diff --git a/tests/integration/service_test.py b/tests/integration/service_test.py
index 040098c9e..2c9c6fc20 100644
--- a/tests/integration/service_test.py
+++ b/tests/integration/service_test.py
@@ -12,6 +12,7 @@ from six import text_type
 
 from .. import mock
 from .testcases import DockerClientTestCase
+from .testcases import pull_busybox
 from compose import __version__
 from compose.const import LABEL_CONTAINER_NUMBER
 from compose.const import LABEL_ONE_OFF
@@ -549,8 +550,10 @@ class ServiceTest(DockerClientTestCase):
         })
 
     def test_create_with_image_id(self):
-        # Image id for the current busybox:latest
-        service = self.create_service('foo', image='8c2e06607696')
+        # Get image id for the current busybox:latest
+        pull_busybox(self.client)
+        image_id = self.client.inspect_image('busybox:latest')['Id'][:12]
+        service = self.create_service('foo', image=image_id)
         service.create_container()
 
     def test_scale(self):
diff --git a/tests/integration/testcases.py b/tests/integration/testcases.py
index 4557c07b6..26a0a108a 100644
--- a/tests/integration/testcases.py
+++ b/tests/integration/testcases.py
@@ -1,6 +1,8 @@
 from __future__ import absolute_import
 from __future__ import unicode_literals
 
+from docker import errors
+
 from .. import unittest
 from compose.cli.docker_client import docker_client
 from compose.config.config import ServiceLoader
@@ -9,6 +11,13 @@ from compose.progress_stream import stream_output
 from compose.service import Service
 
 
+def pull_busybox(client):
+    try:
+        client.inspect_image('busybox:latest')
+    except errors.APIError:
+        client.pull('busybox:latest', stream=False)
+
+
 class DockerClientTestCase(unittest.TestCase):
     @classmethod
     def setUpClass(cls):