Be extremely careful with this. Scraping the data in order to make your product work is one thing but then monetising the product based off the data scrape - you could find yourself in a lot of legal battles.
So be careful where you get the data from and how they feel about what you're doing with it (depending on the source). If in doubt just ask them :)