This is unfortunately the truth of the situation. I spent way too much time writing scrapers for Zillow and Redfin to guide home purchasing decisions, only to find out half the stuff listed for sale had been under contract for weeks, places listed with garage that had none, homes with pictures of pools and no pool in the data fields... just tons of errors in the data that no amount of vigilance could clean.