diff --git a/compose/const.py b/compose/const.py
index 331895b10..6ff108fbd 100644
--- a/compose/const.py
+++ b/compose/const.py
@@ -18,7 +18,5 @@ COMPOSEFILE_VERSIONS = (1, 2)
 
 API_VERSIONS = {
     1: '1.21',
-
-    # TODO: update to 1.22 when there's a Docker 1.10 build to test against
-    2: '1.21',
+    2: '1.22',
 }
diff --git a/compose/service.py b/compose/service.py
index 0866b83bb..4409f903b 100644
--- a/compose/service.py
+++ b/compose/service.py
@@ -427,7 +427,9 @@ class Service(object):
     def connect_container_to_networks(self, container):
         for network in self.networks:
             log.debug('Connecting "{}" to "{}"'.format(container.name, network))
-            self.client.connect_container_to_network(container.id, network)
+            self.client.connect_container_to_network(
+                container.id, network,
+                aliases=[self.name])
 
     def remove_duplicate_containers(self, timeout=DEFAULT_TIMEOUT):
         for c in self.duplicate_containers():
@@ -597,6 +599,8 @@ class Service(object):
             override_options,
             one_off=one_off)
 
+        container_options['networking_config'] = self._get_container_networking_config()
+
         return container_options
 
     def _get_container_host_config(self, override_options, one_off=False):
@@ -631,6 +635,12 @@ class Service(object):
             cpu_quota=options.get('cpu_quota'),
         )
 
+    def _get_container_networking_config(self):
+        return self.client.create_networking_config({
+            network_name: self.client.create_endpoint_config(aliases=[self.name])
+            for network_name in self.networks
+        })
+
     def build(self, no_cache=False, pull=False, force_rm=False):
         log.info('Building %s' % self.name)
 
diff --git a/tests/acceptance/cli_test.py b/tests/acceptance/cli_test.py
index d910473a8..8f3cdf502 100644
--- a/tests/acceptance/cli_test.py
+++ b/tests/acceptance/cli_test.py
@@ -133,12 +133,8 @@ class CLITestCase(DockerClientTestCase):
         self.client.exec_start(exc)
         return self.client.exec_inspect(exc)['ExitCode']
 
-    def lookup(self, container, service_name):
-        exit_code = self.execute(container, [
-            "nslookup",
-            "{}_{}_1".format(self.project.name, service_name)
-        ])
-        return exit_code == 0
+    def lookup(self, container, hostname):
+        return self.execute(container, ["nslookup", hostname]) == 0
 
     def test_help(self):
         self.base_dir = 'tests/fixtures/no-composefile'
@@ -414,6 +410,9 @@ class CLITestCase(DockerClientTestCase):
             networks = list(container.get('NetworkSettings.Networks'))
             self.assertEqual(networks, [network['Name']])
 
+            for service in services:
+                assert self.lookup(container, service.name)
+
     def test_up_with_networks(self):
         self.base_dir = 'tests/fixtures/networks'
         self.dispatch(['up', '-d'], None)