SQL Learning Hub
SQL PARTITION BY
SQL PARTITION BY
Learn how to use PARTITION BY to segment your data for powerful window function calculations
Understanding SQL PARTITION BY
PARTITION BY is a powerful clause used within window functions to divide rows into groups (partitions) for calculations. Unlike GROUP BY which collapses rows, PARTITION BY maintains all rows while performing calculations within each partition.
Basic Syntax
Common PARTITION BY Interview Questions
- What's the difference between PARTITION BY and GROUP BY?
- How can you calculate percentages within groups using PARTITION BY?
- When would you use multiple columns in a PARTITION BY clause?
- How can you find the most viewed video for each user using PARTITION BY?
Using PARTITION BY with Different Functions
1. Aggregate Functions with PARTITION BY
Use PARTITION BY with aggregate functions to calculate totals and averages within groups.
2. Ranking Functions with PARTITION BY
Combine PARTITION BY with ranking functions to rank rows within groups.
3. Multiple Partition Columns
Use multiple columns in PARTITION BY for more granular grouping.
Advanced PARTITION BY Examples
Example 1: User Engagement Analysis
Analyze user engagement patterns across different time periods:
Example 2: Content Performance Metrics
Compare video performance against channel averages:
Best Practices for PARTITION BY
1. Choose Partition Columns Carefully
Select partition columns that create meaningful groups for your analysis. Too many partition columns can lead to small, less meaningful groups, while too few may not provide enough granularity.
2. Consider Performance
Large partitions can impact query performance. Consider these tips:
- Index columns used in PARTITION BY clauses
- Avoid creating too many small partitions
- Filter data before applying window functions
3. Combine with ORDER BY Wisely
When using PARTITION BY with ORDER BY, ensure the sort order makes sense for your analysis:
- Use ORDER BY for running totals and moving averages
- Consider both ASC and DESC ordering based on your needs
- Include multiple columns in ORDER BY for consistent results
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