# Bright Data vs ShieldLabs Bright Data records 802,752 monthly visits with -5.9% month-over-month growth and Free Trial, Paid pricing. ShieldLabs records 2,059 monthly visits with +42.4% growth and Freemium pricing. | Metric | [Bright Data](https://openaitools.app/tool/bright-data) | [ShieldLabs](https://openaitools.app/tool/shieldlabs) | | :--- | :--- | :--- | | Website URL | https://brightdata.com | https://shieldlabs.ai | | Categories | AI Web Scraping, AI API, AI Agent, Large Language Models (LLMs) | AI API, AI Developer Tools | | Pricing Model | Free Trial, Paid | Freemium | | Monthly Visits | 802,752 | 2,059 | | MoM Growth Rate | -5.9% | +42.4% | | Primary Market | United States | United States | | Direct Visits | 383,707 | 634 | | Review Score | 4.6 | 4.2 | | Saved Count | 1 | 0 | | Supported Platforms | Website | Website | ## Bright Data Bright Data positions itself as web data infrastructure built for both people and automated agents. The platform bundles four main capability groups: Web Access APIs (Unlocker, SERP, Browser, and Crawl) that fetch and unblock public pages, Proxy Infrastructure spanning residential, ISP, and datacenter IPs, Data Feeds and Scraper APIs that return structured records from well-known domains, and a Dataset Marketplace of pre-collected data. Around those, Bright Data adds agent-facing tooling such as an MCP server and agent browser, plus managed enterprise data acquisition services. The company reports traction of 50,000+ organizations and advertises an ethically sourced network of 400M+ residential IPs across 195 countries. Product depth is broad rather than narrow: an engineering team can pick a self-serve API, a no-code dataset purchase, or a fully managed acquisition engagement without leaving the same platform and billing surface. Pricing is usage-based with multiple free tiers and trial credits. Published entry points include SERP API and Unlocker API free tiers, Crawl API from around $1 per 1,000 requests, Scraper APIs from roughly $0.75 per 1,000 records, and Datasets starting near $250 with a 100K record minimum order. Volume discounts, deposit matching promotions, and enterprise contracts are common, so real costs depend heavily on request volume and target site difficulty. **Pricing & Plans:** Usage-based with free tiers and a free trial. Public starting points include SERP API and Unlocker API free tiers, Crawl API from about $1/1k requests, Scraper APIs from about $0.75/1k records, Browser API from $5/GB, residential proxies from roughly $2.5/GB during promotions, and Datasets with a ~$250 minimum order. Enterprise and managed plans are quote-based. - **Web Access APIs:** Unlocker, SERP, Browser, and Crawl APIs fetch and parse public pages, handle anti-bot measures and CAPTCHAs, and return results in JSON, HTML, or Markdown. - **Global proxy infrastructure:** Residential, ISP, and datacenter proxy pools with country, city, and ASN targeting, plus proxy management APIs for rotation and session control. - **Pre-built scraper APIs and Data Feeds:** Structured endpoints for well-known domains such as LinkedIn, Amazon, and social platforms, delivering fresh records on demand or on a schedule. - **Dataset Marketplace:** Purchase or filter pre-collected datasets across business, e-commerce, social, and real-estate categories with billions of records available. - **Agent and developer tooling:** An MCP server, agent browser, SDKs, CLI, and integrations let AI assistants and applications consume web data programmatically. **Strengths:** Very broad product surface covering proxies, scraping APIs, datasets, and agent tooling in one subscription.; Multiple free tiers and a no-card trial make it easy to validate before committing budget.; Written pricing examples on the site, so costs are estimable up front.; Strong enterprise positioning with compliance messaging, a trust center, and managed services. **Limitations:** Total cost scales quickly with request or record volume, which can surprise smaller teams.; The number of products and overlapping APIs creates a real learning curve when choosing an approach.; Some use cases rely on sensitive data categories, so legal review is advisable before scraping regulated sources. [Profile (Markdown)](https://openaitools.app/tool/bright-data.md) ## ShieldLabs ShieldLabs is a fraud detection and prevention platform built for teams that run signups, logins, subscriptions or paid traffic on their own product. Instead of asking you to train a fraud model, it ships ready-made detections: device and browser fingerprints, IP and network intelligence, named risk signals, and High-Risk Events such as multi-accounting, account sharing, impossible travel and account takeover. Each visit gets a Risk Score from 0 to 100 classified as trusted, suspicious or dangerous, with the individual signals listed behind that score. The core idea is identification before detection. ShieldLabs recognizes a returning visitor even if they clear cookies, browse in incognito or switch IP addresses, and links accounts that use different email addresses but belong to the same person or device. That linking step is what makes account-level abuse detectable without any fraud model training. On top of that sit masking detections for VPNs, proxies, Tor, private relays, datacenters, anti-detect browsers and spoofed locations, plus automation and headless-browser signals, with AI crawler traffic separated from abusive bots. For analytics-minded teams there is traffic quality scoring: one score for the whole traffic stream plus quality breakdowns by source, channel, referrer and UTM campaign, which helps separate real acquisition results from bot-filled ones. Integration is a JavaScript snippet plus a REST API, webhooks and SDKs across common stacks, and the same free tier exposes the full detection stack with a monthly identification allowance. **Pricing & Plans:** Freemium with usage-based paid tiers. The free plan includes 5,000 identifications and one domain with the full detection stack. Paid plans are sold as monthly identification volume with hard caps and no overage charges: Starter is $99/month for 25,000 identifications, Growth is $399/month for 150,000 and Scale is $999/month for 500,000. Annual billing saves about 20%. - **Visitor and device identification:** Recognizes returning visitors across cleared cookies, incognito sessions and changed IP addresses, and links multiple accounts that trace back to the same person or device. - **Ready-made High-Risk Events:** Flags multi-accounting, account sharing, account takeover and impossible travel out of the box, with a confidence value per event and no fraud model training required. - **Masking and bot detection:** Names the risk signals behind each result: VPN, proxy, Tor, private relay, datacenter, anti-detect browser, incognito mode, JavaScript disabled, OS and timezone mismatch, browser automation and AI bots. - **Risk scoring and traffic quality:** Scores every visit 0–100 and classifies it as trusted, suspicious or dangerous, then aggregates a single traffic-quality score with breakdowns by channel, referrer and UTM campaign. - **API, webhooks and cluster graph:** Ships a single REST API, webhooks, a dashboard explorer and a cluster graph that shows connected accounts and the evidence behind an abuse decision, with SDKs for JavaScript, React, Next.js, Node, Python, Go, PHP, Java and .NET. **Strengths:** Full detection stack on every plan, including the free tier, so nothing critical is locked behind an enterprise quote; Identification-led approach catches multi-accounting even when emails and IP addresses change; Transparent usage-based pricing with hard caps and no overage surprises; Named risk signals and event confidence make manual review evidence-based rather than guesswork **Limitations:** Free tier stops returning results once the 5,000 monthly identifications are used, returning HTTP 402 until you upgrade; Identification history is limited to 90 days on every plan; Enterprise-scale volumes above 500,000 identifications per month require contacting sales rather than self-serve [Profile (Markdown)](https://openaitools.app/tool/shieldlabs.md) ## Frequently Asked Questions ### How do Bright Data and ShieldLabs compare in monthly traffic? Bright Data has 802,752 monthly visits, while ShieldLabs has 2,059. Traffic estimates describe audience size, not product quality. ### How do their growth rates compare? Bright Data has a month-over-month growth rate of -5.9%; ShieldLabs has +42.4%. ### How does pricing compare? Bright Data: Free Trial, Paid. Usage-based with free tiers and a free trial. Public starting points include SERP API and Unlocker API free tiers, Crawl API from about $1/1k requests, Scraper APIs from about $0.75/1k records, Browser API from $5/GB, residential proxies from roughly $2.5/GB during promotions, and Datasets with a ~$250 minimum order. Enterprise and managed plans are quote-based. ShieldLabs: Freemium. Freemium with usage-based paid tiers. The free plan includes 5,000 identifications and one domain with the full detection stack. Paid plans are sold as monthly identification volume with hard caps and no overage charges: Starter is $99/month for 25,000 identifications, Growth is $399/month for 150,000 and Scale is $999/month for 500,000. Annual billing saves about 20%. ## Alternatives | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [hCaptcha](https://openaitools.app/tool/hcaptcha-com) | 5,446,045 | +18.7% | Freemium, Free Trial, Contact for Pricing, Free | Privacy-first bot detection and fraud prevention for the web | [.md](https://openaitools.app/tool/hcaptcha-com.md) | | 2 | [Apify](https://openaitools.app/tool/apify) | 4,147,762 | +3.9% | Freemium, Contact for Pricing | Robust actor-based cloud scraping platform with a massive marketplace, but less raw enterprise proxy infrastructure control. | [.md](https://openaitools.app/tool/apify.md) | | 3 | [Firecrawl](https://openaitools.app/tool/firecrawl-dev) | 1,828,239 | -1.9% | Freemium, Contact for Pricing | Instantly converts entire websites into clean LLM-ready markdown, but lacks raw residential proxy IP management tools. | [.md](https://openaitools.app/tool/firecrawl-dev.md) | | 4 | [Roboflow](https://openaitools.app/tool/roboflow) | 1,431,204 | +6.6% | Freemium, Contact for Pricing | Build, train, and deploy computer vision for the physical world | [.md](https://openaitools.app/tool/roboflow.md) | | 5 | [TinyFish](https://openaitools.app/tool/tinyfish) | 1,124,952 | +199.7% | Freemium, Contact for Pricing | Provides live web search and agentic cloud browser automation, but less focused on raw proxy network management. | [.md](https://openaitools.app/tool/tinyfish.md) | | 6 | [Exa](https://openaitools.app/tool/exa-ai) | 1,062,574 | +16.8% | Freemium, Contact for Pricing | Optimized specifically for neural web search and AI agent crawling, but lacks traditional raw proxy network controls. | [.md](https://openaitools.app/tool/exa-ai.md) | | 7 | [CapMonster Cloud](https://openaitools.app/tool/capmonster-cloud) | 862,340 | +36.3% | Paid | AI-powered CAPTCHA solving API built for scale | [.md](https://openaitools.app/tool/capmonster-cloud.md) | | 8 | [AI or Not](https://openaitools.app/tool/ai-or-not) | 375,863 | +12.3% | Freemium, Contact for Pricing | Multi-modal AI detection API that flags synthetic images, text, audio, video and deepfakes | [.md](https://openaitools.app/tool/ai-or-not.md) | | 9 | [Jina AI](https://openaitools.app/tool/jina-ai) | 280,782 | -16.5% | Freemium, Paid | Excellent URL-to-Markdown conversion and neural search APIs, but provides less extensive proxy IP infrastructure management. | [.md](https://openaitools.app/tool/jina-ai.md) | | 10 | [SiliconFlow](https://openaitools.app/tool/siliconflow) | 276,303 | -10.5% | Pay-as-you-go | One API for fast, cost-predictable inference on LLMs and multimodal models | [.md](https://openaitools.app/tool/siliconflow.md) | --- Source: https://openaitools.app/compare/bright-data-vs-shieldlabs More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)