The Problem
Software creation accelerated. Confidence did not.
Modern applications combine frontend frameworks, APIs, cloud functions, authentication, databases, payments, deployment infrastructure and external services. A failure in one layer can affect the whole product.
Teams investigate those failures through separate browser consoles, network panels, backend logs, monitoring tools and test systems. Each tool can reveal a fragment. The developer still has to connect the evidence.
Testing should help a team understand what happened, not simply generate another failed result.




