diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 03265d0c6..5e6025e60 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -175,6 +175,9 @@ test:integration:
     when: always
     paths:
     - build/tests/integration/
+  services:
+  - eclipse-mosquitto
+  - rabbitmq
   tags:
   - docker
   needs:
diff --git a/tests/integration/pipe-loopback-amqp.sh b/tests/integration/pipe-loopback-amqp.sh
index 851d2ff4c..21fa6ed0a 100755
--- a/tests/integration/pipe-loopback-amqp.sh
+++ b/tests/integration/pipe-loopback-amqp.sh
@@ -65,14 +65,8 @@ cat > ${CONFIG_FILE} << EOF
 }
 EOF
 
-rabbitmq-server -detached
-
-sleep 5
-
 villas-pipe -l ${NUM_SAMPLES} ${CONFIG_FILE} node1 > ${OUTPUT_FILE} < ${INPUT_FILE}
 
-rabbitmqctl stop
-
 # Compare data
 villas-test-cmp ${CMPFLAGS} ${INPUT_FILE} ${OUTPUT_FILE}
 RC=$?
diff --git a/tests/integration/pipe-loopback-mqtt.sh b/tests/integration/pipe-loopback-mqtt.sh
index 8c424723b..307e54587 100755
--- a/tests/integration/pipe-loopback-mqtt.sh
+++ b/tests/integration/pipe-loopback-mqtt.sh
@@ -62,16 +62,8 @@ cat > ${CONFIG_FILE} << EOF
 }
 EOF
 
-# Start broker
-mosquitto &
-MPID=$!
-
-sleep 1
-
 villas-pipe -l ${NUM_SAMPLES} ${CONFIG_FILE} node1 > ${OUTPUT_FILE} < ${INPUT_FILE}
 
-kill $MPID
-
 # Compare data
 villas-test-cmp ${INPUT_FILE} ${OUTPUT_FILE}
 RC=$?