I recently needed to scrape a cost of living calculator for data. To save time I wrote a Python program that would pull the data for all the cities. It was my first case of scrapping a website in Python. I used Beautiful Soup as I had heard other data scientists mention using this in a podcast. The documentation provided by the developers is well written and easy to follow. It is hosted on GitHub in the cgr-work repository.