~/talk

Daniele Montesi & Emanuele Viglianisi

Talkat Big Data Conference Europe 2022 · 2022-11-23..11-24· [data-visualization]
links:none on file
slides:none on file

Scalable platform Zero2Hero runs on Azure and Databricks ingesting ~0.5 TB/day through Event Hubs into bronze/silver/gold Delta tables with ~200 ETL pipelines and ~2 minute data velocity. Pipeline extracts 500+ user features and computes labels, exposes two Databricks notebooks (feature impact and user-journey impact), and reports examples like a ~38 percentage-point uplift for a high-kilometre cohort and combined journeys summing to roughly a 50 percentage-point increase; CRM experiments confirm causation for at least one journey.

AI-written summary · about

  1. 0:00Scalable data platform intro
  2. 1:41Runtastic and its data challenges
  3. 3:29Company strategy and vision
  4. 6:05Data sources and architecture
  5. 9:23Zero to Hero project overview
  6. 12:34Engagement metrics and segmentation
  7. 17:52Zero to Hero framework analysis
  8. 21:24Implementation and pipelines
  9. 27:05Solution value and CRM insights
  10. 32:28Correlation vs causation
  11. 34:36Conclusions and impact
  12. 35:19Q&A
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