Does your business suffer from dirty data buildup? Inaccurate, outdated customer records are bad for your bottom line - causing costly problems such as late or undeliverable shipments, fraud, and unhappy customers. Melissa’s 2023 catalog brings you sharp, smart data quality tools to keep your database free of dirty data. For 37+ years, we’ve helped thousands of businesses worldwide realize the true value of their data with solutions to keep it fresh, accurate, and up-to-date.