Write a query to find conversion rate from events

Last updated: April 21, 2026

Quick Overview

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

Mastercard
Data Manipulation (SQL/Python)
Data Scientist
Mastercard
April 21, 2026
Data Scientist
Technical Screen
Data Manipulation (SQL/Python)
Hard

590

7

3,414 solved


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

This question from Mastercard's Technical 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
  • 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
Window functions (ROW_NUMBER, RANK, LAG, LEAD)
Data cleaning and transformation
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
  • How would you handle this if the data was spread across multiple databases?
  • What indexes would you create to support this query?
  • How would you handle slowly changing dimensions in this scenario?
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