Stop throwing residential proxies at everything, your fingerprint is the actual problem
Aight, listen up, Imma keep it real with you. I know this is going to rub some people the wrong way, but I've been doing this long enough to feel confident saying it, most of you don't have a proxy problem, you have a fingerprint problem, and you're spending $200+/month on residential bandwidth to brute-force your way around it. I get it. Residential proxies feel like the safe default. The IP looks clean (for those who are checking by these fraud scores), it passes basic geo checks, and every provider markets them like they're the golden ticket. if your TLS fingerprint screams "Python requests library" or your browser automation is leaking navigator properties that no real Chrome session would ever have, it genuinely does not matter how pristine your IP is. Cloudflare, Akamai, DataDome, they all fingerprint the client now, not just the address. A burnt datacenter IP with a properly spoofed JA3 hash and realistic header order will outperform a fresh residential IP attached to a naked requests.get() call nine times out of ten. I ran a test a few weeks ago, across about 15 mid-sized e-commerce sites protected by Cloudflare. Datacenter proxies with curl-impersonate had a ~91% success rate. Residential proxies with default Python requests headers? Around 60%. The residential IPs were objectively "better" IPs, they just didn't matter because the request itself was the red flag. I think the proxy industry benefits from people not understanding this. The less you know about TLS fingerprinting and HTTP/2 header frames, the more bandwidth you burn through rotating IPs trying to find one that "works." That churn is literally their revenue model. Before you upgrade your proxy plan, spend an afternoon with curl-impersonate or look into how got-scraping handles fingerprint randomization. Learn what JA3 and JA4 fingerprints actually are and how to check yours against real browser signatures. You might find that the $30/month datacenter plan you dismissed does the job just fine once your client stops identifying itself as a bot on the first handshake. Now, I'm not saying residential proxies are useless, for account management, social media automation, and anything session-heavy where the IP itself gets scored over time, they're still the right call. But for scraping? Fix your fingerprint first. Then decide if you actually need the expensive IPs