A hard Pipeline Design interview practice problem on DataDriven. Write and execute real pipeline design code with instant grading.

Domain

Pipeline Design

Difficulty

hard

Seniority

L5

Problem

We run a bike-share network across dozens of cities and need to predict hourly bike demand at each station so we can pre-position bikes before rush hour. The raw data comes from multiple city operators and external sources in different schemas and formats. Design the end-to-end pipeline from raw ingestion through to model-ready features.

Summary

Bikes in, bikes out. The city needs to predict demand.

Practice This Problem

Solve this Pipeline Design problem with real code execution. DataDriven runs your solution and grades it automatically.