Data quality in 2026: revisit Great Expectations, Soda Core and Elementary before you trust another dashboard number

• Manoj Shukla
• November 7, 2026

When a dashboard loads and the chart looks clean, many teams treat the number as truth. The next habit is worse: if finance, sales and product argue about different figures, somebody opens a spreadsheet and “fixes” the number by hand for the meeting.