Head-to-head · B2B data

Bright Data vs Icypeas

Icypeas wins 7 of 11 decided metrics across 1 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

Icypeas

Contact data and enrichment API: email discovery, verification, reverse lookup, find-people and bulk.

★ 5.0 · 1 reviewsA

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

Email Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not in suite	Icypeas · #7 of 29
Match rate	-	68.3%
Valid email rate	-	68.3%
Latency p50	-	6,284ms
Cost / valid email	-	$0.013
Invalid rate	-	0.0%
Catch-all share	-	31.7%
Business email	-	100.0%
Right-person rate	-	100.0%
Decoy hit rate	-	10.0%
Catch-all detection	-	46.2%
Confidence-score quality	-	+53.8 pts
Geographic coverage	-	10

People Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · #20 of 24	Icypeas · #12 of 24
Profile match rate	89.8%	83.7%
Identity accuracy	97.7%	100.0%
Latency p50	12,746ms	1,511ms
Price / matched profile	$0.0013	$0.013
Current employer accuracy	84.1%	90.2%
Move detection	76.9%	75.0%
Decoy hit rate	0.0%	0.0%
Job title accuracy	0.0%	87.8%
Seniority label accuracy	-	-
Location accuracy	95.5%	78.0%
Work history completeness	-	7.5
Education completeness	68.2%	100.0%
Skills present	0.0%	24.4%
Social / profile URLs	100.0%	100.0%
Coverage by geo / function / seniority	57.1%	58.3%

Company Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not measured	Icypeas · #16 of 23
Domain-to-company match rate	-	97.0%
Company name accuracy	-	94.8%
Latency p50	-	1,893ms
Price / matched company	-	$0.013
Industry accuracy	-	77.3%
Employee count ±20%	-	21.9%
HQ / location accuracy	-	81.4%
Description present	-	96.9%
Founding year accuracy	-	59.8%
Domains / social profiles	-	97.9%
Coverage by country / size	-	94.3%

Live Profile Datacore + suite-specific metrics

updated 2026-09-26

Metric	Bright Data · #5 of 5	Icypeas · 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	Icypeas · not in suite
Employer coverage	98.3%	-
Postings recall	85.0%	-
Latency p50	-	-
Cost / job	$0.0017	-
Closed or unknown postings	10.4%	-
Duplicate postings	15.0%	-
Location accuracy	95.5%	-
Posted-date accuracy	24.5%	-
Description present	100.0%	-
Coverage by country	92.9%	-

Questions about Bright Data vs Icypeas

Which is better, Bright Data or Icypeas?

Icypeas wins 7 of the 11 metrics decided between them, across 1 benchmark that measured both. Leaderboard ranks: People Data: Bright Data #20 of 24, Icypeas #12 of 24.

Which is cheaper, Bright Data or Icypeas?

Measured on the list price of each provider's central self-serve pack, divided by what it actually returned: People Data, price per matched profile: Bright Data $0.0013, Icypeas $0.013.

How do Bright Data and Icypeas compare in user reviews?

Bright Data holds 4.7 / 5 across 413 reviews on G2, Capterra and Product Hunt; Icypeas holds 5.0 / 5 across 1 reviews on G2. Ratings belong to their platforms and play no part in the benchmark grades.

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

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