For massive datasets, I use a cloud database like MongoDB or AWS DynamoDB to store data as it’s scraped. This keeps it organized and accessible.

For sites with API-based logins, capturing the login request and sending the required headers manually works well. It’s faster than a full browser login.

With the Requests library, I set allow_redirects=True to automatically handle standard redirects. It’s a quick fix for simple cases.

Unexpected JavaScript changes can break scrapers. Tools like Playwright or Puppeteer, which handle dynamic content better, have been lifesavers here.

Parse the JSON data using libraries like Pandas or JSON in Python to extract the relevant fields.