Write a query to find time to first action from users

Last updated: August 25, 2025

Quick Overview

Write a SQL query to calculate time to first action from the users table, considering nulls and duplicates.

Rippling
Data Manipulation (SQL/Python)
Data Scientist
Rippling
August 25, 2025
Data Scientist
Technical Screen
Data Manipulation (SQL/Python)
Medium

4

15

2,100 solved


Write a SQL query to calculate time to first action from the users table, considering nulls and duplicates.

Rippling 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
  • 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
Common Table Expressions (CTEs)
Aggregate functions and GROUP BY
Data cleaning and transformation
Pandas vectorized operations and groupby
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 this if the data was spread across multiple databases?
  • What indexes would you create to support this query?
  • How would you validate the correctness of your query results?
  • Can you rewrite this without using subqueries?
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Sample Answer
Problem Understanding

To solve the problem, we need to analyze the users table which contains information about user actions. Our goal is to calculate the 'time to first action' for each user. This involves determining t...

Approach
  1. Identify Relevant Columns: We need the user ID, creation timestamp, and action timestamp from the users table.
  2. Handle Duplicates: Use a Common Table Expression (CTE) to select the firs...

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