Head-to-head · B2B data

Bright Data vs People Data Labs

People Data Labs wins 7 of 12 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

People Data Labs

Dataset-first people, company and job-posting data: search / enrichment APIs, batch CSV enrichment and licensed datasets.

★ 4.3 · 17 reviewsB

Access: API · CSV · Dataset · Batch · Integrations

Email Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not in suite	People Data Labs · #20 of 29
Match rate	-	69.4%
Valid email rate	-	52.9%
Latency p50	-	672ms
Cost / valid email	-	$0.654
Invalid rate	-	11.8%
Catch-all share	-	35.3%
Business email	-	100.0%
Right-person rate	-	100.0%
Decoy hit rate	-	0.0%
Catch-all detection	-	-
Confidence-score quality	-	-
Geographic coverage	-	9

Phone Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not in suite	People Data Labs · #15 of 24
Match rate	-	59.2%
Valid / reachable rate	-	89.7%
Latency p50	-	672ms
Cost / mobile number	-	$0.511
Right-person rate	-	82.6%
Mobile coverage	-	46.9%
Disconnected rate	-	0.0%
Low-activity share	-	10.3%
Landline / mobile classification	-	100.0%
Country accuracy	-	79.3%
Geographic coverage	-	7

People Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · #20 of 24	People Data Labs · #13 of 24
Profile match rate	89.8%	95.9%
Identity accuracy	97.7%	95.7%
Latency p50	12,746ms	672ms
Price / matched profile	$0.0013	$0.240
Current employer accuracy	84.1%	93.6%
Move detection	76.9%	40.0%
Decoy hit rate	0.0%	0.0%
Job title accuracy	0.0%	80.9%
Seniority label accuracy	-	65.8%
Location accuracy	95.5%	93.6%
Work history completeness	-	7.7
Education completeness	68.2%	95.7%
Skills present	0.0%	89.4%
Social / profile URLs	100.0%	95.7%
Coverage by geo / function / seniority	57.1%	66.7%

Company Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not measured	People Data Labs · #8 of 23
Domain-to-company match rate	-	100.0%
Company name accuracy	-	95.6%
Latency p50	-	524ms
Price / matched company	-	$0.075
Industry accuracy	-	80.0%
Employee count ±20%	-	16.7%
HQ / location accuracy	-	75.6%
Description present	-	97.8%
Founding year accuracy	-	64.4%
Domains / social profiles	-	100.0%
Coverage by country / size	-	100.0%

Live Profile Datacore + suite-specific metrics

updated 2026-09-26

Metric	Bright Data · #5 of 5	People Data Labs · 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	People Data Labs · not measured
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 People Data Labs

Which is better, Bright Data or People Data Labs?

People Data Labs wins 7 of the 12 metrics decided between them, across 1 benchmark that measured both. Leaderboard ranks: People Data: Bright Data #20 of 24, People Data Labs #13 of 24.

Which is cheaper, Bright Data or People Data Labs?

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, People Data Labs $0.240.

How do Bright Data and People Data Labs compare in user reviews?

Bright Data holds 4.7 / 5 across 413 reviews on G2, Capterra and Product Hunt; People Data Labs holds 4.3 / 5 across 17 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 People Data Labs?

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