Build Charts from SQL

The best charts usually come from queries that already return tidy, intention-revealing output.

Prepare the result

• Use stable labels.
• Keep one metric meaning per column.
• Add ordering in SQL when the chart depends on it.
• Aggregate before charting when possible.