I want machine learning, but definitely not to identify information off of a gif. Websites are too dynamic for that to really be feasible. Say I want to scrape

I want machine learning, but definitely not to identify information off of a gif. Websites are too dynamic for that to really be feasible. Say I want to scrape plane ticket prices. Getting the info off the page once you're there is the easy part. The hard part is figuring out how to navigate the website. I don't want to do the annoying manual work of programming page traversal. I want to be able to make a ML bot that does it for me. That way no matter how often they change the interface, all I have to do is re-run the ML.