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Sven Bernhardt
SEPTEMBER 2022
● O11y Challenges
● Solution strategy
● Use Cases
● Conclusion
Agenda
O11y Challenges
Cloud-native - the new normal
Traditional approach
Monolithic architecture
Cloud-native approach
Microservice architecture
● Dynamic infrastructures
● Hybrid/Multi-Cloud scenarios
● Microservices/Serverless architectures
● Containerized application workloads
● Kubernetes as default application runtime
● Automated CI/CD tool chain
From centralized application architectures to decentralized ones
Architectures become distributed
Implementing Observability is key to gather needed information
Prepare for the unknown
● Goal: Learn as much as possible about your apps
● Collect data about
○ what happens in an app (Logs)
○ how apps are performing (Metrics)
○ how a request is processed (Traces)
Consistence & efficiency challenge
1
2
3
O11y - levels:
(1) Edge
(2) App-2-App
(3) In-App
Solution strategy
● Kong Plugins to emit respective data
○ HTTP / TCP Log
○ Prometheus
○ Zipkin
● Kong EE provides more information OOTB (Vitals)
○ # API calls (per API resource)
○ # Errors / Successful requests
○ …
● Gateway might be deployed as
○ Kubernetes Ingress Controller
○ Standalone Gateway (on VM or Bare Metal)
Using Kong API Gateway
Collecting data at the edge level
● Kuma Observability policies are used to emit needed
data
○ TrafficLog
○ TrafficMetrics
○ TrafficTrace
● Metrics data can be collected for Data and Control plane
● Insights into Mesh topology with Service Map
● Options for Mesh Gateway
○ Kong
○ Kubernetes Gateway API (if operated on K8s)
Using Kuma / Kong Mesh
Collecting data at the App-level
● Component usage:
○ Visualization: Grafana
○ Logging: Loki (Log Shipping: FluentD / FluentBit / Promtail)
○ Metrics: Prometheus (for long-term storage Cortex / Thanos)
○ Tracing: Tempo
○ Alerting: Prometheus Alert Manager
● Operating models
○ Self-managed on-prem
○ Grafana SaaS offering
Using Grafana Stack to create a 360 degree view
Analyzing and monitoring the data
Conceptual O11y architecture
● Flexible, cloud-agnostic approach
○ Independent of architecture and platform
■ VM / Bare Metal
■ Containers / K8s
■ Cloud / On-prem
○ Easily extensible
● Completely based on Open Source
● Declarative approach (no code changes)
Based on Kong and Grafana
Use Cases
● Goals:
○ Transparency to data usage
○ Using o11y data to being able to analyze and optimize data
access and processing
■ Ingestion
■ Processing
■ Analysis
● Solution blueprint:
○ Pure on-prem scenario
○ Kong for Kubernetes EE
○ Kuma (Multi-Zone Mesh with mixed workloads)
○ Grafana Stack for Monitoring (App-level)
Insights to data access and processing in a Data Lake scenario
Scenario #1: Data APIs
● Goals:
○ Transparency about data usage
○ Monitor overall platform state (not only infra)
○ Insight to data flows with respect to state &
performance
● Solution blueprint:
○ Hybrid scenario (On-prem / AWS)
○ Kong for Kubernetes OSS (Multiple Data Planes)
○ Kuma (currently not yet implemented, but planned)
○ Grafana Stack for Monitoring (App-level)
Insights to cloud-native integration flows
Scenario #2: Modernisation
Conclusion
● Mindset change needed (similar to DevOps)
● Challenges to find
○ Right tool stack
○ Questions to answer (Unknown unknowns)
● Important things are
○ O11y should be thought of from the beginning and is not limited to application runtime
○ Collecting as much insights as possible
○ Using the collected data to learn about application behaviour
… it’s more than just technology
Consistent O11y strategy is critical
● Visibility in distributed application landscapes is key for successful managing such environments
● Kong’s platform components allows to setup a declarative O11y approach that is
○ Flexibel
○ Extensible
○ Not limited to Microservices, as Legacy apps could also be instrumented respectively
○ Based completely on Open Source
● Grafana Stack can be used to create 360 degree view to every heterogenous application landscape
Key takeaways
Thank you!

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Torch the light - Implementing Observability for Microservice Architectures

  • 2. ● O11y Challenges ● Solution strategy ● Use Cases ● Conclusion Agenda
  • 4. Cloud-native - the new normal Traditional approach Monolithic architecture Cloud-native approach Microservice architecture
  • 5. ● Dynamic infrastructures ● Hybrid/Multi-Cloud scenarios ● Microservices/Serverless architectures ● Containerized application workloads ● Kubernetes as default application runtime ● Automated CI/CD tool chain From centralized application architectures to decentralized ones Architectures become distributed
  • 6. Implementing Observability is key to gather needed information Prepare for the unknown ● Goal: Learn as much as possible about your apps ● Collect data about ○ what happens in an app (Logs) ○ how apps are performing (Metrics) ○ how a request is processed (Traces)
  • 7. Consistence & efficiency challenge 1 2 3 O11y - levels: (1) Edge (2) App-2-App (3) In-App
  • 9. ● Kong Plugins to emit respective data ○ HTTP / TCP Log ○ Prometheus ○ Zipkin ● Kong EE provides more information OOTB (Vitals) ○ # API calls (per API resource) ○ # Errors / Successful requests ○ … ● Gateway might be deployed as ○ Kubernetes Ingress Controller ○ Standalone Gateway (on VM or Bare Metal) Using Kong API Gateway Collecting data at the edge level
  • 10. ● Kuma Observability policies are used to emit needed data ○ TrafficLog ○ TrafficMetrics ○ TrafficTrace ● Metrics data can be collected for Data and Control plane ● Insights into Mesh topology with Service Map ● Options for Mesh Gateway ○ Kong ○ Kubernetes Gateway API (if operated on K8s) Using Kuma / Kong Mesh Collecting data at the App-level
  • 11. ● Component usage: ○ Visualization: Grafana ○ Logging: Loki (Log Shipping: FluentD / FluentBit / Promtail) ○ Metrics: Prometheus (for long-term storage Cortex / Thanos) ○ Tracing: Tempo ○ Alerting: Prometheus Alert Manager ● Operating models ○ Self-managed on-prem ○ Grafana SaaS offering Using Grafana Stack to create a 360 degree view Analyzing and monitoring the data
  • 12. Conceptual O11y architecture ● Flexible, cloud-agnostic approach ○ Independent of architecture and platform ■ VM / Bare Metal ■ Containers / K8s ■ Cloud / On-prem ○ Easily extensible ● Completely based on Open Source ● Declarative approach (no code changes) Based on Kong and Grafana
  • 14. ● Goals: ○ Transparency to data usage ○ Using o11y data to being able to analyze and optimize data access and processing ■ Ingestion ■ Processing ■ Analysis ● Solution blueprint: ○ Pure on-prem scenario ○ Kong for Kubernetes EE ○ Kuma (Multi-Zone Mesh with mixed workloads) ○ Grafana Stack for Monitoring (App-level) Insights to data access and processing in a Data Lake scenario Scenario #1: Data APIs
  • 15. ● Goals: ○ Transparency about data usage ○ Monitor overall platform state (not only infra) ○ Insight to data flows with respect to state & performance ● Solution blueprint: ○ Hybrid scenario (On-prem / AWS) ○ Kong for Kubernetes OSS (Multiple Data Planes) ○ Kuma (currently not yet implemented, but planned) ○ Grafana Stack for Monitoring (App-level) Insights to cloud-native integration flows Scenario #2: Modernisation
  • 17. ● Mindset change needed (similar to DevOps) ● Challenges to find ○ Right tool stack ○ Questions to answer (Unknown unknowns) ● Important things are ○ O11y should be thought of from the beginning and is not limited to application runtime ○ Collecting as much insights as possible ○ Using the collected data to learn about application behaviour … it’s more than just technology Consistent O11y strategy is critical
  • 18. ● Visibility in distributed application landscapes is key for successful managing such environments ● Kong’s platform components allows to setup a declarative O11y approach that is ○ Flexibel ○ Extensible ○ Not limited to Microservices, as Legacy apps could also be instrumented respectively ○ Based completely on Open Source ● Grafana Stack can be used to create 360 degree view to every heterogenous application landscape Key takeaways