~/talk

The Road To Data Mesh: BlaBlaCar’s 3-year Journey To Self-serve Data Analytics

Talkat Big Data LDN 2022 · 2022-09-21..09-22· [data-engineering]
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slides:none on file

BlaBlaCar spends three years moving from a central warehouse to a domain-oriented data mesh, pairing domain teams with a foundations team and using Monte Carlo for end-to-end observability; lineage helps untangle 10,000 tables, key-asset scoring drops thousands of unused tables, a marketing POC runs for three months and accelerates delivery, Monte Carlo installs in a two-week alerting setup, and investigation time falls from 200 hours a quarter toward near zero while ownership, contracts and SLOs remain works in progress.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:05About BlaBlaCar and roles
  3. 4:16Data’s role at BlaBlaCar
  4. 6:22Why data mesh at BlaBlaCar
  5. 8:33Tooling and governance in data mesh
  6. 11:00Data observability and quality challenges
  7. 14:05Discovering Monte Carlo
  8. 15:33BlaBlaCar’s data stack
  9. 17:41Monte Carlo’s lineage and key assets
  10. 19:48Measuring data quality improvements
  11. 21:12Data mesh unlocking new products
  12. 22:57Mesh teams and loan expert syndrome
  13. 24:01Audience Q&A on data quality
  14. 25:50Data quality ownership per domain
  15. 28:19Progress on data mesh principles
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