Firecrawl alternatives for web scraping
Compare Firecrawl alternatives by extraction workflow, output, hosting model and operating costs.
Quick answer
Compare Apify for managed Actor workflows, Diffbot for schema-oriented extraction, and ScrapingBee, Scrapfly or Zyte API for managed fetching and extraction. Check crawl orchestration and output requirements before switching.
Firecrawl alternatives
Managed Actor workflows and reusable scraping components
- Pricing
- Compare Actor-specific charges with platform compute, storage, proxies and data transfer. A plan allowance is not an unlimited Actor license.
- Licensing
- Apify is a hosted service governed by vendor terms. Its SDK/client code is licensed separately: Apache-2.0.
- Features
- Hosted Actors, an Actor marketplace, scheduling, datasets, request queues and proxy services; SDKs and Crawlee are separate code projects.
- Tradeoff
- Moving from a scrape/crawl endpoint to Apify requires choosing or maintaining an Actor. Compare the Actor output, scheduling, storage and proxy costs for the actual workload.
Structured page extraction and Knowledge Graph workflows
- Pricing
- Compare the selected commercial API/data product, included usage and contract terms. Knowledge Graph access and page extraction are different workloads.
- Licensing
- Diffbot is a hosted service governed by vendor terms; no product code license is asserted here.
- Features
- Extraction, crawling, natural-language processing and Knowledge Graph products; a web-search offering is also listed separately.
- Tradeoff
- Diffbot offers extraction and knowledge-data products with their own schemas. Validate the specific extraction endpoint and whether its entity model matches the fields your current workflow consumes.
Managed rendering, proxies and extraction through an API
- Pricing
- Compare subscription API credits, feature multipliers, concurrency and custom-plan terms rather than assuming one credit per rendered page.
- Licensing
- ScrapingBee is a hosted service governed by vendor terms. Its SDK/client code is licensed separately: MIT.
- Features
- A managed scraping API with JavaScript rendering, proxy options, screenshots and extraction outputs; browser interactions are configured through API parameters.
- Tradeoff
- ScrapingBee exposes request and extraction options through an API. Your application owns any multi-step orchestration, repeated runs and downstream storage that were handled by an Actor or crawl workflow.
Combined scraping, browser and extraction APIs
- Pricing
- Plans share an API-credit balance. Feature choices change credit cost; Free/Discovery cap usage while Pro and above can incur pay-as-you-go overflow.
- Licensing
- Scrapfly is a hosted service governed by vendor terms; no product code license is asserted here.
- Features
- Scraping, cloud browser, crawling and extraction APIs sharing managed proxy/browser infrastructure.
- Tradeoff
- Scrapfly API options affect credits and response handling. Verify the extraction/crawl endpoint, rendering settings and output schema rather than assuming one request replaces an existing workflow.
Managed retrieval and extraction in Scrapy-oriented workflows
- Pricing
- Compare successful HTTP versus browser responses by website complexity tier and monthly commitment; extraction extras and rendering affect the workload cost.
- Licensing
- Zyte API is a hosted service governed by vendor terms; no product code license is asserted here.
- Features
- HTTP/browser retrieval, automatic ban handling, sessions and structured extraction, with a Scrapy integration.
- Tradeoff
- Zyte API handles fetching and selected extraction workflows. Validate automatic-extraction fields and request options, then provide any job orchestration or storage your application needs.
Where the alternatives differ
Pricing
Compare managed credits and feature-specific consumption separately from the operating cost and AGPL obligations of a source deployment. Compare that total with each alternative's billing unit, rendering/proxy options, included capacity and orchestration you must build.
Licensing
Source code: AGPL-3.0-or-later. Hosted service terms are separate.
Features
Separate page fetching, multi-page crawl orchestration and structured output. Apify runs Actors with datasets and queues; Diffbot uses product-specific extraction schemas. ScrapingBee, Scrapfly and Zyte API expose different request/extraction interfaces. Validate links, crawl limits, output fields and storage for the same task.
When to stay with Firecrawl
- Keep Firecrawl when its existing scrape/crawl output already fits your ingestion contract.
- Stay when your application depends on its link discovery and crawl workflow rather than just a single-page fetch.
- Review hosted-service terms separately from the self-hosted source license before changing deployment.
Comparison review recorded Oct 16, 2026. FAQ sources are dated separately. Pricing and feature details are compiled from public sources and may be out of date. Confirm current details on each vendor's site.
Frequently asked questions
What are some alternatives to Firecrawl?
Crawl4AI offers an embeddable Python crawler and a separate hosted service. ScrapingBee offers managed URL fetching, browser rendering and extraction through an API. Compare the crawl or single-page workflow, returned data and deployment you need with Firecrawl’s documented APIs and hosting options.
Sources (checked ): Crawl4AI library and Cloud; ScrapingBee HTML API; Firecrawl deployment options