Building a Search Engine at Scale: Why Content Quality Beats Technology

This technical retrospective challenges a common assumption: search quality depends far more on data quality than on the tool itself. Even with advanced indexing capabilities, the real breakthrough came from enforcing metadata standards at write-time, implementing strategic category filtering, and building resilience through automatic fallback mechanisms—lessons applicable to any large-scale information retrieval system.