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Web scraping & Cloud Browser APIs

AdsCrawl vs Scrapfly

Both provide web extraction and CDP browser control. The useful differences are how you manage profiles, which outputs you need, and how proxies fit into your workflow.

Published by AdsCrawl · Official documentation reviewed
A documentation-based feature comparison; not a performance benchmark.

AdsCrawl vs Scrapfly comparison banner
AdsCrawl Cloud Browser brings AdsPower fingerprint browsers to the cloud: native fingerprints, isolated environments and updates that follow AdsPower.

Powered by AdsPower

Why choose AdsCrawl Cloud Browser

Use AdsPower fingerprint browsers as saved cloud environments for recurring tasks, with an API to create, start and stop each profile.

Native fingerprints from AdsPower

Cloud Browser runs AdsPower fingerprint browsers with real native browser fingerprints, bringing AdsPower’s browser technology directly to your cloud workflows.

An isolated environment for every profile

Give each task or account its own browser environment, with separate fingerprint settings and browser state. Save and reuse profiles for recurring work.

Browser updates that follow AdsPower

Cloud Browser follows AdsPower fingerprint browser version updates, bringing ongoing browser-engine and fingerprint improvements to your cloud environments.

Choose for the workflow

When to consider AdsCrawl

  • You want AdsPower fingerprint browsers in Cloud Browser, with native fingerprints, isolated profiles and updates that follow AdsPower. API-key starts require your proxy; runtime requires a paid plan.
  • You already have Playwright or Puppeteer scripts and want to create and release temporary CDP sessions separately.
  • You know you need article Markdown, named DOM/network fields or PNG output through a task-specific HTTP endpoint.

When to consider Scrapfly

  • You want HTTP scraping with per-request JavaScript rendering and managed proxy pools.
  • You need extraction using built-in LLM prompts, predefined AI models or rule templates.
  • Your screenshot workflow needs JPG, WebP or GIF directly, alongside PNG.

These recommendations follow the documented capabilities below; they do not imply the other provider cannot perform the same task.

Side by side

Capabilities, lifecycle & billing

Each row links to official references. Proxy and session behavior is scoped to the named product; check the current contract before integrating.

Scroll the table sideways to compare both providers →

Documented AdsCrawl and Scrapfly capabilities
DimensionAdsCrawlScrapfly
Workflow

HTTP browser tasks, temporary Remote CDP sessions, and Cloud Browser with saved profiles.

AdsCrawl reference

Web Scraping API with optional JavaScript rendering; Cloud Browser for Playwright, Puppeteer and CDP.

Scraping APICloud Browser

Profiles & sessions

Saved profiles and running browsers are managed separately. Stop a browser and start the saved profile again later.

AdsCrawl reference

Reconnect to a running browser, or hand its saved state to the Scraping API after stopping it. Handoff is a one-way snapshot.

Session resume & handoff

Proxy setup

Each API-key start of a Cloud Browser requires an explicit, valid proxy you supply. Temporary CDP and browser tasks also offer managed routing.

AdsCrawl reference

Cloud Browser uses documented managed proxy pools and country selection. A separate Proxy Saver product connects existing upstream proxies; check its integration requirements.

Browser proxiesProxy Saver

HTML & Markdown

POST /html returns rendered HTML, article Markdown or article JSON. Markdown uses Readability; it is not a full copy of the page.

AdsCrawl reference

Scraping API supports raw HTML, clean HTML, Markdown, text and JSON parsing options. Markdown and text can use only_content.

Output formats

Structured extraction

POST /spa-extract returns named DOM or network fields, or runs a published template. Your application can handle downstream model processing.

AdsCrawl reference

Extraction API offers rule templates, LLM prompts and predefined AI models, and can be combined with the Scraping API.

Extraction API

Screenshots

POST /screenshot returns a PNG synchronously. Capture a full page or the first CSS-matched element; selector takes precedence over fullPage.

AdsCrawl reference

Screenshot API offers JPG, PNG, WebP and GIF, with viewport, full-page or element captures and CSS/XPath selection.

Screenshot API

Plan allowances

Compare credits, browser concurrency, saved profile limits and API-key limits on the current pricing page.

AdsCrawl reference

Plans share credits across APIs and list concurrency and log retention. Request charges vary with enabled features and proxy type.

PricingScraping billing

Browser runtime

Explicitly stop the Cloud Browser to end its running charges. Closing the viewer alone does not stop the runtime.

AdsCrawl reference

Cloud Browser bills time blocks and bandwidth, with documented minimum allocation and optional viewer charges. Keeping a session running for reconnection continues billing.

Browser billingSession lifecycle

Run a small evaluation before switching

  1. Use the same pages and outputs

    Choose representative public pages and pages you are authorized to access. Keep URLs, region and output requirements consistent, then inspect the returned text, fields and screenshots.

  2. Exercise the session lifecycle

    For authenticated tasks, test connection, disconnect, reconnection and shutdown. Check which cookies and storage survive each step; session reuse does not guarantee a permanent login.

  3. Record the whole workload

    Include retries, proxy traffic, browser duration, concurrency and cleanup. Validate a small batch before estimating a month of usage.

Build an AdsCrawl request →

Common questions

Can both use Playwright and Puppeteer?

Yes. AdsCrawl Remote CDP and Scrapfly Cloud Browser provide CDP connections. Authentication, connection URLs and cleanup differ, so adapt those parts and check the browser features your scripts rely on.

Can both preserve browser state?

Both offer state reuse, with different documented lifecycles. AdsCrawl can restart a saved profile after stopping it. Scrapfly documents reconnecting to running sessions and passing a stopped browser’s snapshot to the Scraping API. Test state retention across the steps your workflow needs.

Which is cheaper?

Plan credits alone cannot answer that. Compare actual usage for the same pages, outputs, proxy requirements, duration, traffic and concurrency. We have not run a cost or success-rate benchmark for this page.