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Synthetic PoP Performance and Scaling

By Rong Zhu Shang posted Thu August 24, 2023 05:33 AM

  

Co-Authors

Rong Zhu Shang(shangrz@cn.ibm.com) - Developer for Instana Synthetic PoP

Hai Jun Xu (xuhjbj@cn.ibm.com) - Developer for Instana Synthetic PoP

Rui Yin (yinrui@cn.ibm.com) - Tech lead for Instana Synthetic

About Instana Synthetic PoP

Synthetic PoP (Point of presence) is the agent where the synthetic tests are run. It consists of controller, Redis, HTTP playback engine, JavaScript playback engine, and Browser playback engine. 

Performance Testing to Plan the PoP Configuration

Performance testing is done on a single PoP to determine the number of tests each playback engine can run. The tests results give you some directions on how to configure the Synthetic PoP based on your requirements. However, the test results are only for reference. The conditions in the production environment may largely vary. The number of tests is only indicative. You may increase or decrease the number of tests and PoP resources to achieve best results depending on your requirements. The capacity is different for playback engines. Synthetic PoP may become overloaded when you run more tests. In some cases, customers may want to reduce the resources of a PoP because of a small quantity of tests. 

This blog post tries to help you with answers for the following questions:

  • How to customize a PoP configuration?
  • How to check whether a PoP is overloaded?
  • How to troubleshoot when a PoP is overloaded?

Test Cases for Evaluating PoP Performance

The following configurations were defined for the test cases:

  • HTTP Ping (or API simple) test: The response time is under 200 milliseconds, interval is 1 minute.
  • API script test : The response time is under 800 milliseconds, interval is 1 minute. The test involves running 5 HTTP calls.
  • Browser script test: The response time is under 20 seconds, interval is 5 minutes.
  • Open http://www.ibm.com with one click to open another page and assert new page title.

Synthetic PoP requires different configuration of resources due to the number of Synthetic tests. If the number of tests is less, you can use small configuration. Similarly, you can use large configuration when number of tests is large. If there is not a test type, you can disable the playback engine. 

The following playback engines are used for the tests: 

  • HTTP playback engine for API Simple test
  • JavaScript playback engine for API Script test
  • Browser playback engine for Browser test 

To disable one of the playback engines, add the option to the helm command:

--set browserscript.enabled=false  # disable browserscript engine
--set http.enabled=false           # disable http engine
--set javascript.enabled=false     # disable javascript engine

Monitor Synthetic PoP Using PoP Sensor

To check whether an engine is overloaded, you can use Synthetic PoP sensor. The sensor automatically checks Redis queue, scheduled tasks, and the test results to verify whether the pod is running normally. If a pod is overloaded, an overloaded event is triggered. You can see the event in the GUI. An overload event is shown in the following example.

To install a Synthetic PoP Sensor, refer to Monitoring Synthetic PoP

In Kubernetes, to make Synthetic PoP to handle more tests, use horizontal scaling or vertical scaling. 

  • Vertical scaling is adjusting the CPU and memory reservations for your Pods.  
  • Horizontal scaling is increasing the number of Pods in a deployment. 

If a PoP is overloaded, you can assign more CPU and memory resources or increase the replicas of Pods to handle more tests.

Vertical scaling

The Synthetic PoP configuration based on the number of tests is covered in the following table. The test configurations are described in the Test Cases for Evaluating PoP Performance section.

1. Small configuration

Test type

Number of tests

Test frequency in minutes

HTTP

500

1

API script

10

1

Browser script

2

5

Synthetic PoP configuration for small configuration is covered in the following table.

Resource Allocation

PoP Controller

Redis

Http engine

JavaScript engine

Browserscript engine

Total

CPU Request

100m

100m

200m

400m

2000m

2800m

CPU Limit

150m

150m

300m

600m

3000m

4200m

Memory Request

200Mi

50Mi

200Mi

200Mi

1000Mi

1650Mi

Memory Limit

300Mi

100Mi

300Mi

300Mi

1500Mi

2500Mi

 

To install a Synthetic PoP with a small configuration, run the following command:

helm install \
   … \
    --set browserscript.resources.limits.cpu=3000m \
    --set browserscript.resources.limits.memory="1500Mi" \
    --set browserscript.resources.requests.cpu=2000m \
    --set browserscript.resources.requests.memory="1000Mi" \
    --set controller.resources.limits.cpu=150m \
    --set http.resources.limits.cpu=300m \
    --set http.resources.limits.memory="300Mi" \
    --set http.resources.requests.cpu=200m \
    --set http.resources.requests.memory="200Mi" \
    --set javascript.resources.limits.cpu=600m \
    --set javascript.resources.limits.memory="300Mi" \
    --set javascript.resources.requests.cpu=400m \
    --set javascript.resources.requests.memory="200Mi" \
    --set controller.resources.limits.memory="300Mi" \
    --set controller.resources.requests.cpu=100m \
    --set controller.resources.requests.memory="200Mi" \
    --set redis.resources.limits.cpu="150m" \
    --set redis.resources.limits.memory="100Mi" \
    --set redis.resources.requests.cpu="100m" \
    --set redis.resources.requests.memory=50Mi

2. Medium configuration 

Medium configuration is the default resource configuration in PoP helm charts.

Test type

Number of tests

Test frequency in minutes

HTTP

1000

1

API script

20

1

Browser script

5

5

Synthetic PoP configuration for medium configuration is covered in the following table.

Resource Allocation

PoP Controller

Redis

Http Engine

JavaScript engine

Browser script engine

Total

CPU Request

100m

100m

200m

600m

2000m

3000m

CPU Limit

150m

150m

300m

800m

4000m

5400m

Memory Request

200Mi

50Mi

200Mi

200Mi

2000Mi

2650Mi

Memory Limit

300Mi

100Mi

300Mi

300Mi

3000Mi

4000Mi

To install a Synthetic PoP with medium configuration, run this command:

helm install \
   … \
    --set browserscript.resources.limits.cpu=4000m \
    --set browserscript.resources.limits.memory="3000Mi" \
    --set browserscript.resources.requests.cpu=2000m \
    --set browserscript.resources.requests.memory="2000Mi" \
    --set controller.resources.limits.cpu=150m \
    --set controller.resources.limits.memory="300Mi" \
    --set controller.resources.requests.cpu=100m \
    --set controller.resources.requests.memory="200Mi" \
    --set http.resources.limits.cpu=300m \
    --set http.resources.limits.memory="300Mi" \
    --set http.resources.requests.cpu=200m \
    --set http.resources.requests.memory="200Mi" \
    --set javascript.resources.limits.cpu=800m \
    --set javascript.resources.limits.memory="300Mi" \
    --set javascript.resources.requests.cpu=600m \
    --set javascript.resources.requests.memory="200Mi" \
    --set redis.resources.limits.cpu="150m" \
    --set redis.resources.limits.memory="100Mi" \
    --set redis.resources.requests.cpu="100m" \
    --set redis.resources.requests.memory=50Mi

3. Large configuration

The large configuration is used for running a higher number of tests.

Test type

Number of tests

Test frequency in minutes

Steps

HTTP

2000

1

1

API script

40

1

5

Browser script

10

5

2 *

*Two webpages are accessed as part of the test and the webpage results are verified.

Synthetic PoP configuration for the large configuration is covered in the following table.

Resource Allocation

PoP Controller

Redis

Http engine

JavaScript engine

Browser script engine

Total

CPU Request

100m

100m

200m

800m

3000m

4200m

CPU Limit

150m

150m

300m

1000m

5000m

6600m

Memory Request

200Mi

50Mi

200Mi

200Mi

3000Mi

3650Mi

Memory Limit

300Mi

100Mi

300Mi

300Mi

4000Mi

5000Mi

To install a Synthetic PoP with a large configuration, run the command:

helm install \
   … \
    --set browserscript.resources.limits.cpu=5000m \
    --set browserscript.resources.limits.memory="4000Mi" \
    --set browserscript.resources.requests.cpu=3000m \
    --set browserscript.resources.requests.memory="3000Mi" \
    --set controller.resources.limits.cpu=150m \
    --set controller.resources.limits.memory="300Mi" \
    --set controller.resources.requests.cpu=100m \
    --set controller.resources.requests.memory="200Mi" \
    --set http.resources.limits.cpu=300m \
    --set http.resources.limits.memory="300Mi" \
    --set http.resources.requests.cpu=200m \
    --set http.resources.requests.memory="200Mi" \
    --set javascript.resources.limits.cpu=1000m \
    --set javascript.resources.limits.memory="300Mi" \
    --set javascript.resources.requests.cpu=800m \
    --set javascript.resources.requests.memory="200Mi" \
    --set redis.resources.limits.cpu="150m" \
    --set redis.resources.limits.memory="100Mi" \
    --set redis.resources.requests.cpu="100m" \
    --set redis.resources.requests.memory=50Mi

If a PoP has already installed, you can use helm upgrade command to only update the resource configuration without installing it again. The options for the helm upgrade and helm install commands are the same.

helm upgrade [options]

For vertical scaling, you need to configure CPU and memory. CPU/Memory for a single pod cannot be increased without limit. However, changing CPU and memory per playback engine is more flexible. For example, JavaScript playback engine is CPU intensive, so you can easily increase CPU instead of memory to support more API script workload.

Horizontal Scaling

Horizontal scaling requires increasing the Pods. Only one replica is available for each playback engine (HTTP, JavaScript, and Browser) by default. When one of playback engine is overloaded, you can scale up the engine replicas to handle more tests. The following example shows the default list of Synthetic Pods.

# kubectl get deploy
NAME                                          READY   UP-TO-DATE   AVAILABLE   AGE
synthetic-pop-browserscript-playback-engine   1/1     1            1           18d
synthetic-pop-controller                      1/1     1            1           19d
synthetic-pop-http-playback-engine            1/1     1            1           19d
synthetic-pop-javascript-playback-engine      1/1     1            1           19d
synthetic-pop-redis                           1/1     1            1           19d

In the example, all playback engines are ready. Only one playback engine is available by default.

Note: Only replica can be set for pop controller and Redis.

Scaling up JavaScript playback engine by using the Kubernetes command is shown in the following example.

Get the deployment of JavaScript playback engine, and then use kubectl scale deployment <deploy-name> --replicas=<num> command to update replicas.

# kubectl get deployment
NAME                                          READY   UP-TO-DATE   AVAILABLE   AGE
synthetic-pop-browserscript-playback-engine   1/1     1            1           18d
synthetic-pop-controller                      1/1     1            1           19d
synthetic-pop-http-playback-engine            1/1     1            1           19d
synthetic-pop-javascript-playback-engine      1/1     1            1           19d
synthetic-pop-redis                           1/1     1            1           19d

Set JavaScript playback engine replicas to 3.

# kubectl scale deployment synthetic-pop-javascript-playback-engine --replicas=3
deployment.apps/synthetic-pop-javascript-playback-engine scaled

Show pods list. The number Pods for JavaScript playback engine shown as 3.

# kubectl get pods
NAME                                                           READY   STATUS    RESTARTS   AGE
synthetic-pop-browserscript-playback-engine-658d59d896-g5hnf   1/1     Running   0          18d
synthetic-pop-controller-5659c78cc4-nsjjt                      1/1     Running   0          14d
synthetic-pop-http-playback-engine-c85c9d57f-jv5nz             1/1     Running   0          6d13h
synthetic-pop-javascript-playback-engine-6c5d488768-2s59c      1/1     Running   0          84s
synthetic-pop-javascript-playback-engine-6c5d488768-974cv      1/1     Running   0          42m
synthetic-pop-javascript-playback-engine-6c5d488768-zvj4m      1/1     Running   0          84s
synthetic-pop-redis-5cd4d547dc-prbs4                           1/1     Running   0          19d

Horizontal scaling is easier to handle compared to vertical scaling. However, in some cases CPU and memory might be wasted. For example, JavaScript playback engine is CPU intensive, increasing the number of Pods for JavaScript playback engine may result in the wastage of memory.

Achieve Optimum Performance by Effective Use of Scaling

To achieve optimum performance for Synthetic PoP, use vertical scaling or horizontal scaling or use these methods in combination based your requirements.

You can make effective use of scaling, if you have a basic understanding of the resources required to support your workload and knowledge on how to scale up or scale down resources. 

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