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

Last updated: March 8, 2026

Quick Overview

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

Palantir
Data Manipulation (SQL/Python)
Data Scientist
Palantir
March 8, 2026
Data Scientist
Onsite
Data Manipulation (SQL/Python)
Medium

34

5

4,153 solved


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

This question from Palantir's Onsite tests practical data skills. The interviewer wants to see clean, efficient queries that handle edge cases like NULLs, duplicates, and large datasets.

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
JOIN types and when to use each
Pandas vectorized operations and groupby
Date/time manipulation
Index optimization and query performance
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?
  • What would you do if this query needs to run every 5 minutes?
  • How would you validate the correctness of your query results?
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