Join messages and events to find rolling 7-day average

Last updated: December 6, 2025

Quick Overview

Write a query joining messages and orders to produce the combined rolling 7-day average.

SentinelOne
Data Manipulation (SQL/Python)
Data Scientist
SentinelOne
December 6, 2025
Data Scientist
Phone Screen
Data Manipulation (SQL/Python)
Easy

274

0

1,338 solved


Write a query joining messages and orders to produce the combined rolling 7-day average.

This question from SentinelOne's Phone Screen 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
  • Write syntactically correct SQL with proper JOIN and WHERE clauses
  • Use GROUP BY and aggregate functions appropriately
  • Handle NULL values correctly in your queries
  • Explain the query execution plan at a high level
Key Topics to Cover
Subqueries and correlated subqueries
Date/time manipulation
Aggregate functions and GROUP BY
NULL handling and COALESCE
Common Table Expressions (CTEs)
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 handle this if the data was spread across multiple databases?
  • How would you handle slowly changing dimensions in this scenario?
  • What would you do if this query needs to run every 5 minutes?
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