The Parazun Blog

A news parser built in Python runs a real-time aggregator against 4 sources (Reuters, AP, BBC RSS, Hacker News) at 60-second latency — here's the scraping pipeline (feed + HTML fallback), the NLP layer that does dedup + entity extraction + sentiment, the 3 deduplication strategies (MinHash, SimHash, embedding cosine), and the rate-limit settings that keep you below the source's detection threshold.

Discover how to build custom APIs for seamless scraped data integration, boosting your business's competitive edge. Learn best practices, common challenges, and real-world examples in this comprehensive guide.

Discover how to effectively manage proxies in web scraping to avoid IP bans and rate limiting. Learn practical proxy management techniques, rotation strategies, and more.

The Amazon Reviews API exposes 3 endpoints (GetReviews, GetReviewRatings, GetReviewMetadata) with 60-day freshness cutoff. Here's the per-endpoint setup, the 3 rate-limit tiers, and the 2024 deprecation timeline that points at the PA-API / ASIN-based replacement.

Learn how to extract data from JSON APIs for web scraping with our comprehensive guide. Discover practical steps, best practices, and troubleshooting tips to master this technique and improve your data extraction efficiency. Perfect for both beginners and intermediate users.

Discover how to optimize web scraper performance with advanced parallel processing techniques. Learn about multithreading, multiprocessing, asyncio, and aiohttp libraries to enhance your web scraping speed and efficiency. Boost your data extraction capabilities with practical tips and best practices for Python-based web scraping.