Join rides and orders to find churn rate
Last updated: October 23, 2025
Quick Overview
Write a query joining rides and clicks to produce the combined churn rate.
Twilio
October 23, 202527
6
1,465 solved
Write a query joining rides and clicks to produce the combined churn rate.
Data manipulation questions at Twilio test your ability to work with real-world datasets. This Take-home Project question evaluates your SQL proficiency, understanding of data modeling, and ability to derive insights from raw data.
What the Interviewer Expects
- Use advanced SQL features: window functions, CTEs, subqueries
- Write efficient queries that avoid common performance pitfalls
- Handle complex data transformations with multiple joins and aggregations
- Discuss indexing strategy and query optimization
- Address data quality issues: duplicates, missing values, outliers
Key Topics to Cover
How to Approach This
- Clarify the schema and expected output format before writing queries.
- Use CTEs (WITH clauses) to break complex queries into readable steps.
- Consider window functions (ROW_NUMBER, RANK, LAG, LEAD) for ranking and sequential analysis.
- Watch for NULLs, duplicates, and edge cases in JOINs and GROUP BY.
- For pandas, prefer vectorized operations over row-by-row iteration.
Possible Follow-up Questions
- How would you optimize this query for a table with 100 million rows?
- What indexes would you create to support this query?
- What would you do if this query needs to run every 5 minutes?
- Can you rewrite this without using subqueries?
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Approach
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Solution Pattern
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