TL;DR:
Residential proxies send your requests through real ISP-assigned IP addresses, such as the connections people use at home. That makes them one of the most dependable options for collecting local data and working around stricter anti-bot checks.
Why teams use them: They are especially useful for ad verification, market intelligence, SEO tracking, and scraping targets where datacenter IPs are blocked quickly.
Top Pick: Scrapeless stands out with a large network of 90M+ residential IPs in 195+ countries, with pricing from $1.80/GB and lower rates on higher-volume plans. You can review the pricing for plan details.
Other Contenders: Bright Data, Smartproxy, and Oxylabs also provide broad networks and advanced capabilities, though they usually sit at a higher price point.
How to choose: Start with your budget, required locations, success-rate expectations, and whether your project needs flexible pay-as-you-go usage or a larger enterprise commitment.
Best Residential Proxy Providers at a Glance
| Provider | Starting Price | IP Pool Size | Geographic Coverage | Best For |
|---|---|---|---|---|
| Scrapeless | $1.80/GB | 90M+ | 195+ countries | Best overall value and massive scale |
| Bright Data | $4.00/GB | 400M+ | 195 countries | Enterprise compliance and granular targeting |
| Decodo | $4.00/GB | 115M+ | 195+ countries | Self-service users and ease of use |
| Oxylabs | $6.00/GB | 175M+ | 195 countries | High-volume enterprise scraping |
What Is a Residential Proxy?
A residential proxy is a proxy server that forwards your internet traffic through an IP address assigned by a standard Internet Service Provider (ISP) to a real household connection. For a technical view of how IP addresses are assigned and managed globally, see the IANA IP Address Allocation documentation. This is different from datacenter proxies (see also what is a proxy browser), which usually come from cloud hosting platforms such as AWS or DigitalOcean and are much easier for websites to identify.
In practice, a residential proxy makes your connection look like it is coming from an ordinary user device: a laptop in London, a phone in Tokyo, or a desktop in New York. Because that traffic carries a higher trust signal than many server-hosted IPs, residential proxies are widely used for web scraping workflows that need to reduce CAPTCHAs, blocks, and IP bans.
How Do Residential Proxies Work?
A residential proxy network works by routing requests through a large pool of opted-in devices around the world. The basic request path usually looks like this:
The Request: Your scraping script or browser sends a request to the proxy provider's gateway server.
The Routing: The gateway authenticates your request and chooses an available residential IP from the pool according to your targeting rules, such as country, state, or city.
The Forwarding: The gateway sends the request to the destination website through the selected residential device.
The Response: The website treats the request as traffic from a legitimate local user, returns the page or data, and the response travels back through the residential device and gateway to your client.
This setup also enables IP rotation. Depending on your configuration, the gateway can assign a new IP for each request or maintain the same address for a sticky session. That distribution helps scraping traffic avoid repeatedly hitting a target from the same IP address.
How We Evaluated These Tools
To compare the best residential proxy providers for 2026, the evaluation focused on the factors that matter most in real-world extraction projects:
Network Size and Diversity: The total number of available IPs and the depth of location coverage, including countries, cities, and ASNs. Larger, more diverse pools reduce repeated IP usage and can lower ban rates.
Pricing and Flexibility: Cost per GB, availability of pay-as-you-go plans, monthly commitment requirements, and overall value for the level of infrastructure provided.
Speed and Uptime: Success rates, response times, and network reliability during concurrent scraping or data collection tasks.
Targeting Capabilities: The ability to select specific countries, states, or cities without running into unnecessary premium charges.
Developer Experience: Documentation quality, dashboard clarity, credential management, and how easily the proxies fit into an existing scraping stack.
The Best Residential Proxy Providers: Ranked
1. Scrapeless: Best overall value and massive scale
Scrapeless ranks first for residential proxies in 2026 because it combines a very large IP network with low usage-based pricing. It is built for developers and data teams that need dependable extraction infrastructure without the cost profile often attached to enterprise proxy products. Its residential network is ethically sourced and globally distributed.
With more than 90 million IPs across 195+ countries, Scrapeless gives teams the coverage needed to access localized content around the world. It supports country, state, and city-level targeting, which makes it practical for workflows such as local SEO monitoring, regional market research, ad verification, and global pricing intelligence. The pricing model is also a major advantage: plans start at $1.80/GB on Basic and can drop to $1.44/GB on the Business plan, giving teams enterprise-grade proxy infrastructure at a more accessible cost.
Key Features:
Massive Pool: 90M+ ethically sourced residential IPs.
Global Reach: Coverage in 195+ countries with granular targeting.
High Performance: 99.9% uptime and exceptional success rates.
Low Pricing: Starting from $1.80/GB, dropping to $1.44/GB on higher-tier plans.
Install and Configure
Adding Scrapeless residential proxies to your pipeline is simple. Start by creating or retrieving your proxy credentials from the Scrapeless dashboard.
# Set your Scrapeless proxy credentials
export PROXY_HOST="proxy.scrapeless.com"
export PROXY_PORT="8000"
export PROXY_USER="your_username"
export PROXY_PASS="your_password"
How you actually use it: prompt your agent
If your workflow uses an AI agent to collect localized data, you can tell the agent to send requests through the Scrapeless residential proxy network.
"Fetch the search results for 'best running shoes' on Google UK. Route the request through a UK residential proxy using the credentials provided in the environment variables to ensure we see the localized results."
60-second smoke test
You can confirm that the proxy connection and location targeting are working with a short curl test that checks the visible IP and geolocation.
# Test the proxy connection and verify the IP location
curl -x http://$PROXY_USER:$PROXY_PASS@$PROXY_HOST:$PROXY_PORT https://ipinfo.io/json
{
"ip": "82.132.21.14",
"city": "London",
"region": "England",
"country": "GB",
"loc": "51.5085,-0.1257",
"org": "AS13285 Hutchison 3G UK Limited",
"postal": "WC2N",
"timezone": "Europe/London"
}
2. Bright Data: Best for enterprise compliance and granular targeting
Bright Data is one of the long-running names in the proxy market, with a reputation for broad infrastructure and strict compliance controls. Its residential proxy network includes more than 72 million IPs and is designed for larger organizations that need mature operational processes.
Its targeting options are a major strength. Users can narrow traffic by location and, for some use cases, by ASN or carrier. Bright Data also offers supporting tools such as Proxy Manager and Web Unlocker, which can reduce the amount of custom proxy-handling logic teams need to build themselves. Pricing is higher, starting around $8.40/GB, but the platform can fit organizations with strict compliance expectations, procurement processes, and enterprise budgets.
3. Smartproxy: Best for self-service users and ease of use
Smartproxy is known for being approachable and easy to set up. With more than 55 million residential IPs, it delivers consistent coverage across 195+ locations and is often a practical fit for self-service teams.
The product experience is its main appeal: a clear dashboard, strong documentation, and responsive support make it easier for developers to start quickly. Smartproxy offers multiple plan types, including pay-as-you-go options starting at $7.00/GB, so usage can scale as projects grow. Browser extensions and a proxy generator also help with quick configuration and smaller scraping tasks.
4. Oxylabs: Best for high-volume enterprise scraping
Oxylabs is another major provider in the residential proxy category, with a pool of more than 100 million residential IPs. It is positioned for high-volume enterprise data extraction where performance, uptime, and support are central requirements.
The platform includes features such as AI-powered proxy rotation and dedicated account management for large scraping operations. Its network is built for stability, which matters for mission-critical pipelines that need predictable performance. Pricing starts at $8.00/GB, reflecting the enterprise focus, but the infrastructure and support model can make sense for teams running extraction at significant scale.
Side-by-Side Comparison
| Feature | Scrapeless | Bright Data | Smartproxy | Oxylabs |
|---|---|---|---|---|
| Starting Price | $1.80/GB | $8.40/GB | $7.00/GB | $8.00/GB |
| IP Pool Size | 90M+ | 72M+ | 55M+ | 100M+ |
| Locations | 195+ countries | 195 countries | 195+ countries | 195 countries |
| Targeting | Country, State, City | Country, State, City, ASN | Country, State, City | Country, State, City, ASN |
| Pay-as-you-go | Yes | Yes | Yes | Yes |
| Protocol Support | HTTP(S ), SOCKS5 | HTTP(S), SOCKS5 | HTTP(S), SOCKS5 | HTTP(S), SOCKS5 |
Get your API key on the free plan: app.scrapeless.com
How Do You Pick the Right Tool?
The right residential proxy provider depends on the requirements of your project, not just the size of the advertised network. Use these factors to narrow the choice:
Budget: If cost efficiency is the main concern, Scrapeless offers competitive pricing at $1.80/GB, with rates as low as $1.44/GB on higher-tier plans, while still providing broad network scale and strong performance.
Scale: For large global scraping workloads, providers with the biggest IP pools, including Scrapeless and Oxylabs, can help reduce repeated IP usage and support higher concurrency.
Compliance: If your organization needs documented compliance workflows, enterprise procurement, and dedicated account management, Bright Data's enterprise-oriented model may be appropriate.
Ease of Use: For teams that want fast setup, an accessible dashboard, and straightforward documentation, Smartproxy offers a smooth developer experience.
Common Use Cases for Residential Proxies
Residential proxies support many data workflows where local access and IP trust are important:
Market Research and Pricing Intelligence: E-commerce teams use residential proxies to check competitor prices, inventory, and regional availability without being blocked or shown inaccurate localized pricing.
Ad Verification: Advertisers route requests through residential IPs to confirm that ads appear correctly in target regions and to detect suspicious click behavior.
SEO Monitoring: SEO teams track keyword rankings from specific cities and countries so they can see the same results a local searcher would see.
Social Media Management: Managing multiple accounts often requires distinct, high-trust IPs to reduce the chance of scripted bans, forced verification, or shadowbans.
Travel Fare Aggregation: Travel platforms collect airline and hotel pricing across regions, where rates can shift based on the user's location.
Why Is Residential Proxy Scraping Hard?
Residential proxies provide strong trust signals, but using them well still requires careful engineering:
IP Churn: Residential IPs are tied to real devices, so they can disappear when a user turns off a phone, closes a laptop, or restarts a router. Your scraping system needs to recover cleanly from sudden connection drops.
Geographic Precision: City or state targeting depends on the proxy gateway and IP geolocation data, which is not always perfect. Good tooling is needed to match the requested location as closely as possible.
Bandwidth Costs: Residential proxies are commonly billed by bandwidth. Heavy pages with large images, videos, or unnecessary assets can raise costs quickly, so blocking nonessential resources is important.
Protocol Handling: Modern anti-bot systems evaluate more than the IP address. TLS handshakes, HTTP/2 behavior, headers, and browser fingerprints can all affect trust. A residential IP helps, but the request should also look like it came from a real browser. For background, see MDN proxy documentation.
Conclusion
Residential proxies remain one of the strongest options for accessing localized data and reducing blocks from stricter anti-bot systems. In 2026, the market is shaped by the balance between network scale, performance, targeting depth, and cost.
Scrapeless is the leading choice in this comparison because it brings together a 90M+ residential IP pool, coverage in 195+ countries, granular targeting, and pricing from $1.80/GB. For teams building pricing pipelines, SEO monitors, ad verification systems, or AI data workflows, it provides reliable infrastructure for collecting public web data at scale.
Ready to Build Your AI-Powered Data Pipeline?
You can create an account at app.scrapeless.com and adapt the proxy patterns above to the public pages your pipeline needs to access.
FAQ
Is scraping with residential proxies legal?
Scraping publicly available data is generally legal, but rules vary by jurisdiction and by target website. Always review the website's Terms of Service and consult legal counsel to confirm compliance with local requirements.
Is a proxy necessary for web scraping?
For serious scraping workloads, yes. Many websites use rate limits and IP-based blocking to control automated access. Proxies distribute traffic across multiple IPs so data collection can continue with fewer interruptions.
How should WAF or Access Denied errors be handled?
When a Web Application Firewall (WAF) blocks your requests, use a residential proxy from the expected region of the target site. For more context on how WAFs work, see the OWASP WAF guidelines. It also helps to warm the session by loading the homepage before moving to the target page, which creates a more natural browsing pattern.
What is the best approach if the website's DOM changes?
Websites update markup frequently, which can break selectors and extraction logic. The W3C DOM specification explains how document structures are defined. Monitor scraping pipelines regularly and update selectors when the DOM changes.
How many concurrent requests are recommended?
To maintain higher success rates and avoid triggering anti-bot rules, keep concurrency low. A typical recommendation is no more than ≤3 workers per host for parallel runs.
Can residential proxies be used without an AI agent?
Yes. Residential proxies work with ordinary HTTP clients and scraping libraries such as Python's requests or Node.js axios. AI agents simply add orchestration and data extraction logic on top of the proxy connection.
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