Day 1 - Second Half (2)

Volume

By default all container in same Pods will share storage (emptyDir)
Data in container/Pods is “ephemeral” that may loss when Pods was restart/distribute
Kubernetes support many type of volume on system
List of support storage o EmptyDir
- hostPath
- gcePersistent
- DiskawsElasticBlockStore
- Nfs
- Iscsi
- fc(fibrechannel)
- Flocker
- Glusterfs
- Rbd
- Cephfs
- gitRepo
- Secret
- persistentVolumeClaim (PVC) (Talk Day2)
- downwardAPI
- Projected
- azureFileVolume
- azureDisk
- vsphereVolume
- Quobyte
- PortworxVolume
- ScaleIO
- StorageOS
- Local
- ConfigMap
- Secret
- csi

Host Path

Mount file/directory on host to Pods

Workshop 5: Volume

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.5_Volume/cadvisor_deploy.yml
service "cadvisor" created
deployment "cadvisor" created

Open cAdvisor at http://192.168.99.100:31000/containers/

cAdvisor shows only real-time data. To keep statistics, feed into Prometheus.

$ kubectl get pod
NAME                        READY     STATUS    RESTARTS   AGE
cadvisor-76c9899d7f-m456k   1/1       Running   0          2m
$ kubectl exec -it cadvisor-76c9899d7f-m456k sh
/ # touch /var/lib/docker/test_cAdvisor.txt
/ # exit

$ minikube ssh
/ # ls -al /var/lib/docker
/ # exit

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.5_Volume/webtest_pod.yml
pod "webtest" created
MacSilver:~ pacroy$ kubectl exec -it webtest sh
/usr/src/app # ls -lh /temp
/usr/src/app # touch /temp/test_webtest.txt
/usr/src/app # exit

$ kubectl exec -it cadvisor-76c9899d7f-m456k sh
/ # ls -lh /var/lib/docker
/ # rm /var/lib/docker/test_webtest.txt
/ # rm /var/lib/docker/test_cAdvisor.txt
/ # exit

$ kubectl delete -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.5_Volume/cadvisor_deploy.yml
service "cadvisor" deleted
$ kubectl delete deployment/cadvisor
deployment "cadvisor" deleted

Liveness and Readiness Probe

Normally kubernetes will check Pods status and process criteria for orchestrator following “restartPolicy”
- Always (Default)
- On-Failure
- None
Pods status is depend on “ContainerState” in that Pods (1-M)
- Waiting (ContainerStateWaiting)
- Running (ContainerStateRunning)
- Terminated (ContainerStateTerminated)
When Pods receive status from container. It will set Pods’s status to inform kubelet for operate with Pods (Remain / Terminated / Restart)
- Pods Status (Phase Value)
  - Pending: When initial Pods and loading images for container
  - Running: Some container running but not all
  - Successed: All container fullfill running
  - Failed: All container exit fail
  - Unknown: Can not monitor state
Kubernetes have function for make properly make sure that container (inside Pods) still healthy by three options
- ExecAction: Execute some command inside container (expect result: return 0)
- TCPSocketAction: Start TCP communication on specific port of container (expect result: port open)
- HTTPGetAction: Send http/https request to specific port and path (expect result: return 200 for OK)
Probe’s result
- Success
- Failed
- Unknown
livenessProbe and readinessProbe Difference
- livenessProbe: check status of container is running properly or not ?
- readinessProbe: check readiness for process service or not ?

ExecAction

apiVersion: apps/v1
kind: Deployment
metadata:
spec:
  replicas: 1
  selector:
  template:
    metadata:
    spec:
      containers:
        - name: webtest
          image: labdocker/cluster:webservicelite_v1
          ports:
          - containerPort: 5000
            protocol: TCP
          readinessProbe:
            exec:
              command:
                - cat
                - /usr/src/app/main.py
            initialDelaySeconds: 15
            periodSeconds: 5
          livenessProbe:
            exec:
              command:
                - cat
                - /usr/src/app/main.py
            initialDelaySeconds: 15
            periodSeconds: 15

Workshop 6: Liveness and Readiness Probe

Part 1 - ExecAction

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.6_Liveness_Readiness_Probe/webtest_deploy_liveness_readiness_exec.yml
deployment "webtest" created
$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.6_Liveness_Readiness_Probe/webtest_svc.yml
service "webtest" created
$ kubectl get svc/webtest
NAME      CLUSTER-IP      EXTERNAL-IP   PORT(S)          AGE
webtest   10.104.87.156   <nodes>       5000:32500/TCP   14s
$ kubectl get deployment/webtest
NAME      DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
webtest   1         1         1            1           28s
$ kubectl describe deployment/webtest
$ kubectl get rs
NAME                DESIRED   CURRENT   READY     AGE
webtest-b989c98c5   1         1         1         37s
$ kubectl describe rs/webtest-b989c98c5
$ kubectl get pods --show-labels
NAME                      READY     STATUS    RESTARTS   AGE       LABELS
webtest-b989c98c5-9xbg7   1/1       Running   0          1m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=654575471,version=1.0
$ kubectl describe pods/webtest-b989c98c5-9xbg7

$ kubectl exec -it webtest-b989c98c5-9xbg7 sh -c webtest
/usr/src/app # rm main.py
/usr/src/app # exit
$ kubectl get pods --show-labels
NAME                      READY     STATUS    RESTARTS   AGE       LABELS
webtest-b989c98c5-9xbg7   0/1       Running   0          4m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=654575471,version=1.0
$ kubectl describe pods/webtest-b989c98c5-9xbg7
...
Events:
  FirstSeen	LastSeen	Count	From			SubObjectPath			TypeReason			Message
  ---------	--------	-----	----			-------------			--------	------			-------
  6m		6m		1	default-scheduler					Normal		Scheduled		Successfully assigned webtest-b989c98c5-9xbg7 to minikube
  6m		6m		1	kubelet, minikube					Normal		SuccessfulMountVolume	MountVolume.SetUp succeeded for volume "default-token-f7lwn"
  1m		1m		7	kubelet, minikube	spec.containers{webtest}	Warning		Unhealthy		Readiness probe failed: cat: can't open '/usr/src/app/main.py': No such file or directory

  1m	1m	3	kubelet, minikube	spec.containers{webtest}	Warning	Unhealthy	Liveness probe failed: cat: can't open '/usr/src/app/main.py': No such file or directory

  6m	1m	2	kubelet, minikube	spec.containers{webtest}	Normal	Pulled	Container image "labdocker/cluster:webservicelite_v1" already present on machine
  6m	1m	2	kubelet, minikube	spec.containers{webtest}	Normal	Created	Created container
  6m	1m	2	kubelet, minikube	spec.containers{webtest}	Normal	Started	Started container
  1m	1m	1	kubelet, minikube	spec.containers{webtest}	Normal	Killing	Killing container with id docker://webtest:Container failed liveness probe.. Container will be killed and recreated.
  
$ kubectl get pods --show-labels
NAME                      READY     STATUS    RESTARTS   AGE       LABELS
webtest-b989c98c5-9xbg7   1/1       Running   1          8m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=654575471,version=1.0
$ kubectl exec -it webtest-b989c98c5-9xbg7 sh -c webtest
/usr/src/app # ls -lh
/usr/src/app # exit

$ kubectl delete deployment/webtest
deployment "webtest" deleted

Part 2 - TCPSocketAction

$ kubectl apply -f webtest_deploy_liveness_readiness_port.yml
$ kubectl get pods --show-labels
NAME                       READY     STATUS    RESTARTS   AGE       LABELS
webtest-7546dd995b-fnkvq   1/1       Running   0          32s       environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=3102885516,version=1.0

# Change monitor port from 5000 to 3000
$ vim webtest_deploy_liveness_readiness_port.yml

$ kubectl apply -f webtest_deploy_liveness_readiness_port.yml
deployment "webtest" configured
$ kubectl get pods --show-labels
NAME                       READY     STATUS    RESTARTS   AGE       LABELS
webtest-56775d5f5b-km2rh   0/1       Running   0          5s        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=1233181916,version=1.0
webtest-7546dd995b-fnkvq   1/1       Running   0          2m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=3102885516,version=1.0

When using kubectl apply, it will create a new ReplicaSet. If the new one is not yet ready, the old is still running to keep uptime.

Events:
  FirstSeen	LastSeen	Count	From			SubObjectPath			TypeReason			Message
  ---------	--------	-----	----			-------------			--------	------			-------
  5m		5m		1	default-scheduler					Normal		Scheduled		Successfully assigned webtest-56775d5f5b-km2rh to minikube
  5m		5m		1	kubelet, minikube					Normal		SuccessfulMountVolume	MountVolume.SetUp succeeded for volume "default-token-f7lwn"
  5m		4m		2	kubelet, minikube	spec.containers{webtest}	Normal		Pulled			Container image "labdocker/cluster:webservicelite_v1" already present on machine
  5m		4m		2	kubelet, minikube	spec.containers{webtest}	Normal		Created			Created container
  5m		4m		2	kubelet, minikube	spec.containers{webtest}	Normal		Started			Started container
  4m		4m		1	kubelet, minikube	spec.containers{webtest}	Normal		Killing			Killing container with id docker://webtest:Container failed liveness probe.. Container will be killed and recreated.
  4m		3m		4	kubelet, minikube	spec.containers{webtest}	Warning		Unhealthy		Liveness probe failed: dial tcp 172.17.0.5:3000: getsockopt: connection refused
  4m		3m		13	kubelet, minikube	spec.containers{webtest}	Warning		Unhealthy		Readiness probe failed: dial tcp 172.17.0.5:3000: getsockopt: connection refused

$ kubectl delete deployment/webtest
deployment "webtest" deleted

Part 3 - HTTPGetAction

$ kubectl apply -f webtest_deploy_liveness_readiness_http.yml
deployment "webtest" created

$ curl -I http://192.168.99.100:32500
HTTP/1.0 200 OK
Content-Type: text/html; charset=utf-8
Content-Length: 113
Server: Werkzeug/0.12.2 Python/2.7.13
Date: Sun, 08 Jul 2018 09:23:28 GMT

# Edit file webtest_deploy_liveness_readiness_http.yml to change httpHeaders path from / to /init
$ vi webtest_deploy_liveness_readiness_http.yml
$ kubectl apply -f webtest_deploy_liveness_readiness_http.yml
deployment "webtest" configured
$ kubectl get pods --show-labels
NAME                       READY     STATUS    RESTARTS   AGE       LABELS
webtest-54bc78fc89-bffj4   0/1       Running   0          5s        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=1067349745,version=1.0
webtest-7786b88db9-cgvds   1/1       Running   0          3m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=3342644865,version=1.0

# Edit file webtest_deploy_liveness_readiness_port.yml to change httpHeaders path from /init to /
$ vi webtest_deploy_liveness_readiness_http.yml
$ kubectl apply -f webtest_deploy_liveness_readiness_http.yml
deployment "webtest" configured
$ kubectl get pods --show-labels
NAME                       READY     STATUS        RESTARTS   AGE       LABELS
webtest-54bc78fc89-bffj4   0/1       Terminating   4          1m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=1067349745,version=1.0
webtest-7786b88db9-cgvds   1/1       Running       0          5m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=3342644865,version=1.0
$ kubectl get pods --show-labels
NAME                       READY     STATUS    RESTARTS   AGE       LABELS
webtest-7786b88db9-cgvds   1/1       Running   0          5m        environment=development,module=WebServer,name=web,owner=Praparn_L,pod-template-hash=3342644865,version=1.0

$ kubectl delete deployment/webtest
deployment "webtest" deleted

Part 4 - Exec Probe for Readiness Probe

Use Case: Stop a deployment from accepting loads by make readiness probe failed.

Please note that we never delete the service as it works the same for every deployments. i.e. Service is totally separated from Deployment/Pods

Resource Management and HPA

Kubernetes can manage resource in 2 ways
- Container level configuration
  - Scope on Container unit independence
  - Use in case experiment/test purpose
  - etc
- Namespace level configuration
  - Scope on Pods and Container level
  - Create global limit and assign to namespace
  - Apply namespace to any Pods (Template Resource Limit)
What happen when Container resource exceed ?
- CPU
  - Container will not get CPU as it need and the free-slot of CPU was distributed to all container’s request with ratio
- Memory
  - Container was killed and restart it again

If not specified, the container gets default recourse size set in either Namespace or system.

Container level configuration
- CPU
  - Request:
    - XXXm(Unit: millicores) (Ratio: 1024)
    - 0.1= 100m
    - 1 CPU =
      - 1 vCPU (AWS)
      - 1 GCP (Google Cloud)
      - 1 Azure v Core
      - 1 Hyper thread (Bare Meterial)
    - Consider as “--cpu-share”
  - Limit:
    - XXXm(Unit: millicores) (Ratio:100000/1000: ~1000)
    - Consider as “--cpu-quota”
- Memory
  - Request:
    - XXX (Unit:Ki, Mi, Gi, Pi, Ei)
  - Limit
    - XXX (Unit:Ki, Mi, Gi, Pi, Ei)

Workshop 7: Resource Management and HPA

Install Addon Heapster

$ minikube addons enable heapster
heapster was successfully enabled
$ minikube addons open heapster

This addon does not have an endpoint defined for the 'addons open' command
You can add one by annotating a service with the label kubernetes.io/minikube-addons-endpoint:heapster
$ minikube addons list
- addon-manager: enabled
- coredns: disabled
- dashboard: enabled
- default-storageclass: enabled
- efk: disabled
- freshpod: disabled
- heapster: enabled
- ingress: disabled
- kube-dns: enabled
- metrics-server: disabled
- registry: disabled
- registry-creds: disabled
- storage-provisioner: enabled

Create Metric Server

$ git clone https://github.com/kubernetes-incubator/metrics-server.git
Cloning into 'metrics-server'...
remote: Counting objects: 6176, done.
remote: Compressing objects: 100% (21/21), done.
remote: Total 6176 (delta 7), reused 9 (delta 2), pack-reused 6152
Receiving objects: 100% (6176/6176), 6.48 MiB | 1.55 MiB/s, done.
Resolving deltas: 100% (2973/2973), done.
Checking out files: 100% (2430/2430), done.
$ cd metrics-server/
$ kubectl create -f deploy/1.8+/
clusterrolebinding "metrics-server:system:auth-delegator" created
rolebinding "metrics-server-auth-reader" created
apiservice "v1beta1.metrics.k8s.io" created
serviceaccount "metrics-server" created
deployment "metrics-server" created
service "metrics-server" created
clusterrole "system:metrics-server" created
clusterrolebinding "system:metrics-server" created

Part 1 - Container Level Configuration

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.7_Resource_Management/webtest_pod.yml
pod "webtest" created
$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.7_Resource_Management/cadvisor_deploy.yml
service "cadvisor" created
deployment "cadvisor" created
$ kubectl get pods --show-labels
NAME                        READY     STATUS    RESTARTS   AGE       LABELS
cadvisor-76c9899d7f-29t9d   1/1       Running   0          15s       environment=development,module=Monitor,name=cadvisor,owner=Praparn_L,pod-template-hash=3275455839,version=1.0
webtest                     1/1       Running   0          26s       environment=development,module=WebServer,name=web,owner=Praparn_L,version=1.0

Open cAdvisor at http://192.168.99.100:31000/containers/

Open a new session.

$ minikube ssh
$ export TERM=xterm
$ top

Open a new session and try to run md5 to generate load.

$ kubectl exec webtest -c webtest md5sum /dev/urandom

Describe using kubectl describe node

Allocated resources:
  (Total limits may be over 100 percent, i.e., overcommitted.)
  CPU Requests	CPU Limits	Memory Requests	Memory Limits
  ------------	----------	---------------	-------------
  915m (45%)	1 (50%)		176Mi (9%)	202Mi (10%)

Part 2 - Namespace Quota

Create a Namespace

$ kubectl create namespace webtest-namespace
namespace "webtest-namespace" created
$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.7_Resource_Management/webtest_quota.yml  --namespace=webtest-namespace
resourcequota "webtest-quota" created
$ kubectl describe namespace/webtest-namespace
Name:		webtest-namespace
Labels:		<none>
Annotations:	<none>
Status:		Active

Resource Quotas
 Name:			webtest-quota
 Resource		Used	Hard
 --------		---	---
 limits.cpu		0	4
 limits.memory		0	4Gi
 pods			0	4
 requests.cpu		0	1
 requests.memory	0	1Gi

No resource limits.

Create a Deployment

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.7_Resource_Management/webtest_deploy.yml   --namespace=webtest-namespace
service "webtest" created
deployment "webtest" created
$ kubectl get deployment/webtest --namespace=webtest-namespace
NAME      DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
webtest   1         0         0            0           9s
$ kubectl get rs --namespace=webtest-namespace
NAME                DESIRED   CURRENT   READY     AGE
webtest-77794cd4b   1         0         0         15s
$ kubectl get svc/webtest --namespace=webtest-namespace
NAME      CLUSTER-IP       EXTERNAL-IP   PORT(S)          AGE
webtest   10.108.193.222   <nodes>       5000:32500/TCP   19s
$ kubectl get pods --namespace=webtest-namespace
No resources found.

Check Why Deployment is Failed

$ kubectl describe rs --namespace=webtest-namespace
...
Events:
  FirstSeen	LastSeen	Count	From			SubObjectPath	Type	Reason		Message
  ---------	--------	-----	----			-------------	--------------		-------
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-xslcm" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-g7l8r" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-d4x77" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-hqvmd" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-5cnw7" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-wtz7d" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-wcrdt" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-mllxn" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		1m		1	replicaset-controller			WarningFailedCreate	Error creating: pods "webtest-77794cd4b-bvcx4" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory
  1m		26s		5	replicaset-controller			WarningFailedCreate	(combined from similar events): Error creating: pods "webtest-77794cd4b-f4cbc" is forbidden: failed quota: webtest-quota: must specify limits.cpu,limits.memory,requests.cpu,requests.memory

Create Limit Range

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.7_Resource_Management/webtest_limit.yml  --namespace=webtest-namespace
limitrange "webtest-limit" created
$ kubectl describe namespace/webtest-namespace
Name:		webtest-namespace
Labels:		<none>
Annotations:	<none>
Status:		Active

Resource Quotas
 Name:			webtest-quota
 Resource		Used	Hard
 --------		---	---
 limits.cpu		0	4
 limits.memory		0	4Gi
 pods			0	4
 requests.cpu		0	1
 requests.memory	0	1Gi

Resource Limits
 Type		Resource	Min	Max	Default Request	Default Limit	Max Limit/Request Ratio
 ----		--------	---	---	---------------	-------------	-----------------------
 Pod		cpu		200m	1	-		-		-
 Pod		memory		6Mi	1Gi	-		-		-
 Container	cpu		100m	1	200m		300m		-
 Container	memory		3Mi	1Gi	100Mi		200Mi		-

Redeploy

$ kubectl create -f https://raw.githubusercontent.com/praparn/kubernetes_20180701/master/WorkShop_1.7_Resource_Management/webtest_deploy.yml   --namespace=webtest-namespace
service "webtest" created
deployment "webtest" created
$ kubectl get deployment/webtest --namespace=webtest-namespace
NAME      DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
webtest   1         1         1            1           8s
$ kubectl get pods --namespace=webtest-namespace
NAME                      READY     STATUS    RESTARTS   AGE
webtest-77794cd4b-nnjzn   1/1       Running   0          55s
$ kubectl describe pods webtest-77794cd4b-nnjzn --namespace=webtest-namespace
...
    Limits:
      cpu:	300m
      memory:	200Mi
    Requests:
      cpu:		200m
      memory:		100Mi

Cleanup

$ kubectl delete deployments/webtest --namespace=webtest-namespace
deployment "webtest" deleted
$ kubectl get deployments
NAME       DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
cadvisor   1         1         1            1           39m
$ kubectl delete deployments/cadvisor
deployment "cadvisor" deleted

Horizontal Pod Autoscaling (HPA)

The scale is easy to operate with ”kubectl scale --replicas=XXX deployment/<name>” with single command
But..
- How can you scale meet up/down actual required ?
HPA will response for monitor workload on Pods (Now base on CPU) and automatic trigger deployment to scale-up application

Kubernetes is replacing Heapster with Metric server, but not yet completed. So Kubernetes is still supporting both.

Setup & Running First App

Replication and Deployment

Services

Day 1 - First Half

Day 1 - Second Half

Day 1 - Second Half (2)

Day 2 - First Half

Day 1 - Second Half (2)

Volume

Host Path

Workshop 5: Volume

Liveness and Readiness Probe

ExecAction

Workshop 6: Liveness and Readiness Probe

Part 1 - ExecAction

Part 2 - TCPSocketAction

Part 3 - HTTPGetAction

Part 4 - Exec Probe for Readiness Probe

Resource Management and HPA

Workshop 7: Resource Management and HPA

Install Addon Heapster

Create Metric Server

Part 2 - Namespace Quota

Create a Namespace

Create a Deployment

Check Why Deployment is Failed

Create Limit Range

Redeploy

Cleanup

Horizontal Pod Autoscaling (HPA)