Write a query to find conversion rate from sessions

Last updated: April 22, 2026

Quick Overview

Write a SQL query to calculate conversion rate from the sessions table, considering nulls and duplicates.

Brex
Data Manipulation (SQL/Python)
Data Scientist
Brex
April 22, 2026
Data Scientist
Phone Screen
Data Manipulation (SQL/Python)
Medium

88

13

4,810 solved


Write a SQL query to calculate conversion rate from the sessions table, considering nulls and duplicates.

Data manipulation questions at Brex 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
Subqueries and correlated subqueries
Date/time manipulation
JOIN types and when to use each
Pandas vectorized operations and groupby
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
  • Can you rewrite this without using subqueries?
  • How would you optimize this query for a table with 100 million rows?
  • How would you handle slowly changing dimensions in this scenario?
  • How would you validate the correctness of your query results?
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