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Orchestrating success

Talkat PyData Amsterdam 2025 · 2025-09-24..09-26· [data-visualization, databases]
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Vinted coordinates over 20 decentralized data teams handling petabytes by building a Python generator on top of Apache Airflow that renders DAGs from a simple scheduleuler YAML, emits DAG files to GCS, and enforces contracts via a centralized asset registry. DBT models, Vertex AI jobs and dockerized tasks become validated in CI, SLOs map to Airflow sensor timeouts, external task sensors manage cross-team dependencies, and generator versioning lets the platform upgrade by rolling forward rather than changing every repo.

AI-written summary · about

  1. 0:00Orchestrating success at Vinted
  2. 3:33Monolithic data pipeline challenges
  3. 7:05Decentralizing teams with coordination
  4. 8:32Generator in practice
  5. 16:18Developer workflow and CI/CD
  6. 21:57Automated alerts and downstream tasks
  7. 24:01Centralized abstraction benefits
  8. 25:26Q&A
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