Testing tells you if data passed checks. Observability tells you why it failed and what else might be affected.
Observability applies the principles from software engineering (logs, metrics, traces) to data systems. You monitor not just pipelines but the data itself.
Senior roles expect you to build observable systems. You should detect anomalies, trace lineage, and respond to incidents without manual investigation.