Self-Healing Data Observability in Converged Architectures

Modern Data 101 23 Mar 2026
As platforms become unified and AI-native, observability should evolve from alerting humans to autonomously remediating. What does self-aware, self-healing data quality look like inside a single platform?We’ll break it down to the details in this article.There is a question I return to every time I have designed any aspect of the data platform: What is the minimum thing this platform must do on its own for me to trust it?Not trust it in the benchmarking sense or the kind of trust that comes from a well-drawn architecture diagram that everyone nods at. I mean the kind of trust where a business stakeholder builds a decision on top of data and doesn’t feel the need to call an engineer first to verify it’s clean.That trust, in most orgs I have worked with, did not exist yet.