Join products and orders to find cumulative sum

Last updated: November 23, 2025

Quick Overview

Write a query joining products and products to produce the combined cumulative sum.

Rippling
Data Manipulation (SQL/Python)
Data Scientist
Rippling
November 23, 2025
Data Scientist
Technical Screen
Data Manipulation (SQL/Python)
Hard

31

7

1,970 solved


Write a query joining products and products to produce the combined cumulative sum.

Data manipulation questions at Rippling test your ability to work with real-world datasets. This Technical Screen question evaluates your SQL proficiency, understanding of data modeling, and ability to derive insights from raw data.

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
Data cleaning and transformation
JOIN types and when to use each
Date/time manipulation
Index optimization and query performance
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 indexes would you create to support this query?
  • How would you validate the correctness of your query results?
  • How would you handle this if the data was spread across multiple databases?
  • What would you do if this query needs to run every 5 minutes?
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Practice SQL Problems
Sample Answer
Problem Understanding

To solve the problem, we need to understand the data structure involved. We have two tables: products and orders. The products table contains information about different products, including thei...

Approach
  1. Identify the Join: We need to perform an INNER JOIN between the products and orders tables using the product ID to combine relevant details.
  2. Select Required Fields: From the joined ...

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