Beyond Display: Why Data Quality Is the Real Challenge in Building Business Data APIs

The article challenges the misconception that building with business data is primarily about elegant display. The true difficulty lies in data cleaning, validation, and quality assurance—converting messy public information into reliable, structured profiles. Modern business data APIs must return curated fields with confidence scores and source attribution, enabling developers to make informed trust decisions rather than blindly relying on raw data.