diff --git a/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java b/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java
index 748b587e8f..0de3fea82c 100644
--- a/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java
+++ b/serving/src/main/java/feast/serving/service/OnlineServingServiceV2.java
@@ -165,6 +165,7 @@ public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequestV2 re
       entityStatusesMap.get(entityRow).putAll(allStatusMaps);
     }
     populateHistogramMetrics(entityRows, featureReferences, projectName);
+    populateFeatureCountMetrics(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.
@@ -309,15 +310,19 @@ 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()));
+    Metrics.requestEntityCountDistribution
+        .labels(project)
+        .observe(Double.valueOf(entityRows.size()));
+    Metrics.requestFeatureCountDistribution
+        .labels(project)
+        .observe(Double.valueOf(featureReferences.size()));
 
     long countDistinctFeatureTables =
         featureReferences.stream()
             .map(featureReference -> getFeatureTableStringRef(project, featureReference))
             .distinct()
             .count();
-    Metrics.requestFeatureTableCount
+    Metrics.requestFeatureTableCountDistribution
         .labels(project)
         .observe(Double.valueOf(countDistinctFeatureTables));
   }
@@ -344,4 +349,15 @@ private void populateCountMetrics(
               }
             });
   }
+
+  private void populateFeatureCountMetrics(
+      List<FeatureReferenceV2> featureReferences, String project) {
+    featureReferences
+        .parallelStream()
+        .forEach(
+            featureReference ->
+                Metrics.requestFeatureCount
+                    .labels(project, FeatureV2.getFeatureStringRef(featureReference))
+                    .inc());
+  }
 }
diff --git a/serving/src/main/java/feast/serving/util/Metrics.java b/serving/src/main/java/feast/serving/util/Metrics.java
index 8879531840..90b94930e7 100644
--- a/serving/src/main/java/feast/serving/util/Metrics.java
+++ b/serving/src/main/java/feast/serving/util/Metrics.java
@@ -29,33 +29,41 @@ public class Metrics {
           .labelNames("method")
           .register();
 
-  public static final Histogram requestEntityCount =
+  public static final Histogram requestEntityCountDistribution =
       Histogram.build()
           .buckets(1, 2, 5, 10, 20, 50, 100, 200)
-          .name("request_entity_count")
+          .name("request_entity_count_distribution")
           .subsystem("feast_serving")
           .help("Number of entity rows per request")
           .labelNames("project")
           .register();
 
-  public static final Histogram requestFeatureCount =
+  public static final Histogram requestFeatureCountDistribution =
       Histogram.build()
           .buckets(1, 2, 5, 10, 15, 20, 30, 50)
-          .name("request_feature_count")
+          .name("request_feature_count_distribution")
           .subsystem("feast_serving")
           .help("Number of feature rows per request")
           .labelNames("project")
           .register();
 
-  public static final Histogram requestFeatureTableCount =
+  public static final Histogram requestFeatureTableCountDistribution =
       Histogram.build()
           .buckets(1, 2, 5, 10, 20)
-          .name("request_feature_table_count")
+          .name("request_feature_table_count_distribution")
           .subsystem("feast_serving")
           .help("Number of feature tables per request")
           .labelNames("project")
           .register();
 
+  public static final Counter requestFeatureCount =
+      Counter.build()
+          .name("request_feature_count")
+          .subsystem("feast_serving")
+          .help("number of feature rows requested")
+          .labelNames("project", "feature_name")
+          .register();
+
   public static final Counter notFoundKeyCount =
       Counter.build()
           .name("not_found_feature_count")