Scrapping web pages

(Not sure if this is the right forum. If not please close the question, by pointing me to right place)

I am interested in scrapping data from web pages of certain niche sites so that I can create aggregator api(s). What is the recommended approach and tools needed. I am looking to offer this api to third parties.