Optimize a slow query on rides

Last updated: September 7, 2025

Quick Overview

A query on rides is running slowly. Identify the bottleneck and optimize it.

Redfin
Data Manipulation (SQL/Python)
Data Scientist
Redfin
September 7, 2025
Data Scientist
Take-home Project
Data Manipulation (SQL/Python)
Hard

29

1

4,515 solved


A query on rides is running slowly. Identify the bottleneck and optimize it.

Redfin asks this during the Take-home Project because data engineering skills are critical for the role. You should be comfortable with complex joins, window functions, CTEs, and performance optimization.

What the Interviewer Expects
  • Solve complex analytical problems with elegant, readable SQL
  • Optimize queries for large-scale datasets with partitioning and indexing
  • Use recursive CTEs, lateral joins, and advanced window functions
  • Design the data model alongside the query solution
  • Discuss trade-offs between SQL and programmatic approaches (Python/pandas)
  • Consider the operational aspects: query scheduling, incremental processing
Key Topics to Cover
Pandas vectorized operations and groupby
Index optimization and query performance
Subqueries and correlated subqueries
Date/time manipulation
How to Approach This
  1. Clarify the schema and expected output format before writing queries.
  2. Use CTEs (WITH clauses) to break complex queries into readable steps.
  3. Consider window functions (ROW_NUMBER, RANK, LAG, LEAD) for ranking and sequential analysis.
  4. Watch for NULLs, duplicates, and edge cases in JOINs and GROUP BY.
  5. For pandas, prefer vectorized operations over row-by-row iteration.
Possible Follow-up Questions
  • How would you validate the correctness of your query results?
  • How would you handle this if the data was spread across multiple databases?
  • What indexes would you create to support this query?
  • What would you do if this query needs to run every 5 minutes?
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