Knowledge Hub

Data Quality & Observability with Agentic AI

Know when a value is wrong — and when a pipeline is broken.

Why data quality rules and pipeline observability are two complementary disciplines, and how agentic AI agents that profile, measure, detect, diagnose, and govern data health close the full range of ways bad data reaches a decision.

See the 4DAlert product Start with Fundamentals

Fundamentals

What it is, why it matters, and how it works.

Glossary

A-Z technical reference.

Learning Guide

How to plan and roll it out.

Architecture Guide

Reference design for engineers.