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Grafana & Friends Munich
OpenTelemetry and Kafka: from front- to backend with OpenTelemetry
$ whoami - Sebastian
Sebastian Poxhofer
SRE @ N26 & Freelancer
Github: @secustor
Open Source Enthusiast & Contributor
Agenda
- Context
- Concepts
- Lookout
- Demo
- QA
Why should I care?
What’s out there? / The state of observability
- Microservices lead to a more complex debugging process
- OSS
- Observability pillars are separated
- Proprietary products
- Heavy vendor lock in, especially if SDKs are used
- Public clouds
- Mostly support only their own products
- Limited imports available
- Product changes require system redesigns
- Metadata is not standardized
Origins
One protocol to rule them all
The pillars of observability (signals):
- Traces ( GA )
- Metrics ( GA )
- Logs ( Protocol is stable )
The container for monitoring?
But why OpenTelemetry and not Y?
- Semantic conventions for metadata
- Open standard
- Supported by :
- 300+ companies
- 2,000+ contributors
- 100,000+ contributions in the last year
- CNCF ( incubating )
- FAANG ( MAANA? 🤔) + M
CONCEPTS
Distributed traces
- Trace
- TraceId
- Span
- SpanId
- ParentSpanId
- Attributes
- Start- and Endtime
- Events
- Timestamp
- Attributes
- Baggage
- Attributes
Context propagation
- HTTP/2
- GRPC
- Messaging
- Depends on instrumentation
- Kafka
- RabbitMQ
- ...
Metrics
- Metrics
- Name
- Attributes
- Value type ( integer, float, … )
- Unit of measurement
- Types
- Sum
- Gauge
- Histogram
- Exponential Histogram
Logs
- Severity
- TraceData ( TraceId & SpanId )
- Timestamp
- Attributes
- Fields of structured logs
- Exception data
- Body
Components
- Open Telemetry Protocol ( OTLP )
- SDKs
- Instrumentation libraries
- Auto instrumentation
- Manual instrumentation
- Collector
- Kubernetes Operator
- Specification ( standards for metadata )
Instrumentations
Supported Languages:
- Golang
- Java
- JavaScript/TypeScript
- .NET
- Swift
- C++
- Python
- ...
Distributions:
- Core
- Contrib
- Instrumentation
The collector pipeline
Collector components
Receiver:
- OTLP
- AWS ( xRay, Container
Insights )
- GCP ( Sub & Span)
- Jaeger/Zipkin
- Prometheus
- Filelog
- Kafka
- …
Processor:
- Batch
- MemoryLimiter
- GroupByAttribute
- GroupByTrace
- Filter
- SpanMetrics
- K8Attributes
- ...
Exporter:
- OTLP
- AWS ( xRay, CloudWatch, …)
- GCP
- AzureMonitor
- Jaeger/Zipkin
- Kafka
- Loki
- Splunk
- …
What’s next?
Status
- Auto instrumentation available
- Java
- JS
- Python
- Ruby
- Opentelemetry Operator in development
- Java, Python, NodeJS agent injection possible
- Horizontal autoscaling for Prometheus ingestion
- Prometheus CRD support
Lookout
- Agent Management Protocol
- eBPF tracing
- Profiling signal
- .NET auto instrumentation
Links
- Instrumentations: https://opentelemetry.io/registry/
- Collector
- Receivers:
https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver
- Exporters:
https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/exporter
- Demo: https://github.com/open-telemetry/opentelemetry-demo
Demo
Q&A

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OpenTelemetry: From front- to backend (2022)

  • 1. Grafana & Friends Munich OpenTelemetry and Kafka: from front- to backend with OpenTelemetry
  • 2. $ whoami - Sebastian Sebastian Poxhofer SRE @ N26 & Freelancer Github: @secustor Open Source Enthusiast & Contributor
  • 3. Agenda - Context - Concepts - Lookout - Demo - QA
  • 4. Why should I care?
  • 5. What’s out there? / The state of observability - Microservices lead to a more complex debugging process - OSS - Observability pillars are separated - Proprietary products - Heavy vendor lock in, especially if SDKs are used - Public clouds - Mostly support only their own products - Limited imports available - Product changes require system redesigns - Metadata is not standardized
  • 7. One protocol to rule them all The pillars of observability (signals): - Traces ( GA ) - Metrics ( GA ) - Logs ( Protocol is stable )
  • 8. The container for monitoring?
  • 9. But why OpenTelemetry and not Y? - Semantic conventions for metadata - Open standard - Supported by : - 300+ companies - 2,000+ contributors - 100,000+ contributions in the last year - CNCF ( incubating ) - FAANG ( MAANA? 🤔) + M
  • 11. Distributed traces - Trace - TraceId - Span - SpanId - ParentSpanId - Attributes - Start- and Endtime - Events - Timestamp - Attributes - Baggage - Attributes
  • 12. Context propagation - HTTP/2 - GRPC - Messaging - Depends on instrumentation - Kafka - RabbitMQ - ...
  • 13. Metrics - Metrics - Name - Attributes - Value type ( integer, float, … ) - Unit of measurement - Types - Sum - Gauge - Histogram - Exponential Histogram
  • 14. Logs - Severity - TraceData ( TraceId & SpanId ) - Timestamp - Attributes - Fields of structured logs - Exception data - Body
  • 15. Components - Open Telemetry Protocol ( OTLP ) - SDKs - Instrumentation libraries - Auto instrumentation - Manual instrumentation - Collector - Kubernetes Operator - Specification ( standards for metadata )
  • 16. Instrumentations Supported Languages: - Golang - Java - JavaScript/TypeScript - .NET - Swift - C++ - Python - ... Distributions: - Core - Contrib - Instrumentation
  • 18. Collector components Receiver: - OTLP - AWS ( xRay, Container Insights ) - GCP ( Sub & Span) - Jaeger/Zipkin - Prometheus - Filelog - Kafka - … Processor: - Batch - MemoryLimiter - GroupByAttribute - GroupByTrace - Filter - SpanMetrics - K8Attributes - ... Exporter: - OTLP - AWS ( xRay, CloudWatch, …) - GCP - AzureMonitor - Jaeger/Zipkin - Kafka - Loki - Splunk - …
  • 20. Status - Auto instrumentation available - Java - JS - Python - Ruby - Opentelemetry Operator in development - Java, Python, NodeJS agent injection possible - Horizontal autoscaling for Prometheus ingestion - Prometheus CRD support
  • 21. Lookout - Agent Management Protocol - eBPF tracing - Profiling signal - .NET auto instrumentation
  • 22. Links - Instrumentations: https://opentelemetry.io/registry/ - Collector - Receivers: https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver - Exporters: https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/exporter - Demo: https://github.com/open-telemetry/opentelemetry-demo
  • 23. Demo
  • 24. Q&A