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Distributed tracing: State of affairs
Puneeth Nanjundaswamy,
Sr. Infrastructure Engineer
Microservices vs Monoliths
Microservices: Observability
Microservices at Uber
Ops hell
Observability in microservices
➢ Logging
➢ Application metrics
➢ Distributed tracing
Distributed tracing
Distributed tracing
➢ Aims to stitch metrics and logs together
➢ Traces a request through the system through all the
services
➢ Corresponding logs messages
➢ Corresponding metrics
Distributed tracing: advantages
➢ Distributed context propagation
➢ Distributed transaction monitoring
➢ Root cause analysis
➢ Service dependency analysis
➢ Performance / latency optimization
What is a trace?
Source: https:/
/www.jaegertracing.io/
What is a span?
Source: https:/
/opentracing.io/
What is a trace?
Distributed tracing
What is a span?
Tracer
➢ Start a span
➢ Inject span context
➢ Extract span context
➢ Set span tags
➢ Log structured data
➢ Set baggage item
➢ Finish a span
Auto instrumentation
Opentracing
Opentracing
The Opentracing API project is working towards creating more
standardized APIs and instrumentation for distributed tracing.
Opentracing compatible tracers
➢ CNCF Jaeger
➢ Appdash
➢ LightStep
➢ Instana
➢ Apache SkyWalking
➢ inspectIT
➢ stagemonitor
➢ Datadog
Jaeger tracer
Jaeger tracer: architecture
Source: https:/
/www.jaegertracing.io/
The good: Jaeger
➢ Clear opensource winner
➢ Adopted by CNCF
➢ Super fast and very negligible resource footprint for agent and
collector.
➢ Actively developed
➢ Backed by Uber
The bad: Jaeger
Not all features supported in all the clients
The ugly: Opentracing auto instrumentation
➢ No well maintained auto-instrumentation available for Node.js
➢ Opentracing-auto fork at Comtravo
➢ Python instrumentation libraries
➢ Node.js instrumentation libraries
Sampling can be controlled via Terraform
container_definition = <<DEFINITION
.
.
.
],
"environment" : [
{ "name" : "ENABLE_TRACING", "value" : "true" },
{ "name" : "CT_TRACER_SAMPLER_PARAM", "value" : "${var.production_env ? "0.01" : "0.1"}" },
{ "name" : "NODE_ENV", "value" : "production" },
.
.
.
DEFINITION
Opencensus
Opencensus
➢ Google’s “standard”
➢ Open source version of their census library
➢ Tracing and instrumentation both packaged and shipped
➢ Available features depend on the programming language
➢ Actively maintained
➢ Zpages
➢ Works with Jaeger storage and UI components
DEMO
FIN

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Distributed tracing