diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml
index 89349d0c..667a4bd8 100644
--- a/.buildkite/pipeline.yml
+++ b/.buildkite/pipeline.yml
@@ -21,6 +21,20 @@ steps:
   - docker#v3.1.0:
       image: "runmymind/docker-android-sdk"
 
+- label: "Build Google Play unsigned APK"
+    agents:
+      # We use a medium sized instance instead of the normal small ones because
+      # gradle build is long
+      queue: "medium"
+    commands:
+    - "./gradlew clean assembleGplayRelease --stacktrace"
+    artifact_paths:
+    - "vector/build/outputs/apk/gplay/release/*.apk"
+    branches: "master"
+    plugins:
+    - docker#v3.1.0:
+        image: "runmymind/docker-android-sdk"
+
 # Code quality
 
 - label: "Code quality"