Do make sure you have permission to scrape the website in question.
I make every effort to monitor for this activity at my day job, going so far as to strait up banning the IP address and sometimes, entire subnet of the offender. Bandwidth isn't cheap on large websites; nor is having our product stolen and stored somewhere else for all to download for free.