diff --git a/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java b/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java
index a78a94ab00..748b587e8f 100644
--- a/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java
+++ b/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java
@@ -16,6 +16,8 @@
  */
 package feast.serving.service;
 
+import static feast.common.models.FeatureTable.getFeatureTableStringRef;
+
 import com.google.protobuf.Duration;
 import feast.common.models.FeatureV2;
 import feast.proto.core.FeatureProto;
@@ -162,6 +164,7 @@ public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequestV2 re
       entityValuesMap.get(entityRow).putAll(allValueMaps);
       entityStatusesMap.get(entityRow).putAll(allStatusMaps);
     }
+    populateHistogramMetrics(entityRows, featureReferences, projectName);
 
     // Build response field values from entityValuesMap and entityStatusesMap
     // Response field values should be in the same order as the entityRows provided by the user.
@@ -295,6 +298,30 @@ private static boolean checkOutsideMaxAge(
     return timeDifference > maxAge.getSeconds();
   }
 
+  /**
+   * Populate histogram metrics that can be used for analysing online retrieval calls
+   *
+   * @param entityRows entity rows provided in request
+   * @param featureReferences feature references provided in request
+   * @param project project name provided in request
+   */
+  private void populateHistogramMetrics(
+      List<GetOnlineFeaturesRequestV2.EntityRow> entityRows,
+      List<FeatureReferenceV2> featureReferences,
+      String project) {
+    Metrics.requestEntityCount.labels(project).observe(Double.valueOf(entityRows.size()));
+    Metrics.requestFeatureCount.labels(project).observe(Double.valueOf(featureReferences.size()));
+
+    long countDistinctFeatureTables =
+        featureReferences.stream()
+            .map(featureReference -> getFeatureTableStringRef(project, featureReference))
+            .distinct()
+            .count();
+    Metrics.requestFeatureTableCount
+        .labels(project)
+        .observe(Double.valueOf(countDistinctFeatureTables));
+  }
+
   /**
    * Populate count metrics that can be used for analysing online retrieval calls
    *
diff --git a/serving/src/main/java/feast/serving/util/Metrics.java b/serving/src/main/java/feast/serving/util/Metrics.java
index 13cbe0e1cc..8879531840 100644
--- a/serving/src/main/java/feast/serving/util/Metrics.java
+++ b/serving/src/main/java/feast/serving/util/Metrics.java
@@ -29,12 +29,31 @@ public class Metrics {
           .labelNames("method")
           .register();
 
-  public static final Counter requestCount =
-      Counter.build()
+  public static final Histogram requestEntityCount =
+      Histogram.build()
+          .buckets(1, 2, 5, 10, 20, 50, 100, 200)
+          .name("request_entity_count")
+          .subsystem("feast_serving")
+          .help("Number of entity rows per request")
+          .labelNames("project")
+          .register();
+
+  public static final Histogram requestFeatureCount =
+      Histogram.build()
+          .buckets(1, 2, 5, 10, 15, 20, 30, 50)
           .name("request_feature_count")
           .subsystem("feast_serving")
-          .help("number of feature rows requested")
-          .labelNames("project", "feature_name")
+          .help("Number of feature rows per request")
+          .labelNames("project")
+          .register();
+
+  public static final Histogram requestFeatureTableCount =
+      Histogram.build()
+          .buckets(1, 2, 5, 10, 20)
+          .name("request_feature_table_count")
+          .subsystem("feast_serving")
+          .help("Number of feature tables per request")
+          .labelNames("project")
           .register();
 
   public static final Counter notFoundKeyCount =