diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 401fdf0..8e4144a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -9,9 +9,9 @@ jobs:
   build:
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v1
+    - uses: actions/checkout@v2
     - name: Set up Python 3.8
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v2
       with:
         python-version: 3.8
     - name: Install dependencies
@@ -21,3 +21,35 @@ jobs:
     - name: Linting
       run: |
         make lint
+
+  e2e-with-kind:
+    name: e2e with kind
+    needs: build
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        k8s-version:
+        - v1.16.9
+        - v1.18.8
+    env:
+      kind-version: v0.8.1
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.8
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.8
+    - name: Install dependencies
+      run: |
+        pip install poetry
+        poetry install
+    - name: Set up kind with K8s version ${{ matrix.k8s-version }}
+      uses: engineerd/setup-kind@v0.4.0
+      with:
+        image: kindest/node:${{ matrix.k8s-version }}
+        version: ${{ env.kind-version }}
+    - name: E2E test
+      run: |
+        kubectl cluster-info
+        kubectl proxy &
+        make e2e-with-kind
diff --git a/Makefile b/Makefile
index ee5f83c..3b09929 100644
--- a/Makefile
+++ b/Makefile
@@ -18,6 +18,26 @@ lint: ## Lint all source code
 	poetry run pylint *.py
 	poetry run mypy *.py
 
+.PHONY: e2e-with-kind
+e2e-with-kind: ## Run E2E tests against running kind (K8s in Docker) instance
+	function cleanup {
+	  (kubectl delete namespace e2e || true)
+	}
+	trap cleanup EXIT
+
+	# no resources and empty cluster should have no stale resources
+	poetry run python kube-stale-resources.py --blacklist e2e/blacklist-kind-empty.txt -f e2e/resources-kind-empty.yml
+
+	# some resources in VCS and empty cluster should have no stale resources
+	kubectl apply -f e2e/resources-kind-one.yml
+	poetry run python kube-stale-resources.py --blacklist e2e/blacklist-kind-empty.txt -f e2e/resources-kind-one.yml
+	cleanup
+
+	# some resources NOT in VCS and empty cluster should have stale resources
+	kubectl apply -f e2e/resources-kind-one.yml
+	(poetry run python kube-stale-resources.py --blacklist e2e/blacklist-kind-empty.txt -f e2e/resources-kind-empty.yml && exit 1 || exit 0)
+	cleanup
+
 .PHONY: help
 help: ## Print this help text
 	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-15s\033[0m %s\n", $$1, $$2}'
diff --git a/e2e/blacklist-kind-empty.txt b/e2e/blacklist-kind-empty.txt
new file mode 100644
index 0000000..e82a74e
--- /dev/null
+++ b/e2e/blacklist-kind-empty.txt
@@ -0,0 +1,2 @@
+^default:events.k8s.io/v1beta1:Event:kind-.*$
+^local-path-storage:.*$
diff --git a/e2e/resources-kind-empty.yml b/e2e/resources-kind-empty.yml
new file mode 100644
index 0000000..e69de29
diff --git a/e2e/resources-kind-one.yml b/e2e/resources-kind-one.yml
new file mode 100644
index 0000000..fc21c1b
--- /dev/null
+++ b/e2e/resources-kind-one.yml
@@ -0,0 +1,19 @@
+---
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: e2e
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: foo
+  namespace: e2e
+spec:
+  type: ClusterIP
+  ports:
+  - port: 80
+    name: http
+    targetPort: 80
+  selector:
+    app: foo
diff --git a/kube-stale-resources.py b/kube-stale-resources.py
index e2b23ee..43df9d0 100644
--- a/kube-stale-resources.py
+++ b/kube-stale-resources.py
@@ -20,6 +20,7 @@ BLACKLIST_REGEXS = [
     r'^.*:batch/v1:Job:.*-\d{10,}$',  # jobs created by cron jobs with unix timestamp suffix
     r'^.*:metrics.k8s.io/v1beta1:PodMetrics:.*$',
     r'^.*:v1:Endpoints:.*$',
+    r'^.*:.*:EndpointSlice:.*$',
     r'^.*:v1:Event:.*$',
     r'^.*:v1:Pod:.*$',
     r'^.*:v1:Secret:.*-token-\S{5}$',  # secrets with token for service accounts
@@ -166,6 +167,8 @@ def main():
             print('  ' + x)
     print("..", counter, "entries")
 
+    sys.exit(len(list(slive - starget)))
+
 
 if __name__ == "__main__":
     main()