diff --git a/serving/src/main/java/feast/serving/service/BigQueryServingService.java b/serving/src/main/java/feast/serving/service/BigQueryServingService.java
index f846345215..15d30c440c 100644
--- a/serving/src/main/java/feast/serving/service/BigQueryServingService.java
+++ b/serving/src/main/java/feast/serving/service/BigQueryServingService.java
@@ -55,7 +55,6 @@
 import feast.serving.ServingAPIProto.JobType;
 import feast.serving.util.BigQueryUtil;
 import io.grpc.Status;
-import io.prometheus.client.Histogram.Timer;
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.List;
@@ -113,7 +112,7 @@ public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequest getF
   /** {@inheritDoc} */
   @Override
   public GetBatchFeaturesResponse getBatchFeatures(GetBatchFeaturesRequest getFeaturesRequest) {
-    Timer getBatchFeaturesTimer = requestLatency.labels("getBatchFeatures").startTimer();
+    long startTime = System.currentTimeMillis();
     List<FeatureSetSpec> featureSetSpecs =
         getFeaturesRequest.getFeatureSetsList().stream()
             .map(
@@ -249,7 +248,7 @@ public GetBatchFeaturesResponse getBatchFeatures(GetBatchFeaturesRequest getFeat
             })
         .start();
 
-    getBatchFeaturesTimer.observeDuration();
+    requestLatency.labels("getBatchFeatures").observe(System.currentTimeMillis() - startTime);
     return GetBatchFeaturesResponse.newBuilder().setJob(feastJob).build();
   }
 
diff --git a/serving/src/main/java/feast/serving/service/RedisServingService.java b/serving/src/main/java/feast/serving/service/RedisServingService.java
index 38a3ae63d9..a3085045fd 100644
--- a/serving/src/main/java/feast/serving/service/RedisServingService.java
+++ b/serving/src/main/java/feast/serving/service/RedisServingService.java
@@ -46,7 +46,6 @@
 import io.grpc.Status;
 import io.opentracing.Scope;
 import io.opentracing.Tracer;
-import io.prometheus.client.Histogram.Timer;
 import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
@@ -80,7 +79,7 @@ public GetFeastServingInfoResponse getFeastServingInfo(
   @Override
   public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequest request) {
     try (Scope scope = tracer.buildSpan("Redis-getOnlineFeatures").startActive(true)) {
-      Timer getOnlineFeaturesTimer = requestLatency.labels("getOnlineFeatures").startTimer();
+      long startTime = System.currentTimeMillis();
       GetOnlineFeaturesResponse.Builder getOnlineFeaturesResponseBuilder =
           GetOnlineFeaturesResponse.newBuilder();
 
@@ -121,7 +120,7 @@ public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequest requ
           featureValuesMap.values().stream()
               .map(m -> FieldValues.newBuilder().putAllFields(m).build())
               .collect(Collectors.toList());
-      getOnlineFeaturesTimer.observeDuration();
+      requestLatency.labels("getOnlineFeatures").observe(System.currentTimeMillis() - startTime);
       return getOnlineFeaturesResponseBuilder.addAllFieldValues(fieldValues).build();
     }
   }
@@ -197,7 +196,7 @@ private void sendAndProcessMultiGet(
       throws InvalidProtocolBufferException {
 
     List<byte[]> jedisResps = sendMultiGet(redisKeys);
-    Timer processResponseTimer = requestLatency.labels("processResponse").startTimer();
+    long startTime = System.currentTimeMillis();
     try (Scope scope = tracer.buildSpan("Redis-processResponse").startActive(true)) {
       String featureSetId =
           String.format("%s:%d", featureSetRequest.getName(), featureSetRequest.getVersion());
@@ -234,7 +233,7 @@ private void sendAndProcessMultiGet(
             .forEach(f -> featureValues.put(featureSetId + ":" + f.getName(), f.getValue()));
       }
     } finally {
-      processResponseTimer.observeDuration();
+      requestLatency.labels("processResponse").observe(System.currentTimeMillis() - startTime);
     }
   }
 
@@ -259,7 +258,7 @@ private boolean isStale(
    */
   private List<byte[]> sendMultiGet(List<RedisKey> keys) {
     try (Scope scope = tracer.buildSpan("Redis-sendMultiGet").startActive(true)) {
-      Timer sendMultiGetTimer = requestLatency.labels("sendMultiGet").startTimer();
+      long startTime = System.currentTimeMillis();
       try (Jedis jedis = jedisPool.getResource()) {
         byte[][] binaryKeys =
             keys.stream()
@@ -273,7 +272,7 @@ private List<byte[]> sendMultiGet(List<RedisKey> keys) {
             .withCause(e)
             .asRuntimeException();
       } finally {
-        sendMultiGetTimer.observeDuration();
+        requestLatency.labels("sendMultiGet").observe(System.currentTimeMillis() - startTime);
       }
     }
   }