docker pull popdatabf/lite:latest docker run -p 8080:8080 popdatabf/lite Once running, navigate to localhost:8080 for a full-featured, free dashboard. If you want to begin using popdatabf free today, follow this practical guide:
Are you building a mobile app that needs population density? Or are you writing a research paper requiring age distribution charts? Knowing this helps you choose the right free method (API vs. Lite self-hosted). popdatabf free
However, if your project demands millisecond latency, guaranteed uptime, hyperlocal data (ZIP+4), or live population tracking, the free tier will feel restrictive. In that case, the paid PopDataBF Pro is a worthwhile investment. Knowing this helps you choose the right free method (API vs
Once logged in, navigate to the "Developer" dashboard. Click "Create New Key" and label it (e.g., "My Test App"). Copy this key immediately; it will only be shown once. In that case, the paid PopDataBF Pro is
Using a tool like curl or Postman, test the API: