diff --git a/dependencies.yml b/dependencies.yml
index 53cc51f750..99ed170ed8 100644
--- a/dependencies.yml
+++ b/dependencies.yml
@@ -182,6 +182,16 @@ org.apache.curator:
     exclusions:
     - org.apache.zookeeper:zookeeper
 
+# Ensure that we use the same Snappy version as what Curator depends on.
+# See: https://github.com/apache/curator/blob/master/pom.xml
+org.xerial.snappy:
+  snappy-java: { version: '1.1.7' }
+
+# Ensure that we use the same Dropwizard version as what Curator depends on.
+# See: https://github.com/apache/curator/blob/master/pom.xml
+io.dropwizard.metrics:
+  metrics-core: { version: '3.2.5' }
+
 org.apache.shiro:
   # Don't update `shiro` version
   shiro-core:
diff --git a/server/build.gradle b/server/build.gradle
index dfaba9136a..a70a779e7a 100644
--- a/server/build.gradle
+++ b/server/build.gradle
@@ -29,6 +29,10 @@ dependencies {
     implementation 'org.apache.zookeeper:zookeeper'
     testImplementation 'org.apache.curator:curator-test'
 
+    // Missing dependencies in ZooKeeper
+    implementation 'org.xerial.snappy:snappy-java'
+    implementation 'io.dropwizard.metrics:metrics-core'
+
     // DiffUtils
     implementation 'com.googlecode.java-diff-utils:diffutils'