Job postings data is one of the best leading indicators of labor market conditions. You don't need an expensive data subscription to get it.

JobSpy is a Python package that scrapes job listings from LinkedIn, Indeed, Glassdoor, Google, and ZipRecruiter in a single call.

The output is a Pandas dataframe, ready for analysis.

Checkout the GitHub repo: