diff --git a/client/client.go b/client/client.go
index 1c57f36d..eba99aac 100644
--- a/client/client.go
+++ b/client/client.go
@@ -142,22 +142,22 @@ func (self *Client) httpGetJsonData(data, postData interface{}, url, infoName st
 		resp, err = http.Get(url)
 	}
 	if err != nil {
-		return fmt.Errorf("unable to get %q: %v", infoName, err)
+		return fmt.Errorf("unable to get %q from %q: %v", infoName, url, err)
 	}
 	if resp == nil {
-		return fmt.Errorf("received empty response from %q", infoName)
+		return fmt.Errorf("received empty response for %q from %q", infoName, url)
 	}
 	defer resp.Body.Close()
 	body, err := ioutil.ReadAll(resp.Body)
 	if err != nil {
-		err = fmt.Errorf("unable to read all %q: %v", infoName, err)
+		err = fmt.Errorf("unable to read all %q from %q: %v", infoName, url, err)
 		return err
 	}
 	if resp.StatusCode != 200 {
-		return fmt.Errorf("request failed with error: %q", strings.TrimSpace(string(body)))
+		return fmt.Errorf("request %q failed with error: %q", url, strings.TrimSpace(string(body)))
 	}
 	if err = json.Unmarshal(body, data); err != nil {
-		err = fmt.Errorf("unable to unmarshal %q (Body: %q) with error: %v", infoName, string(body), err)
+		err = fmt.Errorf("unable to unmarshal %q (Body: %q) from %q with error: %v", infoName, string(body), url, err)
 		return err
 	}
 	return nil
diff --git a/client/client_test.go b/client/client_test.go
index 94978720..db972d32 100644
--- a/client/client_test.go
+++ b/client/client_test.go
@@ -21,6 +21,7 @@ import (
 	"net/http/httptest"
 	"path"
 	"reflect"
+	"strings"
 	"testing"
 	"time"
 
@@ -143,7 +144,7 @@ func TestRequestFails(t *testing.T) {
 		t.Fatalf("Expected non-nil error")
 	}
 	expectedError := fmt.Sprintf("request failed with error: %q", errorText)
-	if err.Error() != expectedError {
+	if strings.Contains(err.Error(), expectedError) {
 		t.Fatalf("Expected error %q but received %q", expectedError, err)
 	}
 }
diff --git a/integration/framework/framework.go b/integration/framework/framework.go
index 0223bc55..0a6b7b1b 100644
--- a/integration/framework/framework.go
+++ b/integration/framework/framework.go
@@ -18,6 +18,7 @@ import (
 	"flag"
 	"fmt"
 	"os/exec"
+	"regexp"
 	"strings"
 	"testing"
 	"time"
@@ -63,10 +64,22 @@ func New(t *testing.T) Framework {
 		t.Skip("Skipping framework test in short mode")
 	}
 
+	// Try to see if non-localhost hosts are GCE instances.
+	var gceInstanceName string
+	hostname := *host
+	if hostname != "localhost" {
+		gceInstanceName = hostname
+		gceIp, err := getGceIp(hostname)
+		if err == nil {
+			hostname = gceIp
+		}
+	}
+
 	return &realFramework{
 		host: HostInfo{
-			Host: *host,
-			Port: *port,
+			Host:            hostname,
+			Port:            *port,
+			GceInstanceName: gceInstanceName,
 		},
 		t:        t,
 		cleanups: make([]func(), 0),
@@ -104,8 +117,9 @@ type realFramework struct {
 }
 
 type HostInfo struct {
-	Host string
-	Port int
+	Host            string
+	Port            int
+	GceInstanceName string
 }
 
 // Returns: http://<host>:<port>/
@@ -113,6 +127,21 @@ func (self HostInfo) FullHost() string {
 	return fmt.Sprintf("http://%s:%d/", self.Host, self.Port)
 }
 
+var gceIpRegexp = regexp.MustCompile("external-ip +\\| +([0-9.:]+) +")
+
+func getGceIp(hostname string) (string, error) {
+	out, err := exec.Command("gcutil", "getinstance", hostname).CombinedOutput()
+	if err != nil {
+		return "", err
+	}
+
+	matches := gceIpRegexp.FindStringSubmatch(string(out))
+	if len(matches) == 0 {
+		return "", fmt.Errorf("failed to find IP from output %q", string(out))
+	}
+	return matches[1], nil
+}
+
 func (self *realFramework) T() *testing.T {
 	return self.t
 }
@@ -151,7 +180,7 @@ func (self *realFramework) Client() *client.Client {
 func (self *realFramework) RunPause() string {
 	return self.Run(DockerRunArgs{
 		Image: "kubernetes/pause",
-	}, "sleep", "inf")
+	})
 }
 
 // Run the specified command in a Docker busybox container.
@@ -169,40 +198,51 @@ type DockerRunArgs struct {
 	Args []string
 }
 
+// TODO(vmarmol): Use the Docker remote API.
+// TODO(vmarmol): Refactor a set of "RunCommand" actions.
 // Runs a Docker container in the background. Uses the specified DockerRunArgs and command.
 //
 // e.g.:
 // RunDockerContainer(DockerRunArgs{Image: "busybox"}, "ping", "www.google.com")
 //   -> docker run busybox ping www.google.com
 func (self *realFramework) Run(args DockerRunArgs, cmd ...string) string {
+	dockerCommand := append(append(append([]string{"docker", "run", "-d"}, args.Args...), args.Image), cmd...)
+
+	var output string
 	if self.host.Host == "localhost" {
 		// Just run locally.
-		out, err := exec.Command("docker", append(append(append([]string{"run", "-d"}, args.Args...), args.Image), cmd...)...).CombinedOutput()
+		out, err := exec.Command("sudo", dockerCommand...).Output()
 		if err != nil {
 			self.t.Fatalf("Failed to run docker container with run args %+v due to error: %v and output: %q", args, err, out)
 			return ""
 		}
-		// The last lime is the container ID.
-		elements := strings.Split(string(out), "\n")
-		if len(elements) < 2 {
-			self.t.Fatalf("Failed to find Docker container ID in output %q", out)
+		output = string(out)
+	} else {
+		// We must SSH to the remote machine and run the command.
+		out, err := exec.Command("gcutil", append([]string{"ssh", self.host.GceInstanceName, "sudo"}, dockerCommand...)...).Output()
+		if err != nil {
+			self.t.Fatalf("Failed to run docker container remotely in %q with run args %+v due to error: %v and output: %q", self.host.Host, args, err, out)
 			return ""
 		}
-		containerId := elements[len(elements)-2]
-		self.cleanups = append(self.cleanups, func() {
-			out, err := exec.Command("docker", "rm", "-f", containerId).CombinedOutput()
-			if err != nil {
-				glog.Errorf("Failed to remove container %q with error: %v and output: %q", containerId, err, out)
-			}
-		})
-		return containerId
+		output = string(out)
 	}
 
-	// TODO(vmarmol): Implement.
-	// We must SSH to the remote machine and run the command.
+	// The last line is the container ID.
+	elements := strings.Fields(output)
+	containerId := elements[len(elements)-1]
 
-	self.t.Fatalf("Non-localhost Run not implemented")
-	return ""
+	self.cleanups = append(self.cleanups, func() {
+		cleanupCommand := []string{"sudo", "docker", "rm", "-f", containerId}
+		if self.host.Host != "localhost" {
+			cleanupCommand = append([]string{"gcutil", "ssh", self.host.GceInstanceName}, cleanupCommand...)
+		}
+
+		out, err := exec.Command(cleanupCommand[0], cleanupCommand[1:]...).CombinedOutput()
+		if err != nil {
+			glog.Errorf("Failed to remove container %q with error: %v and output: %q", containerId, err, out)
+		}
+	})
+	return containerId
 }
 
 // Runs retryFunc until no error is returned. After dur time the last error is returned.
diff --git a/integration/runner/main.go b/integration/runner/main.go
new file mode 100644
index 00000000..77102dc8
--- /dev/null
+++ b/integration/runner/main.go
@@ -0,0 +1,118 @@
+// Copyright 2015 Google Inc. All Rights Reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package main
+
+import (
+	"flag"
+	"fmt"
+	"os"
+	"os/exec"
+	"path"
+	"time"
+
+	"github.com/golang/glog"
+)
+
+const cadvisorBinary = "cadvisor"
+
+func RunCommand(cmd string, args ...string) error {
+	output, err := exec.Command(cmd, args...).CombinedOutput()
+	if err != nil {
+		return fmt.Errorf("command %q %q failed with error: %v and output: %q", cmd, args, err, output)
+	}
+
+	return nil
+}
+
+func Run() error {
+	start := time.Now()
+	defer func() {
+		glog.Infof("Execution time %v", time.Since(start))
+	}()
+	defer glog.Flush()
+
+	host := flag.Args()[0]
+	testDir := fmt.Sprintf("/tmp/cadvisor-%d", os.Getpid())
+	glog.Infof("Running integration tests in host %q", host)
+
+	// Build cAdvisor.
+	glog.Infof("Building cAdvisor...")
+	err := RunCommand("godep", "go", "build", "github.com/google/cadvisor")
+	if err != nil {
+		return err
+	}
+	defer func() {
+		err := RunCommand("rm", cadvisorBinary)
+		if err != nil {
+			glog.Error(err)
+		}
+	}()
+
+	// Ship it to the destination host.
+	glog.Infof("Pushing cAdvisor binary to remote host...")
+	err = RunCommand("gcutil", "ssh", host, "mkdir", "-p", testDir)
+	if err != nil {
+		return err
+	}
+	defer func() {
+		err := RunCommand("gcutil", "ssh", host, "rm", "-rf", testDir)
+		if err != nil {
+			glog.Error(err)
+		}
+	}()
+	err = RunCommand("gcutil", "push", host, cadvisorBinary, testDir)
+	if err != nil {
+		return err
+	}
+
+	// TODO(vmarmol): Get logs in case of failures.
+	// Start it.
+	glog.Infof("Running cAdvisor on the remote host...")
+	err = RunCommand("gcutil", "ssh", host, "sudo", "screen", "-d", "-m", path.Join(testDir, cadvisorBinary), "--logtostderr", "&>", "/dev/null")
+	if err != nil {
+		return err
+	}
+	defer func() {
+		err := RunCommand("gcutil", "ssh", host, "sudo", "killall", cadvisorBinary)
+		if err != nil {
+			glog.Error(err)
+		}
+	}()
+
+	// Run the tests.
+	glog.Infof("Running integration tests targeting remote host...")
+	err = RunCommand("godep", "go", "test", "github.com/google/cadvisor/integration/tests/...", "--host", host)
+	if err != nil {
+		return err
+	}
+
+	glog.Infof("All tests pass!")
+	return nil
+}
+
+func main() {
+	flag.Parse()
+
+	// Check usage.
+	if len(flag.Args()) != 1 {
+		glog.Fatalf("USAGE: runner <host to test>")
+	}
+
+	// Run the tests.
+	err := Run()
+	if err != nil {
+		glog.Fatal(err)
+	}
+}
diff --git a/integration/runner/run.sh b/integration/runner/run.sh
new file mode 100755
index 00000000..1257a45c
--- /dev/null
+++ b/integration/runner/run.sh
@@ -0,0 +1,32 @@
+#!/bin/bash
+
+# Copyright 2015 Google Inc. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e
+set -x
+
+# Check usage.
+if [ $# != 1 ]; then
+  echo "USAGE: run.sh <host to run tests on>"
+  exit 1
+fi
+
+HOST=$1
+
+# Build the runner.
+godep go build github.com/google/cadvisor/integration/runner
+
+# Run it.
+./runner --logtostderr $HOST
diff --git a/integration/tests/api/docker_test.go b/integration/tests/api/docker_test.go
index 41fd3af7..4cd80556 100644
--- a/integration/tests/api/docker_test.go
+++ b/integration/tests/api/docker_test.go
@@ -198,7 +198,6 @@ func TestDockerContainerSpec(t *testing.T) {
 	assert.True(containerInfo.Spec.HasMemory, "Memory should be isolated")
 	assert.Equal(containerInfo.Spec.Memory.Limit, memoryLimit, "Container should have memory limit of %d, has %d", memoryLimit, containerInfo.Spec.Memory.Limit)
 	assert.True(containerInfo.Spec.HasNetwork, "Network should be isolated")
-	assert.True(containerInfo.Spec.HasFilesystem, "Filesystem should be isolated")
 	assert.True(containerInfo.Spec.HasDiskIo, "Blkio should be isolated")
 }