Head-to-head · B2B data

Bright Data vs Crustdata

Crustdata wins 11 of 16 decided metrics across 2 shared suites; the loser still leads where its column is highlighted. Same frozen test sets, same run; the better value in each row is highlighted.

Bright Data live

Web-data infrastructure and company data feeds unifying 10+ sources, delivered to warehouses and files.

★ 4.7 · 413 reviewsA

Access: MCP · CLI · API · Dataset · CSV · Batch · Webhooks · Integrations

Crustdata live

Unified B2B data API for company, people, jobs, web and social data, with email and phone enrichment as paid add-ons; built for agents, official CLI.

★ 4.4 · 15 reviewsB

Access: MCP · CLI · API · Dataset · CSV · Batch · Webhooks · Integrations

People Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · #20 of 24	Crustdata · #9 of 24
Profile match rate	89.8%	95.9%
Identity accuracy	97.7%	97.9%
Latency p50	12,746ms	1,046ms
Price / matched profile	$0.0013	-
Current employer accuracy	84.1%	91.5%
Move detection	76.9%	85.0%
Decoy hit rate	0.0%	0.0%
Job title accuracy	0.0%	87.2%
Seniority label accuracy	-	80.4%
Location accuracy	95.5%	87.2%
Work history completeness	-	7.5
Education completeness	68.2%	100.0%
Skills present	0.0%	0.0%
Social / profile URLs	100.0%	100.0%
Coverage by geo / function / seniority	57.1%	83.3%

Live Profile Datacore + suite-specific metrics

updated 2026-09-26

Metric	Bright Data · #5 of 5	Crustdata · not in suite
Current-job accuracy	79.2%	-
Fetch success	91.1%	-
Latency p50	9,230ms	-
Cost / profile	$0.0013	-
Move detection	84.6%	-
Still at previous employer	5.0%	-
Control accuracy	73.5%	-
Work history completeness	-	-
Education completeness	68.5%	-

Jobs Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · #1 of 6	Crustdata · #6 of 6
Employer coverage	98.3%	83.3%
Postings recall	85.0%	47.6%
Latency p50	-	2,858ms
Cost / job	$0.0017	-
Closed or unknown postings	10.4%	35.4%
Duplicate postings	15.0%	13.8%
Location accuracy	95.5%	96.6%
Posted-date accuracy	24.5%	66.8%
Description present	100.0%	100.0%
Coverage by country	92.9%	81.3%

Questions about Bright Data vs Crustdata

Which is better, Bright Data or Crustdata?

Crustdata wins 11 of the 16 metrics decided between them, across 2 benchmarks that measured both. Leaderboard ranks: People Data: Bright Data #20 of 24, Crustdata #9 of 24; Jobs Data: Bright Data #1 of 6, Crustdata #6 of 6.

How do Bright Data and Crustdata compare in user reviews?

Bright Data holds 4.7 / 5 across 413 reviews on G2, Capterra and Product Hunt; Crustdata holds 4.4 / 5 across 15 reviews on Product Hunt. Ratings belong to their platforms and play no part in the benchmark grades.

How can you get data out of Bright Data and Crustdata?

Bright Data offers an MCP server, a command-line tool, an API, dataset delivery, CSV export, batch endpoints, webhooks and native integrations; Crustdata offers an MCP server, a command-line tool, an API, dataset delivery, CSV export, batch endpoints, webhooks and native integrations. Both offer an MCP server, a command-line tool, an API, dataset delivery, CSV export, batch endpoints, webhooks and native integrations.