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From 1 to 1010 Traces:
Getting Up to Speed With
Distributed Tracing
spoons@lightstep.com (aka Daniel Spoonhower)
CTO and Co-founder, LightStep
@save_spoons
What are 10 billion traces good for?
What does your software look like?
Network connections fail… and programming with failure is hard
- Doesn’t matter if you’re using microservices, functions, …
Production is different (for better or worse)
- Version skew
- Configuration differences
- Scale
Problems occur at service boundaries
Tracing is a diagnostic that reveals…
… how a set of services coordinate to handle individual user requests
… from mobile or browser to backends to databases (end-to-end)
… including metadata (logs, tags, other annotations)
Provides a request-centric view that explains performance problems
Distributed Tracing 101
Trace
- Represents an end-to-end request
- Consists of 1 to 1000s of spans
Span
- Represents some work done by a single service
- Timed event + metadata
Terminology
start
duration
finish
service
operation
Sound good?
????
https://opentracing.io/registry/
start
finish
operation
Aside: how does it work?
Sampling?
Storage?
Analysis?
So far:
- Defined the basics of distributed tracing
- Showed an example of how it can explain a performance problem
- Described what you need to do to start tracing
Next:
- How do you get more value from distributed tracing?
Checking in
But what about… $$$?
… Or just finding the logs you need
Who would like more logging?
Puts each log entry in context
Assigns relative value to each entry
Solution: attach logs to each trace
Key-value pairs associated with
spans
- enable search, aggregation
Tags
http.status_code=200
error=true
release=2019-01-16
host=10.1.221.36
customer_id=vf4hzgwp
request_id=3877433638511
Cardinality = number of different values for a tag
“I heard I should be careful with tags”
Most tracing tools don’t put limits on cardinality
Cardinality
Trace = 1..N spans
Span = {
Start, Finish
Service, Operation
Logs, Tags
}
Putting it all together
overloaded host
big customer
Tracing means following requests end-to-end
But finding the root cause often requires comparing requests
- What makes this request unique?
- What makes it similar to others?
End-to-end and in context
100% coverage?
- Not necessarily: lots of value from front-end proxies, key services
Your tool reflects what you already know about your application
- ... and reveals something new
Success criteria
Connections offer important clues to identifying performance problems
- Where (unexpected) failures occur
- Where misaligned assumptions are surfaced
Distributed tracing follows those connections
Observing service-to-service connections in
production
Questions?
@save_spoons
@lightstephq
lightstep.com
Lightstep webinar  jan 30, 2019

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Lightstep webinar jan 30, 2019

  • 1. From 1 to 1010 Traces: Getting Up to Speed With Distributed Tracing spoons@lightstep.com (aka Daniel Spoonhower) CTO and Co-founder, LightStep @save_spoons
  • 2. What are 10 billion traces good for?
  • 3. What does your software look like?
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  • 9. Network connections fail… and programming with failure is hard - Doesn’t matter if you’re using microservices, functions, … Production is different (for better or worse) - Version skew - Configuration differences - Scale Problems occur at service boundaries
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  • 11. Tracing is a diagnostic that reveals… … how a set of services coordinate to handle individual user requests … from mobile or browser to backends to databases (end-to-end) … including metadata (logs, tags, other annotations) Provides a request-centric view that explains performance problems Distributed Tracing 101
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  • 15. Trace - Represents an end-to-end request - Consists of 1 to 1000s of spans Span - Represents some work done by a single service - Timed event + metadata Terminology start duration finish service operation
  • 18. Aside: how does it work? Sampling? Storage? Analysis?
  • 19. So far: - Defined the basics of distributed tracing - Showed an example of how it can explain a performance problem - Described what you need to do to start tracing Next: - How do you get more value from distributed tracing? Checking in
  • 20. But what about… $$$? … Or just finding the logs you need Who would like more logging?
  • 21. Puts each log entry in context Assigns relative value to each entry Solution: attach logs to each trace
  • 22. Key-value pairs associated with spans - enable search, aggregation Tags http.status_code=200 error=true release=2019-01-16 host=10.1.221.36 customer_id=vf4hzgwp request_id=3877433638511
  • 23. Cardinality = number of different values for a tag “I heard I should be careful with tags” Most tracing tools don’t put limits on cardinality Cardinality
  • 24. Trace = 1..N spans Span = { Start, Finish Service, Operation Logs, Tags } Putting it all together
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  • 27. Tracing means following requests end-to-end But finding the root cause often requires comparing requests - What makes this request unique? - What makes it similar to others? End-to-end and in context
  • 28. 100% coverage? - Not necessarily: lots of value from front-end proxies, key services Your tool reflects what you already know about your application - ... and reveals something new Success criteria
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  • 30. Connections offer important clues to identifying performance problems - Where (unexpected) failures occur - Where misaligned assumptions are surfaced Distributed tracing follows those connections Observing service-to-service connections in production