data: monitoring to analytics to understanding // alexis le-quoc, datadog [firstmark's data...
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From monitoring…to analytics…to understandingData Driven NYC #41 - @alqhttp://dtdg.co/data-driven-nyc-41
#1: AggregateDatadog gathers performance data from all your application components.
#2: Visualize
#3: Alert
Your understanding is only as good as your monitoring
Massive increase of monitoring data
Here’s why: virtualization, distributed architectures & micro-services
Many more metrics
Overwhelming...
Premium on rate of changeUnlike the physical lines of production
Many more metrics…Changing much faster
Extract signal from noise
Extract signal from noiseWith signal processing and data science
Signal from noise: outliers
Signal from noise: outliers
Signal from noise: anomalies
For technical detailssee Pydata NYC 2015http://nyc2015.pydata.org/schedule/presentation/116/
Extract signal from noiseWith a better mental model
The importance of the model
Back to basicshttps://www.datadoghq.com/blog/monitoring-101-collecting-data/
Not all metrics are created equal
Simplify, simplify, simplify
Focus on metricsthat matter
Deal with massive increase of monitoring data with:(1) data science(2) education
Thanks!
We. Are. Hiring.datadoghq.com/jobs
Appendix
DASHBOARDSBuild Real-Time Interactive Dashboards
CORRELATIONSearch And Correlate Metrics And Events
See It All In One PlaceYour Servers, Your Clouds, Your Metrics, Your Apps, Your team. Together.
COLLABORATIONShare What You Saw, Write What You Did
METRIC ALERTSGet Alerted On Critical Issues
DEVELOPER APIInstrument Your Apps, Write New Integrations
See It All In One PlaceYour Servers, Your Clouds, Your Metrics, Your Apps, Your team. Together.