diff --git a/docker_custodian/docker_autostop.py b/docker_custodian/docker_autostop.py
index 021f60e..98d0df8 100644
--- a/docker_custodian/docker_autostop.py
+++ b/docker_custodian/docker_autostop.py
@@ -13,6 +13,7 @@ import docker.errors
 import requests.exceptions
 
 from docker_custodian.args import timedelta_type
+from docker.utils import kwargs_from_env
 
 
 log = logging.getLogger(__name__)
@@ -66,7 +67,9 @@ def main():
         stream=sys.stdout)
 
     opts = get_opts()
-    client = docker.Client(version='auto', timeout=opts.timeout)
+    client = docker.APIClient(version='auto',
+                              timeout=opts.timeout,
+                              **kwargs_from_env())
 
     matcher = build_container_matcher(opts.prefix)
     stop_containers(client, opts.max_run_time, matcher, opts.dry_run)
diff --git a/docker_custodian/docker_gc.py b/docker_custodian/docker_gc.py
index db7aba9..51d0881 100644
--- a/docker_custodian/docker_gc.py
+++ b/docker_custodian/docker_gc.py
@@ -14,6 +14,7 @@ import docker.errors
 import requests.exceptions
 
 from docker_custodian.args import timedelta_type
+from docker.utils import kwargs_from_env
 
 log = logging.getLogger(__name__)
 
@@ -220,7 +221,9 @@ def main():
         stream=sys.stdout)
 
     args = get_args()
-    client = docker.Client(version='auto', timeout=args.timeout)
+    client = docker.APIClient(version='auto',
+                              timeout=args.timeout,
+                              **kwargs_from_env())
 
     if args.max_container_age:
         cleanup_containers(client, args.max_container_age, args.dry_run)
diff --git a/requirements.txt b/requirements.txt
index 35faae8..884a9e4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,9 +1,14 @@
-argparse==1.3.0
-backports.ssl-match-hostname==3.4.0.2
-docker-py==1.7.2
-future==0.14.3
-python-dateutil==2.4.0
-pytimeparse==1.1.2
-requests==2.7.0
-six==1.9.0
-websocket-client==0.32.0
+backports.ssl-match-hostname==3.5.0.1
+certifi==2018.1.18
+chardet==3.0.4
+docker==3.1.0
+docker-pycreds==0.2.2
+future==0.16.0
+idna==2.6
+ipaddress==1.0.19
+python-dateutil==2.6.1
+pytimeparse==1.1.7
+requests==2.18.4
+six==1.11.0
+urllib3==1.22
+websocket-client==0.47.0
diff --git a/setup.py b/setup.py
index 556e8aa..7873542 100644
--- a/setup.py
+++ b/setup.py
@@ -14,7 +14,7 @@ setup(
     include_package_data=True,
     install_requires=[
         'python-dateutil',
-        'docker-py >= 0.5',
+        'docker',
         'pytimeparse',
     ],
     license="Apache License 2.0",
diff --git a/tests/conftest.py b/tests/conftest.py
index 2fbc83c..b891cc2 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -48,6 +48,6 @@ def later_time():
 
 @pytest.fixture
 def mock_client():
-    client = mock.create_autospec(docker.Client)
-    client._version = '1.17'
+    client = mock.create_autospec(docker.APIClient)
+    client._version = '1.21'
     return client
diff --git a/tests/docker_gc_test.py b/tests/docker_gc_test.py
index b980181..54cbe6f 100644
--- a/tests/docker_gc_test.py
+++ b/tests/docker_gc_test.py
@@ -466,7 +466,7 @@ def test_build_exclude_set_empty():
 
 def test_main(mock_client):
     with mock.patch(
-            'docker_custodian.docker_gc.docker.Client',
+            'docker_custodian.docker_gc.docker.APIClient',
             return_value=mock_client):
 
         with mock.patch(