Write a query to find cumulative sum from transactions

Last updated: October 22, 2025

Quick Overview

Write a SQL query to calculate cumulative sum from the transactions table, considering nulls and duplicates.

Palantir
Data Manipulation (SQL/Python)
Data Scientist
Palantir
October 22, 2025
Data Scientist
Technical Screen
Data Manipulation (SQL/Python)
Hard

138

1

533 solved


Write a SQL query to calculate cumulative sum from the transactions table, considering nulls and duplicates.

Palantir asks this during the Technical 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
Common Table Expressions (CTEs)
Aggregate functions and GROUP BY
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 handle slowly changing dimensions in this scenario?
  • How would you optimize this query for a table with 100 million rows?
  • How would you handle this if the data was spread across multiple databases?
  • Can you rewrite this without using subqueries?
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