Write a query to find rolling 7-day average from impressions

Last updated: May 9, 2026

Quick Overview

Write a SQL query to calculate rolling 7-day average from the impressions table, considering nulls and duplicates.

Anduril
Data Manipulation (SQL/Python)
Data Scientist
Anduril
May 9, 2026
Data Scientist
Take-home Project
Data Manipulation (SQL/Python)
Hard

4

12

4,395 solved


Write a SQL query to calculate rolling 7-day average from the impressions table, considering nulls and duplicates.

Data manipulation questions at Anduril test your ability to work with real-world datasets. This Take-home Project 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
JOIN types and when to use each
Common Table Expressions (CTEs)
Subqueries and correlated subqueries
Data cleaning and transformation
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 validate the correctness of your query results?
  • How would you handle this if the data was spread across multiple databases?
  • How would you handle slowly changing dimensions in this scenario?
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