If you’re trying to avoid it, rotating proxies are your best friend. It’s like changing disguises every few minutes so the website doesn’t realize it’s you hammering it with requests.
Also, keep your request intervals random—don’t be predictable like a robot. A little delay between requests can work wonders (plus, it keeps your IP from being slapped with a ban).