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DataOnCallEnv screenshot 1
Fig 1

DataOnCallEnv

RL environment for debugging data pipelines

Python
FastAPI
Hugging Face Spaces
Reinforcement Learning Benchmark

System Highlights

  • >Partial observability environment with simulated Airflow/dbt logs
  • >FastAPI backend (100+ SQL executions/session)
  • >Multi-metric reward system (4 signals)
  • >Reduced unnecessary queries by 25–30%
  • >Accepted by Meta Pytorch hackathon