# Apify vs ShieldLabs

Apify records 4,147,762 monthly visits with +3.9% month-over-month growth and Freemium, Contact for Pricing pricing. ShieldLabs records 2,059 monthly visits with +42.4% growth and Freemium pricing.

| Metric | [Apify](https://openaitools.app/tool/apify) | [ShieldLabs](https://openaitools.app/tool/shieldlabs) |
| :--- | :--- | :--- |
| Website URL | https://www.apify.com | https://shieldlabs.ai |
| Categories | AI Web Scraping, AI Agent, AI API, AI Developer Tools | AI API, AI Developer Tools |
| Pricing Model | Freemium, Contact for Pricing | Freemium |
| Monthly Visits | 4,147,762 | 2,059 |
| MoM Growth Rate | +3.9% | +42.4% |
| Primary Market | United States | United States |
| Direct Visits | 1,816,433 | 634 |
| Review Score | 4.6 | 4.2 |
| Saved Count | 6 | 0 |
| Supported Platforms | Website | Website |

## Apify

Apify started as a general-purpose web automation cloud and has grown into one of the largest marketplaces of turnkey web data extractors. The platform exposes a store of Actors — small containerized programs built by Apify and by third-party developers — that handle jobs like pulling Google Maps listings, TikTok videos, Instagram posts, Amazon prices, or crawling a documentation site into clean Markdown for a RAG pipeline. Each Actor runs on Apify's cloud, can be triggered from an API, scheduled on a recurring basis, and wired into downstream storage or applications.\n\nBecause running scrapers in production is mostly an infrastructure problem, Apify bundles the unglamorous parts: rotating residential and datacenter proxies, browser fingerprinting and anti-blocking, retry logic, dataset and key-value storage, and monitoring. Developers who would rather write their own code can build Actors with the Apify SDK in Python or JavaScript, or use Crawlee, Apify's open-source crawling and browser-automation library, which works with Playwright, Puppeteer, Selenium, and BeautifulSoup.\n\nRecently the platform has positioned itself around AI: the Apify MCP server and CLI let AI agents and assistants discover and call Actors as tools, and the Website Content Crawler Actor is explicitly designed to feed LLM applications and vector databases. Pricing follows a freemium model with monthly platform credits, pay-per-usage pricing for many Actors, and custom enterprise agreements.

**Pricing & Plans:** Freemium: a free plan with monthly usage credits, paid subscription tiers that scale credits and concurrency, consumption-based charges for many marketplace Actors, and custom enterprise pricing. Developer payouts are also available for published Actors.

- **Actor marketplace:** Over one hundred thousand ready-to-run scrapers and automation tools covering social media, maps, e-commerce, real estate, and general web crawling.
- **MCP server and CLI:** Connect Apify Actors directly to AI assistants and agents so they can search the store, run scrapers, and pull structured results as tool calls.
- **Anti-blocking and proxy infrastructure:** Managed proxy rotation and unblocking are built into the platform, so scrapers keep working when target sites add defenses.
- **Crawlee and the Apify SDK:** An open-source crawling library plus Python and JavaScript SDKs for building custom Actors with Playwright, Puppeteer, Selenium, or Cheerio.
- **Scheduling, storage, and integrations:** Recurring runs, dataset exports to CSV/JSON/Excel, webhooks, and integrations with LangChain, LlamaIndex, Zapier, and thousands of apps.

**Strengths:** Enormous library of maintained scrapers means many jobs need no code at all; Infrastructure concerns like proxies, retries, and blocking are handled for you; Agent-ready through MCP, CLI, and API, with LangChain and LlamaIndex integrations; Generous free tier for testing plus a developer revenue-share program

**Limitations:** Costs scale with usage, so high-volume scraping can get expensive quickly; Quality varies between community-built Actors and first-party ones; Target sites change frequently, so some Actors break or need updating over time

[Profile (Markdown)](https://openaitools.app/tool/apify.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 Apify and ShieldLabs compare in monthly traffic?

Apify has 4,147,762 monthly visits, while ShieldLabs has 2,059. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Apify has a month-over-month growth rate of +3.9%; ShieldLabs has +42.4%.

### How does pricing compare?

Apify: Freemium, Contact for Pricing. Freemium: a free plan with monthly usage credits, paid subscription tiers that scale credits and concurrency, consumption-based charges for many marketplace Actors, and custom enterprise pricing. Developer payouts are also available for published Actors. 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 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | Open-source workflow automation built for AI agents and technical teams | [.md](https://openaitools.app/tool/n8n.md) |
| 3 | [Firecrawl](https://openaitools.app/tool/firecrawl-dev) | 1,828,239 | -1.9% | Freemium, Contact for Pricing | Provides direct LLM-ready markdown conversion via API, but lacks Apify's massive marketplace of pre-built scraping actors. | [.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 | [Clay](https://openaitools.app/tool/clay-2-0) | 1,267,465 | -2.7% | Freemium, Free Trial, Contact for Pricing | Build GTM systems that turn data into revenue | [.md](https://openaitools.app/tool/clay-2-0.md) |
| 6 | [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) |
| 7 | [Bright Data](https://openaitools.app/tool/bright-data) | 802,752 | -5.9% | Free Trial, Paid | Offers enterprise-grade proxy networks and raw web data infrastructure, but lacks Apify's plug-and-play actor marketplace. | [.md](https://openaitools.app/tool/bright-data.md) |
| 8 | [Gumloop](https://openaitools.app/tool/gumloop) | 379,557 | -21.1% | Freemium, Paid, Contact for Pricing | Automates complex business workflows with AI agents, but is less specialized for raw large-scale web scraping actors. | [.md](https://openaitools.app/tool/gumloop.md) |
| 9 | [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) |
| 10 | [PhantomBuster](https://openaitools.app/tool/phantombuster) | 279,012 | -10.1% | Freemium, Free Trial, Paid | Focuses heavily on pre-built social media automation and lead generation workflows rather than general web scraping. | [.md](https://openaitools.app/tool/phantombuster.md) |

---
Source: https://openaitools.app/compare/apify-vs-shieldlabs

More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)