diff --git a/CHANGELOG.md b/CHANGELOG.md
index ce67273f2a6f8..d6b4660d85d49 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -188,6 +188,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 - Cleanup Unreferenced file on segment merge failure ([#9503](https://github.com/opensearch-project/OpenSearch/pull/9503))
 - Move ZStd to a plugin ([#9658](https://github.com/opensearch-project/OpenSearch/pull/9658))
 - [Remote Store] Add support for Remote Translog Store upload stats in `_nodes/stats/` API ([#8908](https://github.com/opensearch-project/OpenSearch/pull/8908))
+- Allow parameterization of tests with OpenSearchIntegTestCase.SuiteScopeTestCase annotation ([#9916](https://github.com/opensearch-project/OpenSearch/pull/9916))
 - Mute the query profile IT with concurrent execution ([#9840](https://github.com/opensearch-project/OpenSearch/pull/9840))
 
 ### Deprecated
diff --git a/server/src/internalClusterTest/java/org/opensearch/search/aggregations/MissingValueIT.java b/server/src/internalClusterTest/java/org/opensearch/search/aggregations/MissingValueIT.java
index 26bfe59618275..e6325987d330f 100644
--- a/server/src/internalClusterTest/java/org/opensearch/search/aggregations/MissingValueIT.java
+++ b/server/src/internalClusterTest/java/org/opensearch/search/aggregations/MissingValueIT.java
@@ -32,8 +32,12 @@
 
 package org.opensearch.search.aggregations;
 
+import com.carrotsearch.randomizedtesting.annotations.ParametersFactory;
+
 import org.opensearch.action.search.SearchResponse;
 import org.opensearch.common.geo.GeoPoint;
+import org.opensearch.common.settings.Settings;
+import org.opensearch.common.util.FeatureFlags;
 import org.opensearch.search.aggregations.bucket.histogram.DateHistogramInterval;
 import org.opensearch.search.aggregations.bucket.histogram.Histogram;
 import org.opensearch.search.aggregations.bucket.terms.Terms;
@@ -43,7 +47,12 @@
 import org.opensearch.search.aggregations.metrics.Percentiles;
 import org.opensearch.search.aggregations.metrics.Stats;
 import org.opensearch.test.OpenSearchIntegTestCase;
+import org.opensearch.test.ParameterizedOpenSearchIntegTestCase;
+
+import java.util.Arrays;
+import java.util.Collection;
 
+import static org.opensearch.search.SearchService.CLUSTER_CONCURRENT_SEGMENT_SEARCH_SETTING;
 import static org.opensearch.search.aggregations.AggregationBuilders.cardinality;
 import static org.opensearch.search.aggregations.AggregationBuilders.dateHistogram;
 import static org.opensearch.search.aggregations.AggregationBuilders.geoCentroid;
@@ -56,7 +65,24 @@
 import static org.hamcrest.Matchers.closeTo;
 
 @OpenSearchIntegTestCase.SuiteScopeTestCase
-public class MissingValueIT extends OpenSearchIntegTestCase {
+public class MissingValueIT extends ParameterizedOpenSearchIntegTestCase {
+
+    public MissingValueIT(Settings dynamicSettings) {
+        super(dynamicSettings);
+    }
+
+    @ParametersFactory
+    public static Collection<Object[]> parameters() {
+        return Arrays.asList(
+            new Object[] { Settings.builder().put(CLUSTER_CONCURRENT_SEGMENT_SEARCH_SETTING.getKey(), false).build() },
+            new Object[] { Settings.builder().put(CLUSTER_CONCURRENT_SEGMENT_SEARCH_SETTING.getKey(), true).build() }
+        );
+    }
+
+    @Override
+    protected Settings featureFlagSettings() {
+        return Settings.builder().put(super.featureFlagSettings()).put(FeatureFlags.CONCURRENT_SEGMENT_SEARCH, "true").build();
+    }
 
     @Override
     protected int maximumNumberOfShards() {
diff --git a/test/framework/src/main/java/org/opensearch/test/OpenSearchIntegTestCase.java b/test/framework/src/main/java/org/opensearch/test/OpenSearchIntegTestCase.java
index f06a6e26defeb..65e5a18c89949 100644
--- a/test/framework/src/main/java/org/opensearch/test/OpenSearchIntegTestCase.java
+++ b/test/framework/src/main/java/org/opensearch/test/OpenSearchIntegTestCase.java
@@ -2316,8 +2316,12 @@ private static void initializeSuiteScope() throws Exception {
          */
         assert INSTANCE == null;
         if (isSuiteScopedTest(targetClass)) {
-            // note we need to do this this way to make sure this is reproducible
-            INSTANCE = (OpenSearchIntegTestCase) targetClass.getConstructor().newInstance();
+            // note we need to do this way to make sure this is reproducible
+            if (isSuiteScopedTestParameterized(targetClass)) {
+                INSTANCE = (OpenSearchIntegTestCase) targetClass.getConstructor(Settings.class).newInstance(Settings.EMPTY);
+            } else {
+                INSTANCE = (OpenSearchIntegTestCase) targetClass.getConstructor().newInstance();
+            }
             boolean success = false;
             try {
                 INSTANCE.printTestMessage("setup");
@@ -2412,6 +2416,16 @@ private static boolean isSuiteScopedTest(Class<?> clazz) {
         return clazz.getAnnotation(SuiteScopeTestCase.class) != null;
     }
 
+    /*
+    * For tests defined with, SuiteScopeTestCase return true if the
+    * class has a constructor that takes a single Settings parameter
+    * */
+    private static boolean isSuiteScopedTestParameterized(Class<?> clazz) {
+        return Arrays.stream(clazz.getConstructors())
+            .filter(x -> x.getParameterTypes().length == 1)
+            .anyMatch(x -> x.getParameterTypes()[0].equals(Settings.class));
+    }
+
     /**
      * If a test is annotated with {@link SuiteScopeTestCase}
      * the checks and modifications that are applied to the used test cluster are only done after all tests