diff --git a/.travis.yml b/.travis.yml
index a9e18cd6..e2fbc567 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -6,6 +6,17 @@ language: go
 go:
   - "1.13.x"
 
+env:
+  global:
+  - GOFLAGS=-mod=vendor GO111MODULE=on
+  - RABBITMQ_ENDPOINT="http://127.0.0.1:15672"
+  - RABBITMQ_USERNAME="guest"
+  - RABBITMQ_PASSWORD="guest"
+  jobs:
+  - RABBITMQ_VERSION=3.8
+  - RABBITMQ_VERSION=3.7
+  - RABBITMQ_VERSION=3.6
+
 install:
 # This script is used by the Travis build to install a cookie for
 # go.googlesource.com so rate limits are higher when using `go get` to fetch
@@ -17,13 +28,18 @@ script:
 - make test
 - make vet
 - make website-test
+- docker-compose -f $(pwd)/scripts/docker-compose.yml up -d
+- $(pwd)/scripts/wait-rabbitmq-docker.sh $(pwd)/scripts/docker-compose.yml
+- make testacc
+- docker-compose -f $(pwd)/scripts/docker-compose.yml down
+
 
 branches:
   only:
   - master
+  - travis
+
 matrix:
   fast_finish: true
   allow_failures:
   - go: tip
-env:
-  - GOFLAGS=-mod=vendor GO111MODULE=on
diff --git a/scripts/docker-compose.yml b/scripts/docker-compose.yml
new file mode 100644
index 00000000..7a6a713b
--- /dev/null
+++ b/scripts/docker-compose.yml
@@ -0,0 +1,7 @@
+version: "3"
+
+services:
+    rabbitmq:
+        image: rabbitmq:${RABBITMQ_VERSION:-3.8}-management-alpine
+        ports:
+            - 15672:15672
diff --git a/scripts/wait-rabbitmq-docker.sh b/scripts/wait-rabbitmq-docker.sh
new file mode 100755
index 00000000..9b67c5bb
--- /dev/null
+++ b/scripts/wait-rabbitmq-docker.sh
@@ -0,0 +1,24 @@
+#!/bin/bash
+
+COMPOSE_FILE=${1:-"docker-compose.yml"}
+
+TIMEOUT=30
+
+if [ ! -e "$COMPOSE_FILE" ]; then
+    echo "Unable to find docker-compose file: $COMPOSE_FILE"
+    exit 1
+fi
+
+echo "Waiting for RabbitMQ to be up"
+i=0
+until curl -s http://localhost:15672/api > /dev/null; do
+    i=$((i + 1))
+    if [ $i -eq $TIMEOUT ]; then
+        echo
+        echo "Timeout while waiting for RabbitMQ to be up"
+        exit 1
+    fi
+    printf "."
+    sleep 2
+done
+