Write a query to find DAU/MAU ratio from impressions

Last updated: May 11, 2026

Quick Overview

Write a SQL query to calculate DAU/MAU ratio from the impressions table, considering nulls and duplicates.

Adobe
Data Manipulation (SQL/Python)
Data Scientist
Adobe
May 11, 2026
Data Scientist
Phone Screen
Data Manipulation (SQL/Python)
Medium

86

13

2,573 solved


Write a SQL query to calculate DAU/MAU ratio from the impressions table, considering nulls and duplicates.

Data manipulation questions at Adobe test your ability to work with real-world datasets. This Phone Screen 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
Pandas vectorized operations and groupby
NULL handling and COALESCE
JOIN types and when to use each
Subqueries and correlated subqueries
Window functions (ROW_NUMBER, RANK, LAG, LEAD)
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 validate the correctness of your query results?
  • How would you handle this if the data was spread across multiple databases?
  • What indexes would you create to support this query?
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