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Pivot Patterns and Data Reshaping
Last Updated: April 13, 2026
Ashish Pratap Singh
11 min read
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Sample Data
The Pattern
Approach 1: Single-Dimension Pivot
Approach 2: Multi-Dimension Pivot
Approach 3: Matrix / Adjacency Pivot
Approach 4: Pivot + Window Functions
Approach 5: Unpivoting for Analysis
Cross-Tab Reporting Patterns
When to Use Each Approach
Common Mistakes
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