Best residential proxy APIs for large-scale web scraping
2 models · updated 2026-08-09
The verdict
Bright Data leads — All 2 models rank Bright Data the top pick.
As of 2026-08-09, Claude and Gemini collectively rank Bright Data #1 for residential proxy apis for large-scale web scraping on ModelsAgree — unanimous among the 2 models that have answered. The models' case: The category benchmark for scale — the largest ethically-sourced residential pool (150M+ IPs), the deepest tooling stack (Web Unlocker, Scraping Browser, rotating session. The models' main caveat: The most expensive and most complex option — steep per-GB rates, a sprawling console, and mandatory KYC make it overkill for small or casual scrapers. The strongest alternative is Oxylabs — The closest true peer to Bright Data for enterprise scale — very large clean pool, strong uptime and session stability, excellent geo/ASN targeting. Source: https://modelsagree.com/best/best-residential-proxy-apis-for-large-scale-web-scraping (modelsagree.com, CC BY 4.0).
Combined ranking
- 1Claude #1Gemini #1
The category benchmark for scale — the largest ethically-sourced residential pool (150M+ IPs), the deepest tooling stack (Web Unlocker, Scraping Browser, rotating session control, precise ASN/city/carrier targeting), the most mature compliance/KYC posture, and the highest success rates on hard anti-bot targets; assumes a "large-scale" buyer who values reliability and legal defensibility over raw price.
+ model takes & fixes− hide details
Claude The category benchmark for scale — the largest ethically-sourced residential pool (150M+ IPs), the deepest tooling stack (Web Unlocker, Scraping Browser, rotating session control, precise ASN/city/carrier targeting), the most mature compliance/KYC posture, and the highest success rates on hard anti-bot targets; assumes a "large-scale" buyer who values reliability and legal defensibility over raw price.
Gemini Offers unmatched global pool density (70M+ IPs), precise city/ASN targeting, and industry-leading success rates on heavily protected targets, assuming maximum scraping success rate on complex sites takes priority over raw bandwidth cost.
Where it falls shortper Claude The most expensive and most complex option — steep per-GB rates, a sprawling console, and mandatory KYC make it overkill for small or casual scrapers.
per Gemini Prohibitively expensive rates and rigorous compliance/KYC onboarding make it poorly suited for small teams or low-budget projects.
- 2Claude #2Gemini #2
The closest true peer to Bright Data for enterprise scale — very large clean pool, strong uptime and session stability, excellent geo/ASN targeting, its own Web Unblocker and dedicated account support; a near-tie with #1 on raw capability, edged out mainly on tooling breadth and pool size.
+ model takes & fixes− hide details
Claude The closest true peer to Bright Data for enterprise scale — very large clean pool, strong uptime and session stability, excellent geo/ASN targeting, its own Web Unblocker and dedicated account support; a near-tie with #1 on raw capability, edged out mainly on tooling breadth and pool size.
Gemini Features a 100M+ IP pool with exceptional uptime, sub-second response times, and enterprise SLAs, holding a near-tie with Bright Data on sheer speed and success rates for high-concurrency enterprise scraping.
Where it falls shortper Claude Premium enterprise pricing and a sales-led motion; the best terms sit behind commitments, so it's a poor fit for low-volume or self-serve buyers.
per Gemini High minimum spend commitments and premium pricing mean it is NOT for small-scale scrapers or sporadic, low-volume workloads.
- 3Claude #3Gemini #3
The value-for-scale sweet spot — strong pool quality and success rates at meaningfully lower per-GB cost than the top two, clean dashboard/API, and genuinely self-serve onboarding; the pragmatic default for the typical mid-scale practitioner who doesn't need the last few points of unblock rate.
+ model takes & fixes− hide details
Claude The value-for-scale sweet spot — strong pool quality and success rates at meaningfully lower per-GB cost than the top two, clean dashboard/API, and genuinely self-serve onboarding; the pragmatic default for the typical mid-scale practitioner who doesn't need the last few points of unblock rate.
Gemini Delivers the best overall value for the typical practitioner, providing fast response times across a 55M+ IP pool and clean self-serve access without requiring minimum monthly financial commitments.
Where it falls shortper Claude Smaller network and thinner enterprise features (SLAs, custom compliance, edge-case targeting) than #1/#2, so the very hardest targets and very largest jobs can outgrow it.
per Gemini Lacks built-in automated JavaScript rendering or advanced anti-bot bypass features at the base proxy level, requiring custom solver integration for aggressive anti-scraping targets.
- 4Claude —Gemini #4
Provides non-expiring bandwidth credits and clean, ethically sourced IPs at low cost per GB, making it uniquely ideal for asynchronous or intermittent large-scale scraping tasks where monthly data expiration creates waste.
+ model takes & fixes− hide details
Gemini Provides non-expiring bandwidth credits and clean, ethically sourced IPs at low cost per GB, making it uniquely ideal for asynchronous or intermittent large-scale scraping tasks where monthly data expiration creates waste.
Where it falls shortper Gemini Smaller overall IP pool size compared to top-tier providers leads to higher IP collision rates when performing high-concurrency scrapes in smaller geographic targets.
- 5Claude #4Gemini —
Best-in-class granular targeting on a rigorously cleaned pool — reliable city/ISP/carrier control, low proportion of dead IPs, and flexible flow-based plans that suit precise geo-sensitive scraping.
+ model takes & fixes− hide details
Claude Best-in-class granular targeting on a rigorously cleaned pool — reliable city/ISP/carrier control, low proportion of dead IPs, and flexible flow-based plans that suit precise geo-sensitive scraping.
Where it falls shortper Claude Per-GB pricing runs high for undifferentiated bulk traffic and the pool is smaller, so it's not the cheapest way to move raw volume.
- 6Claude #5Gemini —
Distinctive architecture — direct ISP-sourced residential/static-residential routing gives high speed, low latency, and unusually stable long-lived sessions, ideal for scraping that needs consistent IPs rather than aggressive rotation.
+ model takes & fixes− hide details
Claude Distinctive architecture — direct ISP-sourced residential/static-residential routing gives high speed, low latency, and unusually stable long-lived sessions, ideal for scraping that needs consistent IPs rather than aggressive rotation.
Where it falls shortper Claude Its edge is stability, not massive rotating diversity or breadth of tooling; buyers who need enormous IP churn or a full unblocker suite are better served elsewhere.
- 7Claude —Gemini #5
Delivers exceptionally low per-GB pricing alongside high-throughput REST API proxy management, providing superior budget efficiency for large-scale data extraction from standard web endpoints.
+ model takes & fixes− hide details
Gemini Delivers exceptionally low per-GB pricing alongside high-throughput REST API proxy management, providing superior budget efficiency for large-scale data extraction from standard web endpoints.
Where it falls shortper Gemini Pool diversity and IP reputation management are weaker against advanced anti-bot systems like Cloudflare or Akamai, making it unfit for highly defended targets.
Just missed the top 5
Claude Zyte — elite at unblocking via its Smart Proxy Manager/API, but it's a managed extraction/unblocker service more than a raw residential proxy API, so it competes in an adjacent category
Gemini Nimbleway — offers cutting-edge AI-driven IP rotation optimization, but high pricing and enterprise focus keep it just outside top general value picks
By model
Claude
- 1.Bright Data
- 2.Oxylabs
- 3.Decodo
- 4.SOAX
- 5.NetNut
Gemini
- 1.Bright Data
- 2.Oxylabs
- 3.Decodo
- 4.IPRoyal
- 5.Webshare
Common questions
What is the best residential proxy apis for large-scale web scraping according to AI models?
Bright Data leads. All 2 models rank Bright Data the top pick. The current top 3: Bright Data, Oxylabs, Decodo. Ranked by asking Claude, Gemini the same buying question and merging their top-5 picks, updated 2026-08-09. Source: modelsagree.com.
Which residential proxy apis for large-scale web scraping did each AI model pick first?
Claude: Bright Data. Gemini: Bright Data.
How is this residential proxy apis for large-scale web scraping ranking made?
Claude, Gemini are each asked the same buying question in a fresh session with no system steering. Their top-5 answers are merged (rank 1 = 5 pts … rank 5 = 1 pt) into the consensus ranking, re-polled on demand and tracked over time.
More on how polling works: full methodology →
Cite this ranking
ModelsAgree, “Best residential proxy APIs for large-scale web scraping” — merged ranking from ChatGPT, Claude, Gemini & Grok, polled 2026-08-09. https://modelsagree.com/best/best-residential-proxy-apis-for-large-scale-web-scraping (CC BY 4.0)
Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled on demand