Compare salaries and hiring across countries with Glassdoor job data and Python"What does a data analyst earn in London compared to New York?" sounds like a question with an easy answer. In practice salary data is scattered across reports with different dates, definitions and sa2h ago · 10 min readatlasdata.hashnode.dev
Monitor Google Trends on a schedule (and stop fighting 429s)If you've tried polling Google Trends from a script, you know how it usually goes. pytrends works for a few requests, then you start getting 429 Too Many Requests, and the cron job writes empty files 9h ago · 9 min readatlasdata.hashnode.dev
Build a small job-market tracker with Google Jobs, Python and SQLiteGoogle Jobs (the job panel you get when you search "data engineer jobs in Austin") pulls together postings from LinkedIn, ZipRecruiter, company career sites, Glassdoor and many smaller boards. That ma9h ago · 7 min readatlasdata.hashnode.dev
Track a competitor's ads on Google, LinkedIn and TikTok with PythonGoogle, LinkedIn and TikTok all publish public ad libraries: the Google Ads Transparency Center, the LinkedIn Ad Library, the TikTok Ad Library (EU/EEA, Switzerland, the UK and Turkey). All three ar9h ago · 10 min readatlasdata.hashnode.dev