Compare Crawlora's structured public web data APIs with Steel's open-source cloud browser infrastructure built for AI agents.
Short verdict
Crawlora is structured data API infrastructure — supported platforms return normalized JSON. Steel is browser infrastructure — you get a live, controllable browser session and write your own automation on top.
Quick comparison
Use this table as a starting point, then verify current details on the official provider pages before making a production decision.
| Category | Crawlora | Steel |
|---|---|---|
| Primary product type | Developer-first structured web data API (60+ platforms) | Open-source cloud browser infrastructure for AI agents |
| Output | Normalized JSON per documented endpoint | A live, controllable browser session — you extract what you need yourself |
| Browser control | No direct browser-session control | Full Puppeteer/Playwright/Selenium-compatible sessions, 1-line integration |
| Anti-bot handling | Managed proxy routing and retry/fallback behind supported endpoints | Auto CAPTCHA solving plus proxy and browser-fingerprint controls |
| Session length | Per-request, no persistent session | Up to 24-hour long-running sessions with cookie/context reuse |
| Observability | Playground request/response testing | Session Viewer for live or recorded session debugging |
| Open source | Closed, hosted API | Open-source browser core (steel-browser), hosted or self-managed |
| Auth-walled sites | Not a general capability | Auto sign-in support for giving agents access to logged-in sites |
| Pricing model | One credit pool shared across all endpoints (Growth: $29/mo for 100,000 credits) | Launch: $0/mo + usage ($30 one-time credits); Scale: $250/mo + usage |
| Agent-native workflows | Hosted MCP tools across the full catalog | Direct browser sessions agents drive themselves; not an MCP-first product |
Details
The right choice depends on output format, target coverage, developer workflow, and how much infrastructure your team wants to operate.
Crawlora abstracts browser execution behind supported data endpoints and returns normalized JSON. Steel gives you an actual browser — Puppeteer, Playwright, or Selenium compatible with a one-line change — that your own code or an AI agent controls directly.
Crawlora fits well-defined, repeatable data needs from supported platforms. Steel fits open-ended tasks — an agent booking a flight, filling a form, or navigating a site no one has built an endpoint for — where you need general browser control, not a fixed API shape.
Crawlora manages proxy routing and retries behind its documented endpoints. Steel handles anti-bot at the browser level directly — auto CAPTCHA solving, fingerprint controls, and stealth — since you're driving the browser yourself rather than calling a fixed endpoint.
Steel's browser engine (steel-browser) is open source, which Browserless and Browserbase aren't. If you want to inspect or self-host the underlying browser infrastructure rather than depend entirely on a hosted API, that's a genuine reason to pick Steel over other cloud-browser vendors.
Crawlora is designed for responsible public web data workflows. It should not be used for private or protected data, and no comparison page should be read as a guarantee that every target will succeed. Review provider terms, target-site rules, and your own compliance requirements before production use.
Evaluation checklist
Compare based on your real workflow and maintenance burden, not just top-line feature labels.
FAQ
These answers use conservative comparison language and should be verified against the official provider pages for current product and pricing details.
Only for data extraction workflows where Crawlora already supports the target platform. Steel is browser infrastructure — a controllable session, not a fixed data endpoint — so most agent-driven or open-ended automation tasks are a better fit for Steel.
Steel is an open-source cloud browser API built for AI agents — hosted, Puppeteer/Playwright/Selenium-compatible browser sessions with auto CAPTCHA solving, anti-fingerprinting, and up to 24-hour session length.
No. Crawlora exposes structured endpoints and uses browser-backed rendering behind supported APIs, but it doesn't expose a controllable browser session the way Steel does.
Depends on the task. Crawlora is better when the agent needs clean, structured data from a supported platform. Steel is better when the agent needs to navigate the open web and take actions no fixed endpoint covers.
Yes — Steel's browser engine (steel-browser) is open source on GitHub, in addition to the hosted cloud product. Crawlora's API is closed and hosted only.
Crawlora's Growth plan is $29/mo for 100,000 credits shared across every endpoint. Steel's Launch plan is $0/mo plus usage with $30 in one-time credits; Scale is $250/mo plus usage. The two don't measure the same unit — compare cost per successful workflow.
Yes. Some teams use Crawlora for supported structured endpoints and Steel for custom browser automation or agent tasks outside Crawlora's catalog.
Yes — Steel includes auto CAPTCHA solving and proxy/browser-fingerprint controls as part of its hosted browser sessions.
Last reviewed: . Competitor pricing and features can change. Check each official provider page for the latest details.
Browse endpoint docs, run a Playground request, and compare credit-based pricing before deciding whether Crawlora fits your workflow.