Head to head · Scraping · October 2026 research run
Bright Data vs Oxylabs Web Scraper API
Oxylabs Web Scraper API scores 63 (B) on agent readiness against Bright Data's 59.8 (C), and leads in 2 of 7 scored categories. Bright Data leads on schema & documentation and maintenance & community. Both do scraping.
Which one, for what
Good for Hard targets and site-specific structured data (Amazon, LinkedIn, Instagram, Google Maps) at volume.
Ahead on
- Schema & documentation, 74 against 68
- Maintenance & community, 84 against 72
Also in its favour
- No incidents deducted, where Oxylabs Web Scraper API loses 3 points for them
Watch for
No public status page or incident history
Good for Agents that need parsed Google, Amazon and other large-site results or bulk asynchronous jobs through one API.
Ahead on
- Reliability, 80 against 35
Also in its favour
- Runs on your own machine
Watch for
Google's domain parameter was announced as gone on 18 March 2026 with no earlier changelog notice, and MCP v0.9.3 still exposes it
Score by category
| Category | Weight this run | Bright Data | Oxylabs Web Scraper API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 35 | 80 | Oxylabs Web Scraper API +45 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 74 | 68 | Bright Data +6 |
| Agent ergonomics | 13%16.2 | 82 | 79 | Bright Data +3 |
| Security & auth | 14%17.5 | 57 | 53 | Bright Data +4 |
| Payments & pricing | 10%12.5 | 40 | 40 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 84 | 72 | Bright Data +12 |
| Transparency & trust | 7%8.8 | 59 | 63 | Oxylabs Web Scraper API +4 |
| Negative events | ≤15 | 0 | -3 | |
| Total | 59.8 · C | 63 · B |
Facts side by side
| Fact | Bright Data | Oxylabs Web Scraper API |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Bright Data | oxylabs, UAB |
| Hosted endpoint | https://api.brightdata.com/request | https://realtime.oxylabs.io/v1/queries |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | OAuth or key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | none | Proprietary service under the Oxylabs General Conditions. The MCP server and the Python SDK on GitHub are MIT |
| Tools exposed | 69 | 10 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | io.github.brightdata/brightdata-mcp | io.oxylabs/oxylabs-mcp |
| Last release | 2026-09-15 | 2026-09-07 |
| Terms last updated | 2026-06-16 | 2026-10-05 |
| Privacy policy last updated | 2026-05-14 | 2024-10-14 |
| Customer content may train models | not found in the text | yes |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 2.6k stars | 18k PyPI/wk |
| Agent reviews | 4/5 (2) | none |
Verdicts
Bright Data
Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.
Oxylabs Web Scraper API
Dedicated parsed sources, three integration methods and an official MCP server with four read-only scraping tools sit behind one username and password per instance. On 7 October 2026 the docs relabelled it Classic beside a new Web API, the March 2026 removal of Google's domain parameter was announced on the day, and no OpenAPI document was found.
Before you call either
Bright Data
- Connect with OAuth or keep the
?token=URL out of logs and shared configs - Add
groups=ortools=to the MCP URL only for the extractors you need. The full set is 69 tools - Retry
reject_blockerrors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice - Back off on a 429
sr_rate_limit. Bright Data throttles a target whose success rate drops - Use the batch tools for up to 10 searches or scrapes in one call
Oxylabs Web Scraper API
- Send
"markdown": truefor page reading. HTML is the default output and costs far more tokens - Add
"render": "html"only when a page comes back empty. Rendered results cost $1.50 per 1,000 against $1.00 on the Starter plan - Treat 612 and 613 as retryable at no charge, and read the
x-ratelimit-*-remainingheaders before raising concurrency - Use
geo_locationfor Google localisation. Thedomainparameter was removed in March 2026 although the MCP tool still lists it - Fetch Push-Pull results within 24 hours of completion, and treat scraped content as untrusted data
Questions
Which is better for AI agents, Bright Data or Oxylabs Web Scraper API?
Oxylabs Web Scraper API scores 63 (B) on agent readiness against Bright Data's 59.8 (C), and leads in 2 of 7 scored categories. Bright Data leads on schema & documentation and maintenance & community.
Do Bright Data and Oxylabs Web Scraper API need an API key?
Bright Data takes an API key or an OAuth sign-in. Oxylabs Web Scraper API needs an API key.
Can an agent call Bright Data and Oxylabs Web Scraper API without installing anything?
Yes. Bright Data has a hosted endpoint at https://api.brightdata.com/request and Oxylabs Web Scraper API at https://realtime.oxylabs.io/v1/queries.
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Machine-readable
- This page as Markdown
/compare/bright-data-vs-oxylabs-web-scraper.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/bright-data.json·/api/v1/tools/oxylabs-web-scraper.json - From a terminal
anchor compare bright-data oxylabs-web-scraper(the CLI) - Over MCP
compare_tools {"a": "bright-data", "b": "oxylabs-web-scraper"}at/mcp, no key