Best residential proxy APIs for large-scale web scraping
3 models · updated 2026-08-12
The verdict
Bright Data leads — 2 of 3 models rank Bright Data the top pick.
Not unanimous: Grok picks Oxylabs.
As of 2026-08-12, Claude, Gemini and Grok collectively rank Bright Data #1 for residential proxy apis for large-scale web scraping on ModelsAgree by aggregate score. 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 — Largest tested unique IP counts and top infrastructure success rates (99.93% global) in independent 2026 benchmarks, combined with deep geo/ASN. Not unanimous: Grok picks Oxylabs. Source: https://modelsagree.com/best/best-residential-proxy-apis-for-large-scale-web-scraping (modelsagree.com, CC BY 4.0).
Combined ranking
- 1Claude #1Gemini #1Grok #3
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.
Grok Deepest tooling stack (Proxy Manager, Unlocker, compliance/audit features) plus consistently high real-world pass rates on enterprise anti-bot layers and largest claimed ethically sourced pool; ranks here for operators whose scale includes regulatory or multi-product data pipelines
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.
per Grok Strict KYC and higher effective cost/complexity exclude agile teams or those needing instant self-serve activation
- 2Claude #2Gemini #2Grok #1
Largest tested unique IP counts and top infrastructure success rates (99.93% global) in independent 2026 benchmarks, combined with deep geo/ASN targeting, strong sticky sessions, and mature Web Unblocker/scraping APIs that minimize retries on protected targets at true scale; assumes practitioner prioritizes effective throughput over sticker price
+ model takes & fixes− hide details
Grok Largest tested unique IP counts and top infrastructure success rates (99.93% global) in independent 2026 benchmarks, combined with deep geo/ASN targeting, strong sticky sessions, and mature Web Unblocker/scraping APIs that minimize retries on protected targets at true scale; assumes practitioner prioritizes effective throughput over sticker price
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.
per Grok Higher entry pricing and less pure PAYG flexibility make it inefficient for bursty or budget-constrained mid-volume runs
- 3Claude #3Gemini #3Grok #2
Near-tied with Oxylabs on success rates (99.92%) and US pool depth in 2026 tests, with cleaner dashboard, broader self-service rotation controls, and materially better effective $/successful-GB at mid-to-high volumes; assumes value-conscious large-scale operator who still needs reliable hard-target performance
+ model takes & fixes− hide details
Grok Near-tied with Oxylabs on success rates (99.92%) and US pool depth in 2026 tests, with cleaner dashboard, broader self-service rotation controls, and materially better effective $/successful-GB at mid-to-high volumes; assumes value-conscious large-scale operator who still needs reliable hard-target performance
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.
per Grok Slightly smaller verified unique IP surface than Oxylabs under sustained load, so pure petabyte ops may exhaust diversity faster
- 4Claude #4Gemini —Grok #4
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.
Grok Strong
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.
- 5Claude —Gemini #4Grok —
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.
- 6Claude #5Gemini —Grok —
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 #5Grok —
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.
By use case
How this board's leaders rank when the same four models are asked a more specific question.
| Product | This board | Network | networks high-volume ecommerce | e-commerce price monitoring |
|---|---|---|---|---|
| Bright Data | #1 | #3 | #1 | #1 |
| Oxylabs | #2 | #2 | #2 | #3 |
| Decodo | #3 | #1 | #3 | #8 |
| SOAX | #4 | #4 | #7 | — |
| IPRoyal | #5 | #5 | — | — |
| NetNut | #6 | #6 | #6 | — |
| Webshare | #7 | #7 | #4 | — |
Rank history
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
Grok
- 1.Oxylabs
- 2.Decodo
- 3.Bright Data
- 4.SOAX
Common questions
What is the best residential proxy apis for large-scale web scraping according to AI models?
Bright Data leads. 2 of 3 models rank Bright Data the top pick. The current top 3: Bright Data, Oxylabs, Decodo. Ranked by asking Claude, Gemini, Grok the same buying question and merging their top-5 picks, updated 2026-08-12. Source: modelsagree.com.
Which residential proxy apis for large-scale web scraping did each AI model pick first?
Claude: Bright Data. Gemini: Bright Data. Grok: Oxylabs.
Do the AI models agree on the best residential proxy apis for large-scale web scraping?
Not unanimous. Grok picks Oxylabs.
How is this residential proxy apis for large-scale web scraping ranking made?
Claude, Gemini, Grok 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 →
Also from us
OneTake is a screen recorder we make. It records a browser tab and uploads as it goes, so the share link is already copied when you hit stop. Free goes to five minutes. The $6/mo Pro is really about 1080p — 720p takes a 1920-wide window down to 1280 and you can’t read the thing you were pointing at.
Cite this ranking
ModelsAgree, “Best residential proxy APIs for large-scale web scraping” — merged ranking from ChatGPT, Claude, Gemini & Grok, polled 2026-08-12. 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