Tag: data quality

Data

Data Observability Needs Product Thinking

Standard observability caught 78% of structural failures but only 11% of semantic failures. The undetected semantic failures caused 19x more business impact.

Jul 05, 2026

Data

The Data Quality Problem Is a Trust Problem

Data quality is a trust problem between producers and consumers. Organizations investing in relationship infrastructure resolve 73% more quality issues than those investing only in…

Jun 04, 2026

Data

Designing Data Pipelines for Machine Consumers

AI agents consume more analytical data than humans at 3 of 5 organizations I work with. Machine consumers require fundamentally different quality contracts.

May 16, 2026