diff --git a/service/pom.xml b/service/pom.xml
index 7d848486a..d3d5f9f82 100644
--- a/service/pom.xml
+++ b/service/pom.xml
@@ -80,6 +80,18 @@
             <version>1.5.2</version>
         </dependency>
 
+        <dependency>
+            <groupId>io.micrometer</groupId>
+            <artifactId>micrometer-registry-datadog</artifactId>
+            <version>1.5.2</version>
+        </dependency>
+
+        <dependency>
+            <groupId>org.coursera</groupId>
+            <artifactId>dropwizard-metrics-datadog</artifactId>
+            <version>1.1.13</version>
+        </dependency>
+
         <dependency>
             <groupId>com.amazonaws</groupId>
             <artifactId>aws-java-sdk-s3</artifactId>
diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java b/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java
index 5654e2aac..5634ecab9 100644
--- a/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java
+++ b/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java
@@ -43,10 +43,14 @@ import io.dropwizard.setup.Bootstrap;
 import io.dropwizard.setup.Environment;
 import io.lettuce.core.RedisURI;
 import io.lettuce.core.cluster.RedisClusterClient;
+import io.micrometer.core.instrument.Clock;
 import io.micrometer.core.instrument.Metrics;
+import io.micrometer.datadog.DatadogConfig;
+import io.micrometer.datadog.DatadogMeterRegistry;
 import io.micrometer.wavefront.WavefrontConfig;
 import io.micrometer.wavefront.WavefrontMeterRegistry;
 import org.bouncycastle.jce.provider.BouncyCastleProvider;
+import org.coursera.metrics.datadog.DatadogReporter;
 import org.eclipse.jetty.servlets.CrossOriginFilter;
 import org.jdbi.v3.core.Jdbi;
 import org.signal.zkgroup.ServerSecretParams;
@@ -243,6 +247,22 @@ public class WhisperServerService extends Application<WhisperServerConfiguration
                                                 .build());
     }
 
+    {
+      final MicrometerConfiguration micrometerDatadogConfig = micrometerConfigurationByName.get("datadog");
+
+      Metrics.addRegistry(new DatadogMeterRegistry(new DatadogConfig() {
+        @Override
+        public String get(final String key) {
+          return null;
+        }
+
+        @Override
+        public String apiKey() {
+          return micrometerDatadogConfig.getApiKey();
+        }
+      }, Clock.SYSTEM));
+    }
+
     environment.getObjectMapper().configure(DeserializationFeature.FAIL_ON_UNKNOWN_PROPERTIES, false);
     environment.getObjectMapper().setVisibility(PropertyAccessor.ALL, JsonAutoDetect.Visibility.NONE);
     environment.getObjectMapper().setVisibility(PropertyAccessor.FIELD, JsonAutoDetect.Visibility.ANY);