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CloudRun:theriseofserverless
andcontainerization
WeAreDevelopers Live – Container Day - February, 2021
Márton Kodok
Google Developer Expert at REEA.net
● Among the Top3 romanians on Stackoverflow 185k reputation
● Google Developer Expert on Cloud technologies
● Crafting Web/Mobile backends at REEA.net
● BigQuery + Redis database engine expert
Slideshare: martonkodok
Twitter: @martonkodok
StackOverflow: pentium10
GitHub: pentium10
Cloud Run: the rise of serverless and containerization @martonkodok
About me
1. What is Serverless? What are Serverless pain points?
2. Cloud Run: Bringing serverless to containers
3. Demo
4. Best features, practical use cases
5. The rise of serverless and containerization with Cloud Run
6. Conclusions
Agenda
Cloud Run: the rise of serverless and containerization @martonkodok
What is Serverless
Cloud Run: the rise of serverless and containerization @martonkodok
Operational
Model
Programming
Model
No Infra Management Managed Security Pay only for usage
Service-based Event-driven Open
Serverless pain points
Containers
Cloud Run: the rise of serverless and containerization @martonkodok
.js .rb .go
.py .sh …
0 1 0
1 0 0
1 1 1
Any language
Any Library
Any Binary
Ecosystem of base images
Cloud Run
Cloud Run
Cloud Run: the rise of serverless and containerization @martonkodok
Container to
production in
seconds
Natively
Serverless
One experience,
where you want it
Serverless compute options
Cloud Run: the rise of serverless and containerization @martonkodok
Serverless
functions
Source-based
HTTP and Events
Cloud
Functions
Serverless
applications
Source-based
HTTP and async
App
Engine
Serverless
HTTP workloads
Containers
HTTP and async
Cloud
Run
@martonkodok
Code,
build & run
Demo #1
Serverless containers, where you want them
Cloud Run: the rise of serverless and containerization @martonkodok
Cloud Run (fully managed)
• Fully serverless
• No cluster to manage
• Pay for what you use
Cloud Run for Anthos
• Serverless developer experience
• Runs in your GKE cluster or on premise
Cloud Run: Pay-per-use
Cloud Run: the rise of serverless and containerization @martonkodok
CPU / Memory / Requests 100ms
Cloud Run: Pay-per-use
Cloud Run: the rise of serverless and containerization @martonkodok
Cloud Run Managed: Pricing
Cloud Run: the rise of serverless and containerization @martonkodok
“ Cloud Run
King of Serverless Compute?
Cloud Run: the rise of serverless and containerization @martonkodok
Cloud Run: King of Serverless Compute?
Cloud Run: the rise of serverless and containerization @martonkodok
Legacy FaaS solutions restricts you to use the tools provided
Flexibility to bring any dependencies/binaries to your application
Regardless of the language/runtime of your code
Eg: under a Node runtime, you can run a useful Golang binary
1/Dependencies
Cloud Run: King of Serverless Compute?
Cloud Run: the rise of serverless and containerization @martonkodok
Serverless tools make the promise of emulator (prod compatible environment)
Containers make the testing experience more consistent
Code and dependencies being packaged together
Eg: resulting a fewer “Works on my machine” moments
2/Testing
Cloud Run: King of Serverless Compute?
Cloud Run: the rise of serverless and containerization @martonkodok
Serverless tools don’t provide canary deployments (subset of traffic)
Allow traffic controls across revisions of a service
Label your services for gradual-rollout-strategy (--no-traffic, candidate, latest)
Eg: resulting an automated way to gradually roll out new versions of your Cloud Run services
3/Traffic Controls
Cloud Run: King of Serverless Compute?
Cloud Run: the rise of serverless and containerization @martonkodok
FaaS platforms are a vendor lock in, constraints on execution environment
Containers, containers, containers - your own environment
Ability to deploy anywhere (on premise, on VM, on Cloud Run, on Kubernetes, on GCP, AWS, Azure etc..)
Eg: resulting a service that doesn’t have a vendor lock in
4/Portability
Study by @BretMcG at * Serverless Days Milano 2019
Practical use cases
1. Use a leaner base image (alpine, distroless, scratch for statically linked binary)
2. Use global scope (declare global variable, cache, reduce latency)
Mitigating cold starts
Cloud Run: the rise of serverless and containerization @martonkodok
3. IntroducingCloudRun:Minimuminstances
Costs: 10times less than regular price
gcloud beta run services update SERVICE --min-instances MIN-VALUE
gcloud beta run deploy --image IMAGE_URL --min-instances MIN-VALUE
Minimum Instances
Cloud Run: the rise of serverless and containerization @martonkodok
spec:
template:
metadata:
annotations:
autoscaling.knative.dev/minScale: 'MIN-INSTANCE'
CLI
UI
YAML
1. When no requests, scales down to 0. (costs savings)
2. Each service can scale by default to 1000 container instances (can be increased)
3. Each container instance can handle up to 250 simultaneous requests (!YAY websockets)
Note: 1000*250 => 250 000 simultaneous requests
Autoscaling
Cloud Run: the rise of serverless and containerization @martonkodok
1. FaaS frameworks have fixed concurrency of 1
2. Cloud Run enables you to set concurrency (default 80, can be increased up to 250)
3. Risks! How a free trial experiment ended with a $72,000 bill overnight.
Concurrency
Cloud Run: the rise of serverless and containerization @martonkodok
Common errors:
➔ Uncontrolled retries, Loops (failing tests, missing backoff)
➔ Unwanted traffic (consider using Identity-Aware Proxy, Cloud Endpoint Service)
➔ Reduce concurrency
➔ DDOS (consider using Cloud-Armor, Load Balancer)
Cloud Run: Concurrency case study
Cloud Run: the rise of serverless and containerization @martonkodok
Concurrency=1 Clients: 400
Request=3
Concurrency=80 Clients: 400 Request=3
520
instances
150
instances
External HTTPs Load Balancer
Cloud Run: the rise of serverless and containerization @martonkodok
Multi-Region Load Balancing with Cloud Run
Cloud Run: the rise of serverless and containerization @martonkodok
WebSockets
Whiteboard demo
Demo #3
git clone https://github.com/socketio/socket.io.git
cd socket.io/examples/whiteboard/
gcloud beta run deploy whiteboard --source=.
Conclusion
Cloud Run: the rise of serverless and containerization @martonkodok
1. Simple UI and CLI to quickly deploy/manage services
2. Integration with CloudCode, CloudBuildand for continuousdeployments
3. Fast autoscaling - out-of-the-box scaledowntozero
4. Redundancy - services are replicated across multiplezones
5. HTTPS URLs - out-of-the-box stable HTTPS endpoint - customdomains
6. Enables invocation by HTTP/2, WebSockets and gRPC
Enhanced developer experience
Cloud Run: the rise of serverless and containerization @martonkodok
Thank you.
Slides available on:
slideshare.net/martonkodok
Reea.net - Integrated web solutions driven by creativity
to deliver projects.

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Cloud Run: the rise of serverless and containerization

  • 1. CloudRun:theriseofserverless andcontainerization WeAreDevelopers Live – Container Day - February, 2021 Márton Kodok Google Developer Expert at REEA.net
  • 2. ● Among the Top3 romanians on Stackoverflow 185k reputation ● Google Developer Expert on Cloud technologies ● Crafting Web/Mobile backends at REEA.net ● BigQuery + Redis database engine expert Slideshare: martonkodok Twitter: @martonkodok StackOverflow: pentium10 GitHub: pentium10 Cloud Run: the rise of serverless and containerization @martonkodok About me
  • 3. 1. What is Serverless? What are Serverless pain points? 2. Cloud Run: Bringing serverless to containers 3. Demo 4. Best features, practical use cases 5. The rise of serverless and containerization with Cloud Run 6. Conclusions Agenda Cloud Run: the rise of serverless and containerization @martonkodok
  • 4. What is Serverless Cloud Run: the rise of serverless and containerization @martonkodok Operational Model Programming Model No Infra Management Managed Security Pay only for usage Service-based Event-driven Open
  • 6. Containers Cloud Run: the rise of serverless and containerization @martonkodok .js .rb .go .py .sh … 0 1 0 1 0 0 1 1 1 Any language Any Library Any Binary Ecosystem of base images
  • 8. Cloud Run Cloud Run: the rise of serverless and containerization @martonkodok Container to production in seconds Natively Serverless One experience, where you want it
  • 9. Serverless compute options Cloud Run: the rise of serverless and containerization @martonkodok Serverless functions Source-based HTTP and Events Cloud Functions Serverless applications Source-based HTTP and async App Engine Serverless HTTP workloads Containers HTTP and async Cloud Run
  • 11. Serverless containers, where you want them Cloud Run: the rise of serverless and containerization @martonkodok Cloud Run (fully managed) • Fully serverless • No cluster to manage • Pay for what you use Cloud Run for Anthos • Serverless developer experience • Runs in your GKE cluster or on premise
  • 12. Cloud Run: Pay-per-use Cloud Run: the rise of serverless and containerization @martonkodok CPU / Memory / Requests 100ms
  • 13. Cloud Run: Pay-per-use Cloud Run: the rise of serverless and containerization @martonkodok
  • 14. Cloud Run Managed: Pricing Cloud Run: the rise of serverless and containerization @martonkodok
  • 15. “ Cloud Run King of Serverless Compute? Cloud Run: the rise of serverless and containerization @martonkodok
  • 16. Cloud Run: King of Serverless Compute? Cloud Run: the rise of serverless and containerization @martonkodok Legacy FaaS solutions restricts you to use the tools provided Flexibility to bring any dependencies/binaries to your application Regardless of the language/runtime of your code Eg: under a Node runtime, you can run a useful Golang binary 1/Dependencies
  • 17. Cloud Run: King of Serverless Compute? Cloud Run: the rise of serverless and containerization @martonkodok Serverless tools make the promise of emulator (prod compatible environment) Containers make the testing experience more consistent Code and dependencies being packaged together Eg: resulting a fewer “Works on my machine” moments 2/Testing
  • 18. Cloud Run: King of Serverless Compute? Cloud Run: the rise of serverless and containerization @martonkodok Serverless tools don’t provide canary deployments (subset of traffic) Allow traffic controls across revisions of a service Label your services for gradual-rollout-strategy (--no-traffic, candidate, latest) Eg: resulting an automated way to gradually roll out new versions of your Cloud Run services 3/Traffic Controls
  • 19. Cloud Run: King of Serverless Compute? Cloud Run: the rise of serverless and containerization @martonkodok FaaS platforms are a vendor lock in, constraints on execution environment Containers, containers, containers - your own environment Ability to deploy anywhere (on premise, on VM, on Cloud Run, on Kubernetes, on GCP, AWS, Azure etc..) Eg: resulting a service that doesn’t have a vendor lock in 4/Portability
  • 20. Study by @BretMcG at * Serverless Days Milano 2019 Practical use cases
  • 21. 1. Use a leaner base image (alpine, distroless, scratch for statically linked binary) 2. Use global scope (declare global variable, cache, reduce latency) Mitigating cold starts Cloud Run: the rise of serverless and containerization @martonkodok 3. IntroducingCloudRun:Minimuminstances Costs: 10times less than regular price
  • 22. gcloud beta run services update SERVICE --min-instances MIN-VALUE gcloud beta run deploy --image IMAGE_URL --min-instances MIN-VALUE Minimum Instances Cloud Run: the rise of serverless and containerization @martonkodok spec: template: metadata: annotations: autoscaling.knative.dev/minScale: 'MIN-INSTANCE' CLI UI YAML
  • 23. 1. When no requests, scales down to 0. (costs savings) 2. Each service can scale by default to 1000 container instances (can be increased) 3. Each container instance can handle up to 250 simultaneous requests (!YAY websockets) Note: 1000*250 => 250 000 simultaneous requests Autoscaling Cloud Run: the rise of serverless and containerization @martonkodok
  • 24. 1. FaaS frameworks have fixed concurrency of 1 2. Cloud Run enables you to set concurrency (default 80, can be increased up to 250) 3. Risks! How a free trial experiment ended with a $72,000 bill overnight. Concurrency Cloud Run: the rise of serverless and containerization @martonkodok Common errors: ➔ Uncontrolled retries, Loops (failing tests, missing backoff) ➔ Unwanted traffic (consider using Identity-Aware Proxy, Cloud Endpoint Service) ➔ Reduce concurrency ➔ DDOS (consider using Cloud-Armor, Load Balancer)
  • 25. Cloud Run: Concurrency case study Cloud Run: the rise of serverless and containerization @martonkodok Concurrency=1 Clients: 400 Request=3 Concurrency=80 Clients: 400 Request=3 520 instances 150 instances
  • 26. External HTTPs Load Balancer Cloud Run: the rise of serverless and containerization @martonkodok
  • 27. Multi-Region Load Balancing with Cloud Run Cloud Run: the rise of serverless and containerization @martonkodok
  • 28. WebSockets Whiteboard demo Demo #3 git clone https://github.com/socketio/socket.io.git cd socket.io/examples/whiteboard/ gcloud beta run deploy whiteboard --source=.
  • 29. Conclusion Cloud Run: the rise of serverless and containerization @martonkodok
  • 30. 1. Simple UI and CLI to quickly deploy/manage services 2. Integration with CloudCode, CloudBuildand for continuousdeployments 3. Fast autoscaling - out-of-the-box scaledowntozero 4. Redundancy - services are replicated across multiplezones 5. HTTPS URLs - out-of-the-box stable HTTPS endpoint - customdomains 6. Enables invocation by HTTP/2, WebSockets and gRPC Enhanced developer experience Cloud Run: the rise of serverless and containerization @martonkodok
  • 31. Thank you. Slides available on: slideshare.net/martonkodok Reea.net - Integrated web solutions driven by creativity to deliver projects.