diff --git a/service/config/sample.yml b/service/config/sample.yml
index 762801921..d87c79c4e 100644
--- a/service/config/sample.yml
+++ b/service/config/sample.yml
@@ -224,10 +224,6 @@ cdn:
   bucket: cdn        # S3 Bucket name
   region: us-west-2  # AWS region
 
-datadog:
-  apiKey: secret://datadog.apiKey
-  environment: dev
-
 unidentifiedDelivery:
   certificate: secret://unidentifiedDelivery.certificate
   privateKey: secret://unidentifiedDelivery.privateKey
diff --git a/service/pom.xml b/service/pom.xml
index f3c27fba0..ecc6cf235 100644
--- a/service/pom.xml
+++ b/service/pom.xml
@@ -255,7 +255,7 @@
     </dependency>
     <dependency>
       <groupId>io.micrometer</groupId>
-      <artifactId>micrometer-registry-datadog</artifactId>
+      <artifactId>micrometer-registry-statsd</artifactId>
     </dependency>
     <dependency>
       <groupId>org.coursera</groupId>
diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerConfiguration.java b/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerConfiguration.java
index d3279dc6e..45f322f59 100644
--- a/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerConfiguration.java
+++ b/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerConfiguration.java
@@ -27,7 +27,7 @@ import org.whispersystems.textsecuregcm.configuration.BraintreeConfiguration;
 import org.whispersystems.textsecuregcm.configuration.CdnConfiguration;
 import org.whispersystems.textsecuregcm.configuration.ClientReleaseConfiguration;
 import org.whispersystems.textsecuregcm.configuration.CommandStopListenerConfiguration;
-import org.whispersystems.textsecuregcm.configuration.DatadogConfiguration;
+import org.whispersystems.textsecuregcm.configuration.DogstatsdConfiguration;
 import org.whispersystems.textsecuregcm.configuration.DirectoryV2Configuration;
 import org.whispersystems.textsecuregcm.configuration.DynamoDbClientConfiguration;
 import org.whispersystems.textsecuregcm.configuration.DynamoDbTables;
@@ -106,7 +106,7 @@ public class WhisperServerConfiguration extends Configuration {
   @NotNull
   @Valid
   @JsonProperty
-  private DatadogConfiguration datadog;
+  private DogstatsdConfiguration dogstatsd = new DogstatsdConfiguration();
 
   @NotNull
   @Valid
@@ -416,8 +416,8 @@ public class WhisperServerConfiguration extends Configuration {
     return cdn;
   }
 
-  public DatadogConfiguration getDatadogConfiguration() {
-    return datadog;
+  public DogstatsdConfiguration getDatadogConfiguration() {
+    return dogstatsd;
   }
 
   public UnidentifiedDeliveryConfiguration getDeliveryCertificate() {
diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/configuration/DatadogConfiguration.java b/service/src/main/java/org/whispersystems/textsecuregcm/configuration/DatadogConfiguration.java
deleted file mode 100644
index 4c2c7ac17..000000000
--- a/service/src/main/java/org/whispersystems/textsecuregcm/configuration/DatadogConfiguration.java
+++ /dev/null
@@ -1,62 +0,0 @@
-/*
- * Copyright 2013 Signal Messenger, LLC
- * SPDX-License-Identifier: AGPL-3.0-only
- */
-
-package org.whispersystems.textsecuregcm.configuration;
-
-import com.fasterxml.jackson.annotation.JsonProperty;
-import io.micrometer.datadog.DatadogConfig;
-import java.time.Duration;
-import javax.validation.constraints.Min;
-import javax.validation.constraints.NotBlank;
-import javax.validation.constraints.NotNull;
-import org.whispersystems.textsecuregcm.configuration.secrets.SecretString;
-
-public class DatadogConfiguration implements DatadogConfig {
-
-  @JsonProperty
-  @NotNull
-  private SecretString apiKey;
-
-  @JsonProperty
-  @NotNull
-  private Duration step = Duration.ofSeconds(10);
-
-  @JsonProperty
-  @NotBlank
-  private String environment;
-
-  @JsonProperty
-  @Min(1)
-  private int batchSize = 5_000;
-
-  @Override
-  public String apiKey() {
-    return apiKey.value();
-  }
-
-  @Override
-  public Duration step() {
-    return step;
-  }
-
-  public String getEnvironment() {
-    return environment;
-  }
-
-  @Override
-  public int batchSize() {
-    return batchSize;
-  }
-
-  @Override
-  public String hostTag() {
-    return "host";
-  }
-
-  @Override
-  public String get(final String key) {
-    return null;
-  }
-}
diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/configuration/DogstatsdConfiguration.java b/service/src/main/java/org/whispersystems/textsecuregcm/configuration/DogstatsdConfiguration.java
new file mode 100644
index 000000000..9103c2a32
--- /dev/null
+++ b/service/src/main/java/org/whispersystems/textsecuregcm/configuration/DogstatsdConfiguration.java
@@ -0,0 +1,35 @@
+/*
+ * Copyright 2013 Signal Messenger, LLC
+ * SPDX-License-Identifier: AGPL-3.0-only
+ */
+
+package org.whispersystems.textsecuregcm.configuration;
+
+import com.fasterxml.jackson.annotation.JsonProperty;
+import io.micrometer.statsd.StatsdConfig;
+import io.micrometer.statsd.StatsdFlavor;
+import java.time.Duration;
+import javax.validation.constraints.NotNull;
+
+public class DogstatsdConfiguration implements StatsdConfig {
+
+  @JsonProperty
+  @NotNull
+  private Duration step = Duration.ofSeconds(10);
+
+  @Override
+  public Duration step() {
+    return step;
+  }
+
+  @Override
+  public StatsdFlavor flavor() {
+    return StatsdFlavor.DATADOG;
+  }
+
+  @Override
+  public String get(final String key) {
+    // We have no Micrometer key/value pairs to report, so always return `null`
+    return null;
+  }
+}
diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/metrics/MetricsUtil.java b/service/src/main/java/org/whispersystems/textsecuregcm/metrics/MetricsUtil.java
index 23dea4224..553f9045a 100644
--- a/service/src/main/java/org/whispersystems/textsecuregcm/metrics/MetricsUtil.java
+++ b/service/src/main/java/org/whispersystems/textsecuregcm/metrics/MetricsUtil.java
@@ -14,10 +14,9 @@ import io.micrometer.core.instrument.Metrics;
 import io.micrometer.core.instrument.Tags;
 import io.micrometer.core.instrument.config.MeterFilter;
 import io.micrometer.core.instrument.distribution.DistributionStatisticConfig;
-import io.micrometer.datadog.DatadogMeterRegistry;
+import io.micrometer.statsd.StatsdMeterRegistry;
 import java.util.concurrent.TimeUnit;
 import org.whispersystems.textsecuregcm.WhisperServerConfiguration;
-import org.whispersystems.textsecuregcm.WhisperServerVersion;
 import org.whispersystems.textsecuregcm.util.Constants;
 import org.whispersystems.textsecuregcm.util.HostnameUtil;
 
@@ -45,17 +44,11 @@ public class MetricsUtil {
     SharedMetricRegistries.add(Constants.METRICS_NAME, environment.metrics());
 
     {
-      final DatadogMeterRegistry datadogMeterRegistry = new DatadogMeterRegistry(
+      final StatsdMeterRegistry dogstatsdMeterRegistry = new StatsdMeterRegistry(
           config.getDatadogConfiguration(), io.micrometer.core.instrument.Clock.SYSTEM);
 
-      datadogMeterRegistry.config().commonTags(
-          Tags.of(
-              "service", "chat",
-              "host", HostnameUtil.getLocalHostname(),
-              "version", WhisperServerVersion.getServerVersion(),
-              "env", config.getDatadogConfiguration().getEnvironment()));
-      configureMeterFilters(datadogMeterRegistry.config());
-      Metrics.addRegistry(datadogMeterRegistry);
+      configureMeterFilters(dogstatsdMeterRegistry.config());
+      Metrics.addRegistry(dogstatsdMeterRegistry);
     }
 
     environment.lifecycle().manage(new MicrometerRegistryManager(Metrics.globalRegistry));