~/talk

The Real-Time Analytics Stack

Talkat Jfokus 2023 · 2023-02-06..02-08· [data-engineering]
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slides:none on file

Argues a lean, cloud‑native RTA stack that replaces Lambda with a simple pipeline: events into Kafka, stream joins via Kafka Streams, materialized into Apache Pinot, and dashboards built with Streamlit. Demo generates ~51,000 orders, ~1,000 orders per minute and ~227,000,000 rupees revenue in the stream, shows real‑time joins (orders+products → enriched items) and low‑latency SQL queries updating every few seconds — the pipeline works end‑to‑end at interactive speeds.

AI-written summary · about

  1. 0:00Start
  2. 0:35What is Real-Time Analytics?
  3. 10:43The Real-Time Analytics Stack
  4. 11:32Event Producers
  5. 15:28Streaming Platform: Technology choices
  6. 18:32Stream Processor: Technology choices
  7. 21:02Serving Layer: Desired Properties
  8. 23:05Serving Layer: Technology choices
  9. 25:11Front End: Technology choices
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