~/talk

Business transformation through data and ML

Talkat Amazon re:MARS 2022 · 2022-06-21..06-24· [data-engineering, machine-learning]
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PepsiCo ecommerce uses AWS and Provectus to build a cloud data platform (S3 Parquet, EKS/Kubernetes, Terraform, Airflow, DBT, Lambdas, SNS, Apache Superset) and a data-vault warehouse so teams launched two DTC business lines in less than 30 days (pantryshop.com, snacks.com), operationalized pipelines with GitOps and containerization, and deploy a marketing ROI engine that moves from monthly to weekly forecasts and covers all brands and geographies. Supply-chain tooling cuts chargeback investigation cost by 1–5%, the stack scales across domains and forces legacy decommissioning.

AI-written summary · about

  1. 0:00Introduction and context
  2. 2:55Strategic approach
  3. 5:41Management decisions
  4. 10:09Operational transformation
  5. 14:10Lean software development
  6. 17:07Data platform architecture
  7. 21:04Supply chain use cases
  8. 24:36Marketing and ROI engine
  9. 28:31Consumer analytics
  10. 30:21Platform technology stack
  11. 36:55Scaling and data modeling
  12. 42:11Lessons and culture
  13. 50:38Q&A and conclusion
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