Head to head
Bright Data vs People Data Labs
As a data enrichment API, People Data Labs rates higher on the APIbenchmarks Index, 84.9 to 80.3, a 4.6-point gap. Here is how they compare on each criterion.
Criterion by criterion
| Criterion | Bright Data | People Data Labs |
|---|---|---|
| Documentation & DX | ||
| Reliability | ||
| Ecosystem & SDKs | ||
| Accessibility | ||
| APIbenchmarks Index | 80.3 | 84.9 |
Specifications
| Bright Data | People Data Labs | |
|---|---|---|
| Best for | Bulk public people and company datasets for data teams | Bulk person/company data for builders |
| Free tier | Free dataset samples; new-account credits (unconfirmed for datasets) | 100 person/company lookups/mo (emails/phones obfuscated) |
| Pricing | Per 1,000 records ($2.50 CPM), plans/commits | Per enrichment credit |
| Official SDKs | 5 languages | 7 languages |
Is Bright Data better than People Data Labs?
On the APIbenchmarks Index, People Data Labs rates higher (84.9 vs 80.3). It leads on the four weighted criteria, but price is reported separately, so the best choice still depends on your budget.
Verdict in one line
People Data Labs leads by 4.6 points (84.9 vs 80.3) and wins 3 of 4 criteria; Bright Data wins 1.
Winner by criterion
| Criterion | Winner | ||
|---|---|---|---|
| Documentation & DX | 82 | 88 | |
| Reliability | 80 | 82 | |
| Ecosystem & SDKs | 82 | 80 | |
| Accessibility | 76 | 90 |
Choose Bright Data if… / choose People Data Labs if…
- →ecosystem & sdks matters most to you (82 vs 80)
- →your use case matches its focus: bulk public people and company datasets for data teams
- →documentation & dx matters most to you (88 vs 82)
- →reliability matters most to you (82 vs 80)
- →accessibility matters most to you (90 vs 76)
- →you need broad SDK coverage (7 official SDKs vs 5)
- →your use case matches its focus: bulk person/company data for builders
Pricing side by side
- Model
- Per 1,000 records ($2.50 CPM), plans/commits
- Free tier
- Free dataset samples; new-account credits (unconfirmed for datasets)
- Dataset Marketplace (one-time)$250 for 100K records
- Dataset subscriptionDiscounted refresh
- Scraper API (pay-as-you-go)About $1.50 per 1,000 records
- EnterpriseCustom
- Model
- Per enrichment credit
- Free tier
- 100 person/company lookups/mo (emails/phones obfuscated)
- Free$0/mo
- ProFrom ~$98/mo
- EnterpriseCustom (commonly $20k-$100k+/yr)
Vendor-published pricing, verified 2026-10-07 (Bright Data) and 2026-06-27 (People Data Labs).
SDK and language coverage
Both · 1
Python (brightdata-sdk)
Only Bright Data · 4
JavaScript SDKREST APIMCP server (remote, OAuth)Snowflake / S3 / GCS delivery
Only People Data Labs · 6
JavaScript / TypeScript (Node + browser)GoRubyRustcURL / RESTOpenAPI (Swagger) specification
Strengths and weaknesses
- +Self-serve Search (sync, up to 1,000 records) and Filter (async snapshots) APIs
- +Published $2.50 per 1,000 records with no charge for zero-match queries
- +669M+ LinkedIn people profiles plus company and jobs datasets
- –Public profile fields only; no verified emails or direct dials by default
- –No free API tier for datasets; $250 minimum for 100K-record packages
- –Enrichment emails/phones depend on a third-party partner
- +Pay only for successful matches (HTTP 200), missed lookups are not billed
- +Very large breadth: 3B+ person profiles across 200+ countries and ~70M company profiles
- +Developer-first REST API with Elasticsearch-style search queries praised as flexible and well-documented
- –Data refreshes roughly monthly, so job titles and employers can be weeks-to-months stale
- –Heavy reliance on LinkedIn means non-LinkedIn people are under-represented and some self-reported titles leak through
- –Verified emails and direct-dial phones often require extra Person Identify calls at higher per-match cost
Bright Data vs People Data Labs: questions
- Which has better documentation, Bright Data or People Data Labs?
- People Data Labs scores higher on documentation and developer experience: 88 vs 82 out of 100.
- Which is more reliable, Bright Data or People Data Labs?
- People Data Labs scores higher on reliability: 82 vs 80 out of 100.
- Do Bright Data and People Data Labs have a free tier?
- Bright Data: yes (Free dataset samples; new-account credits (unconfirmed for datasets)). People Data Labs: yes (100 person/company lookups/mo (emails/phones obfuscated)).
- How are Bright Data and People Data Labs priced?
- Bright Data: Per 1,000 records ($2.50 CPM), plans/commits. People Data Labs: Per enrichment credit.
- Which has more official SDKs?
- People Data Labs lists 7 official SDKs, Bright Data lists 5.