Scraping in the Real World: ExchangePulse, FeedbackSieve, and Anti-Bot Walls

Real-World Scraping Is Mostly Research

For the ExchangePulse and FeedbackSieve projects, the challenge was not “write Python” — it was:

• Understanding anti-bot mechanisms
• Respecting limits
• Keeping the pipeline reliable

Practical Tips

• Start with official APIs if they exist
• Use headless browsers only when necessary
• Add jitter and backoff to your requests
• Log HTTP status codes, not just content