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

Last updated: May 16, 2026

Quick Overview

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

Datadog
Data Manipulation (SQL/Python)
Data Scientist
Datadog
May 16, 2026
Data Scientist
Technical Screen
Data Manipulation (SQL/Python)
Medium

53

0

472 solved


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

Datadog 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
Window functions (ROW_NUMBER, RANK, LAG, LEAD)
Date/time manipulation
Index optimization and query performance
JOIN types and when to use each
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
  • 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?
  • How would you optimize this query for a table with 100 million rows?
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