats(
-            Arrays.asList(new ThreadPoolStats.Stats(ThreadPool.Names.FORCE_MERGE, forceMergeThreads, 0, 0, 0, forceMergeThreads, 0, -1, -1))
+            Arrays.asList(
+                new ThreadPoolStats.Stats.Builder().name(ThreadPool.Names.FORCE_MERGE)
+                    .threads(forceMergeThreads)
+                    .queue(0)
+                    .active(0)
+                    .rejected(0)
+                    .largest(forceMergeThreads)
+                    .completed(0)
+                    .waitTimeNanos(-1)
+                    .parallelism(-1)
+                    .build()
+            )
         );
         when(threadPool.stats()).thenReturn(stats);
         IndexService indexService1 = mock(IndexService.class);
@@ -580,7 +628,18 @@ public void testForceMergeOperationOnDataNodeWithThreadInterruption() throws Int
         ExecutorService executorService = Executors.newFixedThreadPool(forceMergeThreads);
         when(threadPool.executor(ThreadPool.Names.FORCE_MERGE)).thenReturn(executorService);
         ThreadPoolStats stats = new ThreadPoolStats(
-            Arrays.asList(new ThreadPoolStats.Stats(ThreadPool.Names.FORCE_MERGE, forceMergeThreads, 0, 0, 0, forceMergeThreads, 0, -1, -1))
+            Arrays.asList(
+                new ThreadPoolStats.Stats.Builder().name(ThreadPool.Names.FORCE_MERGE)
+                    .threads(forceMergeThreads)
+                    .queue(0)
+                    .active(0)
+                    .rejected(0)
+                    .largest(forceMergeThreads)
+                    .completed(0)
+                    .waitTimeNanos(-1)
+                    .parallelism(-1)
+                    .build()
+            )
         );
         when(threadPool.stats()).thenReturn(stats);
 
diff --git a/server/src/test/java/org/opensearch/threadpool/ThreadPoolStatsTests.java b/server/src/test/java/org/opensearch/threadpool/ThreadPoolStatsTests.java
index 8323ecc5096a7..f5d32a58f3797 100644
--- a/server/src/test/java/org/opensearch/threadpool/ThreadPoolStatsTests.java
+++ b/server/src/test/java/org/opensearch/threadpool/ThreadPoolStatsTests.java
@@ -54,13 +54,20 @@
 public class ThreadPoolStatsTests extends OpenSearchTestCase {
     public void testThreadPoolStatsSort() throws IOException {
         List<ThreadPoolStats.Stats> stats = new ArrayList<>();
-        stats.add(new ThreadPoolStats.Stats("z", -1, 0, 0, 0, 0, 0L, 0L, -1));
-        stats.add(new ThreadPoolStats.Stats("m", 3, 0, 0, 0, 0, 0L, 0L, -1));
-        stats.add(new ThreadPoolStats.Stats("m", 1, 0, 0, 0, 0, 0L, 0L, -1));
-        stats.add(new ThreadPoolStats.Stats("d", -1, 0, 0, 0, 0, 0L, 0L, -1));
-        stats.add(new ThreadPoolStats.Stats("m", 2, 0, 0, 0, 0, 0L, 0L, -1));
-        stats.add(new ThreadPoolStats.Stats("t", -1, 0, 0, 0, 0, 0L, 0L, -1));
-        stats.add(new ThreadPoolStats.Stats("a", -1, 0, 0, 0, 0, 0L, 0L, -1));
+        ThreadPoolStats.Stats.Builder defaultStats = new ThreadPoolStats.Stats.Builder().queue(0)
+            .active(0)
+            .rejected(0)
+            .largest(0)
+            .completed(0L)
+            .waitTimeNanos(0L)
+            .parallelism(-1);
+        stats.add(defaultStats.name("z").threads(-1).build());
+        stats.add(defaultStats.name("m").threads(3).build());
+        stats.add(defaultStats.name("m").threads(1).build());
+        stats.add(defaultStats.name("d").threads(-1).build());
+        stats.add(defaultStats.name("m").threads(2).build());
+        stats.add(defaultStats.name("t").threads(-1).build());
+        stats.add(defaultStats.name("a").threads(-1).build());
 
         List<ThreadPoolStats.Stats> copy = new ArrayList<>(stats);
         Collections.sort(copy);
@@ -131,7 +138,16 @@ public void testStatsCompareToWithParallelism() {
     }
 
     public void testStatsGetters() {
-        ThreadPoolStats.Stats stats = new ThreadPoolStats.Stats("test", 1, 2, 3, 4L, 5, 6L, 7L, 8);
+        ThreadPoolStats.Stats stats = new ThreadPoolStats.Stats.Builder().name("test")
+            .threads(1)
+            .queue(2)
+            .active(3)
+            .rejected(4L)
+            .largest(5)
+            .completed(6L)
+            .waitTimeNanos(7L)
+            .parallelism(8)
+            .build();
         assertEquals("test", stats.getName());
         assertEquals(1, stats.getThreads());
         assertEquals(2, stats.getQueue());
@@ -147,11 +163,18 @@ public void testThreadPoolStatsToXContent() throws IOException {
         try (BytesStreamOutput os = new BytesStreamOutput()) {
 
             List<ThreadPoolStats.Stats> stats = new ArrayList<>();
-            stats.add(new ThreadPoolStats.Stats(ThreadPool.Names.SEARCH, -1, 0, 0, 0, 0, 0L, 0L, -1));
-            stats.add(new ThreadPoolStats.Stats(ThreadPool.Names.WARMER, -1, 0, 0, 0, 0, 0L, -1L, -1));
-            stats.add(new ThreadPoolStats.Stats(ThreadPool.Names.GENERIC, -1, 0, 0, 0, 0, 0L, -1L, -1));
-            stats.add(new ThreadPoolStats.Stats(ThreadPool.Names.FORCE_MERGE, -1, 0, 0, 0, 0, 0L, -1L, -1));
-            stats.add(new ThreadPoolStats.Stats(ThreadPool.Names.SAME, -1, 0, 0, 0, 0, 0L, -1L, -1));
+            ThreadPoolStats.Stats.Builder defaultStats = new ThreadPoolStats.Stats.Builder().threads(-1)
+                .queue(0)
+                .active(0)
+                .rejected(0)
+                .largest(0)
+                .completed(0L)
+                .parallelism(-1);
+            stats.add(defaultStats.name(ThreadPool.Names.SEARCH).waitTimeNanos(0L).build());
+            stats.add(defaultStats.name(ThreadPool.Names.WARMER).waitTimeNanos(-1L).build());
+            stats.add(defaultStats.name(ThreadPool.Names.GENERIC).waitTimeNanos(-1L).build());
+            stats.add(defaultStats.name(ThreadPool.Names.FORCE_MERGE).waitTimeNanos(-1L).build());
+            stats.add(defaultStats.name(ThreadPool.Names.SAME).waitTimeNanos(-1L).build());
 
             ThreadPoolStats threadPoolStats = new ThreadPoolStats(stats);
             try (XContentBuilder builder = new XContentBuilder(MediaTypeRegistry.JSON.xContent(), os)) {