Data scraping for cold email personalization

Hi guys,
I am looking for free (ideally) data scraping tools that allow to pool data from LinkedIn profiles (example: specific jobs, starting date for a company etc.), Indeed job posts, Yelp and Google review and anything else that can be used for cold email bulk personalization.

Any suggestions what tools to use and how to automate it for large volume outreaches?

Thank you.

There is a tool called LinkedIn scrapper but its paid tool use google .. There are also free versions but with malware in them ..

Good luck

I use a tool called Apollo
works quiet well

For some general web scraping, you might want to check out tools like Scrapy or Beautiful Soup if you're comfortable with Python. Octoparse is another one that's more GUI-based. For LinkedIn specifically, tread carefully - they've been known to take legal action against scrapers.