Ask HN: How to aggregate product info from other websites

Any input on the best way to aggregate product information from various websites would be much appreciated. Most of the websites I would like to aggregate lack any APIs that I could use to track prices and things of that nature.

I have zero experience web scraping of any kind so any direction would be helpful. Before I start digging I figured HNers may have some invaluable advice.