diff --git a/requirements.txt b/requirements.txt
index 0d9c03ad2..454c56fda 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -31,5 +31,5 @@ six>=1.9.0 # MIT
 WSME>=0.8 # MIT
 SQLAlchemy!=1.1.5,!=1.1.6,!=1.1.7,!=1.1.8,>=1.0.10 # MIT
 stevedore>=1.20.0 # Apache-2.0
-docker-py>=1.8.1 # Apache-2.0
+docker>=2.0.0 # Apache-2.0
 netaddr!=0.7.16,>=0.7.13 # BSD
diff --git a/zun/container/docker/utils.py b/zun/container/docker/utils.py
index c7f42cbce..d0f06ae1c 100644
--- a/zun/container/docker/utils.py
+++ b/zun/container/docker/utils.py
@@ -12,9 +12,8 @@
 import contextlib
 import six
 
-from docker import client
+import docker
 from docker import errors
-from docker import tls
 
 from zun.common import exception
 import zun.conf
@@ -41,7 +40,7 @@ def docker_client():
         raise exception.DockerError(error_msg=six.text_type(e))
 
 
-class DockerHTTPClient(client.Client):
+class DockerHTTPClient(docker.APIClient):
     def __init__(self, url=CONF.docker.api_url,
                  ver=CONF.docker.docker_remote_api_version,
                  timeout=CONF.docker.default_timeout,
@@ -50,7 +49,7 @@ class DockerHTTPClient(client.Client):
                  client_cert=None):
 
         if ca_cert and client_key and client_cert:
-            ssl_config = tls.TLSConfig(
+            ssl_config = docker.tls.TLSConfig(
                 client_cert=(client_cert, client_key),
                 verify=ca_cert,
                 assert_hostname=False,