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Observability
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Daniel Temme
May 06, 2024
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Observability
Talk from DevConf 2024
Daniel Temme
May 06, 2024
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Transcript
Making Observability Tangible with the help of test automation
None
(slides and references are available online) Why I f ind
the topic interesting O11y 101 (a brief intro and some ideas) A playground to experiment Agenda
https://unsplash.com/photos/time-lapse-photo-of-lighted-ferris-wheel-at-park-during-nighttime-WnADr2BG174
(Reenactment) A long time ago...
https://unsplash.com/photos/yellow-and-black-bird-on-brown-wooden-post-q77K0zIDTmI
https://unsplash.com/photos/photography-of-theater-chairs-e_RpjNyMgEM
https://web.archive.org/web/20110128133821/https://www.net f lix.com/
Please hold for a brief interruption https://unsplash.com/photos/white-and-red-plastic-packs-9FDI-_E29 f k
The o11y building blocks O`bservabilit | wc - l `y
• Metrics • Traces • Logs
Metrics • High rate of events, with low cardinality at
a reasonable cost • Gauges and counters (and distributions/histograms from those) • Think CPU load, temperature, durations, number of requests
Traces • Medium rate of events, supplement metrics • Durations
across systems • Think waterfall graphs and pro f ilers (which some APM tools now also include in trace data)
Logs • Lower rate of events for comparable cost to
metrics but with higher cardinality of related data • Ideally structured, ideally one line per service per request
Lower level questions What questions to ask? • which of
my hosts have high cpu load? • which service is giving a lot of 500 error responses? • where is the time spent on this queue processing an event?
Slightly broader questions What questions to ask? • when will
I run out of my error budget for my SLO? • how many items are we selling compared to the same time last month? • how many instances can we turn off?
Higher level questions What questions to ask? • how much
of our daily sales are from repeat customers? • how many streams do our customers play on average per month over time? • how much are we paying per request handled?
https://unsplash.com/photos/a-sign-that-is-on-the-side-of-a-hill-jCfDzOQ2-C8
Considerations A sample project • Needs to be actively maintained
• Needs to run locally • Needs to mostly maintain itself