Scrapy is the best tool for structured, large-scale web scraping tasks.

Implement a distributed scraping system using Scrapy Clusters or Apache Kafka to handle high volumes of requests.

Use SQLAlchemy with Pandas to load your scraped data into more complex SQL databases like PostgreSQL or MySQL.

Sometimes you can parse the initial HTML for a JSON object that contains all the data, instead of scraping the rendered page.

Implement a timeout handler in your code to ensure your scraper doesn’t crash when a request takes too long.