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From "Keeping the Lights On" to "Designing the LEDs": A Detailed Review...

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Claims a three‑year transformation of 500+ production engineers into SREs with a defined North Star tenant framework, an internal SRE certification, and progressive career paths. Built an observability stack that stitches UETR sidecar traces across legacy mainframes and microservices, ingesting 28–82k docs/sec, tracing ~18k services, and processing ~10 billion DFT messages. Uses Spark + an ensemble of ML models (LSTM, isolation forest, Elastic) to predict failures, cuts alert noise from ~450k/month toward ~200k, and measurably drops MTTD/MTTR.

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  1. 0:00Introduction and context
  2. 3:53Transformation goals
  3. 6:51Defining the SRE framework
  4. 11:04People and development
  5. 17:37Process and reliability
  6. 29:38Tools and observability
  7. 40:06Key takeaways
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