Calculate cumulative sum per region

Last updated: January 23, 2026

Quick Overview

Write a query to compute cumulative sum grouped by region, handling edge cases like nulls and duplicates.

Waymo
Data Manipulation (SQL/Python)
Data Scientist
Waymo
January 23, 2026
Data Scientist
Phone Screen
Data Manipulation (SQL/Python)
Hard

4

0

4,627 solved


Write a query to compute cumulative sum grouped by region, handling edge cases like nulls and duplicates.

Waymo asks this during the Phone Screen 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
Index optimization and query performance
NULL handling and COALESCE
Pandas vectorized operations and groupby
JOIN types and when to use each
Subqueries and correlated subqueries
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
  • What would you do if this query needs to run every 5 minutes?
  • How would you handle this if the data was spread across multiple databases?
  • How would you handle slowly changing dimensions in this scenario?
  • Can you rewrite this without using subqueries?
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