Provider-source comparison
webclaw vs Bright Data
Bright Data offers several products: Web Unlocker, Browser API, Web Scraper API, search and MCP. Markdown, structured JSON and browser automation are documented capabilities.
Hosted API + AGPL-3.0 open-source core
Standard page operations cost one credit per successful page. Search is metered per result, and Research has a separate allowance. The local open-source core does not include all managed services.
Hosted data products
MIT MCP connector; hosted data services are separate. MCP runs locally; retrieval uses hosted services.
Looking for a Bright Data alternative?
Compare the Bright Data product you would actually use. Web Scraper API bills per delivered record, while Browser API and proxies use other units. Describing the entire platform as bandwidth-only or lacking MCP is incorrect.
Read the deep dive: Bright Data alternative for LLM scrapingFeatures
webclaw vs Bright Data feature comparison
Documented capabilities, with a source for each entry. This is a documentation review, not a comparative performance test. An undocumented capability is not treated as unavailable.
Browser features
Managed API rendering, screenshots and ordered actions; not included in the local core
SourceSources and deployment scope
Reviewed 2026-09-15. Maintained by Webclaw. Open-source licenses apply to the named repository, not automatically to a vendor’s entire hosted service.
Pricing
Compare plans for your workload.
Selected public offers in USD, reviewed 2026-09-15. Monthly billing unless explicitly marked annual. These rows are not equivalent workloads or a complete plan catalog; credit definitions, add-ons and taxes differ.
Provider reference checked 2026-09-15. Check current Bright Data pricing and terms. Unverified capabilities are not treated as unavailable.
| Offer | webclaw | Bright Data |
|---|---|---|
| Free option | 500 credits/month, no card; plus open source (self-host) | MCP: 5,000 free requests/month |
| Entry paid offer | Starter: $19/month · 5,000 credits | Web Scraper API: $1.50/1,000 records, pay as you go |
| Another paid offer | Growth: $49/month · 25,000 credits | Web Scraper API Scale: $499/month · 384,000 records |
| Higher-volume offer | Pro: $99/month · 100,000 credits | Enterprise: custom |
webclaw credit model
Page operations use credits; Research has a separate allowance. A standard scrape or extract uses one credit. Check the pricing page for operation rates and plan limits.
Bright Data credit model
Product-specific billing: Web Scraper API charges per successful record; Browser API and proxy services use bandwidth pricing. MCP tool calls can invoke different products, so one global per-page rate would be misleading.
Bright Data strengths
- Page content, structured platform data and browser automation
- Managed products with official agent tooling
Bright Data considerations
- Product-specific billing units require separate estimates
- Running the MCP connector locally does not self-host the data infrastructure
Verdict
Which one should you use?
Use webclaw when
You want the Webclaw API and dashboard with page-credit billing, or its AGPL-3.0 CLI, MCP and self-hosted core. Managed features and local capabilities differ; test the deployment you intend to use.
Use Bright Data when
You need its supported platform datasets, browser automation, geotargeting or data collection products.
Compare the Bright Data product you would actually use. Web Scraper API bills per delivered record, while Browser API and proxies use other units. Describing the entire platform as bandwidth-only or lacking MCP is incorrect.
Get started
See how it stacks up.
Cancel anytime. Run the same job on webclaw and Bright Data and compare for yourself.