diff --git a/.travis.yml b/.travis.yml
index 67d508953..4a7fc6f58 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -3,9 +3,23 @@ sudo: false
 language: go
 
 go:
-- "1.10"
-
+  - 1.11.1
+services:
+  - docker
+before_script:
+  - curl -Lo kubectl \https://storage.googleapis.com/kubernetes-release/release/v1.13.0/bin/linux/amd64/kubectl && chmod +x kubectl && sudo mv kubectl /usr/local/bin/
+  - wget https://github.com/kubernetes-sigs/kind/releases/download/0.2.1/kind-linux-amd64
+  - chmod +x kind-linux-amd64
+  - mv kind-linux-amd64 kind
+  - export PATH=$PATH:$PWD
+  - kind create cluster --config=$TRAVIS_BUILD_DIR/hack/kind_config.yaml
+  - export KUBECONFIG="$(kind get kubeconfig-path)"
+  - docker pull kubernetes/pause
+  - kind load docker-image kubernetes/pause
+  - cp "$(kind get kubeconfig-path --name="kind")" /tmp/admin.conf
 script:
-  - make lint
-  - make build
-  - make test-unit
+- hack/verify-gofmt.sh
+- make lint
+- make build
+- make test-unit
+- make test-e2e
diff --git a/hack/kind_config.yaml b/hack/kind_config.yaml
new file mode 100644
index 000000000..a59746fd3
--- /dev/null
+++ b/hack/kind_config.yaml
@@ -0,0 +1,6 @@
+kind: Cluster
+apiVersion: kind.sigs.k8s.io/v1alpha3
+nodes:
+- role: control-plane
+- role: worker
+- role: worker
diff --git a/hack/verify-gofmt.sh b/hack/verify-gofmt.sh
index 365d130d0..08ab75f21 100755
--- a/hack/verify-gofmt.sh
+++ b/hack/verify-gofmt.sh
@@ -23,7 +23,7 @@ DESCHEDULER_ROOT=$(dirname "${BASH_SOURCE}")/..
 
 GO_VERSION=($(go version))
 
-if [[ -z $(echo "${GO_VERSION[2]}" | grep -E 'go1.2|go1.3|go1.4|go1.5|go1.6|go1.7|go1.8|go1.9|go1.10') ]]; then
+if [[ -z $(echo "${GO_VERSION[2]}" | grep -E 'go1.2|go1.3|go1.4|go1.5|go1.6|go1.7|go1.8|go1.9|go1.10|go1.11') ]]; then
   echo "Unknown go version '${GO_VERSION[2]}', skipping gofmt."
   exit 1
 fi
diff --git a/test/e2e/e2e_test.go b/test/e2e/e2e_test.go
index a09f4e14c..d62f85255 100644
--- a/test/e2e/e2e_test.go
+++ b/test/e2e/e2e_test.go
@@ -18,6 +18,7 @@ package e2e
 
 import (
 	"github.com/golang/glog"
+	"math"
 	"testing"
 	"time"
 
@@ -38,17 +39,18 @@ import (
 func MakePodSpec() v1.PodSpec {
 	return v1.PodSpec{
 		Containers: []v1.Container{{
-			Name:  "pause",
-			Image: "kubernetes/pause",
-			Ports: []v1.ContainerPort{{ContainerPort: 80}},
+			Name:            "pause",
+			ImagePullPolicy: "Never",
+			Image:           "kubernetes/pause",
+			Ports:           []v1.ContainerPort{{ContainerPort: 80}},
 			Resources: v1.ResourceRequirements{
 				Limits: v1.ResourceList{
 					v1.ResourceCPU:    resource.MustParse("100m"),
-					v1.ResourceMemory: resource.MustParse("500Mi"),
+					v1.ResourceMemory: resource.MustParse("1000Mi"),
 				},
 				Requests: v1.ResourceList{
 					v1.ResourceCPU:    resource.MustParse("100m"),
-					v1.ResourceMemory: resource.MustParse("500Mi"),
+					v1.ResourceMemory: resource.MustParse("800Mi"),
 				},
 			},
 		}},
@@ -119,7 +121,8 @@ func startEndToEndForLowNodeUtilization(clientset clientset.Interface) {
 
 func TestE2E(t *testing.T) {
 	// If we have reached here, it means cluster would have been already setup and the kubeconfig file should
-	// be in /tmp directory.
+	// be in /tmp directory as admin.conf.
+	var leastLoadedNode v1.Node
 	clientSet, err := client.CreateClient("/tmp/admin.conf")
 	if err != nil {
 		t.Errorf("Error during client creation with %v", err)
@@ -130,20 +133,31 @@ func TestE2E(t *testing.T) {
 	}
 	// Assumption: We would have 3 node cluster by now. Kubeadm brings all the master components onto master node.
 	// So, the last node would have least utilization.
-	leastLoadedNode := nodeList.Items[2]
 	rc := RcByNameContainer("test-rc", int32(15), map[string]string{"test": "app"}, nil)
 	_, err = clientSet.CoreV1().ReplicationControllers("default").Create(rc)
 	if err != nil {
 		t.Errorf("Error creating deployment %v", err)
 	}
-	podsOnleastUtilizedNode, err := podutil.ListPodsOnANode(clientSet, &leastLoadedNode)
-	if err != nil {
-		t.Errorf("Error listing pods on a node %v", err)
+	podsBefore := math.MaxInt16
+	for i := range nodeList.Items {
+		// Skip the Master Node
+		if _, exist := nodeList.Items[i].Labels["node-role.kubernetes.io/master"]; exist {
+			continue
+		}
+		// List all the pods on the current Node
+		podsOnANode, err := podutil.ListEvictablePodsOnNode(clientSet, &nodeList.Items[i], true)
+		if err != nil {
+			t.Errorf("Error listing pods on a node %v", err)
+		}
+		// Update leastLoadedNode if necessary
+		if tmpLoads := len(podsOnANode); tmpLoads < podsBefore {
+			leastLoadedNode = nodeList.Items[i]
+			podsBefore = tmpLoads
+		}
 	}
-	podsBefore := len(podsOnleastUtilizedNode)
 	t.Log("Eviction of pods starting")
 	startEndToEndForLowNodeUtilization(clientSet)
-	podsOnleastUtilizedNode, err = podutil.ListPodsOnANode(clientSet, &leastLoadedNode)
+	podsOnleastUtilizedNode, err := podutil.ListEvictablePodsOnNode(clientSet, &leastLoadedNode, true)
 	if err != nil {
 		t.Errorf("Error listing pods on a node %v", err)
 	}