~/talk

Scaling live transactional data at the Tour de France

Talkat ScaleConf 2019 · on Wednesday, 2019-03-20· [data-engineering, web-performance]
slides:none on file

Dimension Data captures per-second GPS from 192 riders over a 900MHz mesh that piggybacks TV microwave links, demuxes at the finish, and pushes raw feed to broadcasters while sending analytics to a cloud in Amsterdam. A rented data-truck proves fragile (storm moves the technical zone), forcing cloud migration; Akamai offloads ~98% and the site scales to ~120,000 concurrent users. The pipeline hits 99.5% data coverage and achieves 500ms analytics latency. Race Center and TV visuals run live; ML models (IBM Watson) deliver an 80% break-catch predictor and an effort index used by commentators.

AI-written summary · about

  1. 0:00Introduction to Tour de France project
  2. 1:20ASO’s digital transformation goals
  3. 4:09Scaling challenges in the Tour
  4. 6:14Technical setup in mobile trucks
  5. 9:46Live data transmission solution
  6. 14:42Building the platform from scratch
  7. 16:48Telemetry data from bikes
  8. 21:19Data sources and analytics
  9. 27:02Machine learning for rider insights
  10. 31:20Visualizing race data effectively
  11. 35:12Predictive models for race outcomes
  12. 37:42Q&A session
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