Why Data Quality Is Becoming a Core Developer Experience Metric

In API-first systems, poor data quality (invalid emails, duplicate records, etc.) creates unpredictable bugs, forces defensive coding, and makes releases feel risky. This "hidden tax" consumes time and mental energy that should go to building features. The fix? Treat data quality as core infrastructure. By using real-time validation APIs at the point of ingestion, you create predictable systems, simplify business logic, and build developer confidence. This turns a vicious cycle of complexity into a virtuous cycle of velocity and better architecture. Bottom line: Investing in data quality isn't just operational hygiene—it's a direct investment in your team's ability to ship faster and with more confidence.