Head to head
People Data Labs vs Wrangle
As a ai candidate sourcing tools API, People Data Labs rates higher on the APIbenchmarks Index, 84.9 to 63.5, a 21.4-point gap. Here is how they compare on each criterion.
63.5ABI / 100
Recruiting teams and agent builders that want a People Search API and MCP bundled with sourcing, enrichment and ATS handoff
Criterion by criterion
| Criterion | People Data Labs | Wrangle |
|---|---|---|
| Documentation & DX | ||
| Reliability | ||
| Ecosystem & SDKs | ||
| Accessibility | ||
| APIbenchmarks Index | 84.9 | 63.5 |
Specifications
| People Data Labs | Wrangle | |
|---|---|---|
| Best for | Bulk person/company data for builders | Recruiting teams and agent builders that want a People Search API and MCP bundled with sourcing, enrichment and ATS handoff |
| Free tier | 100 person/company lookups/mo (emails/phones obfuscated) | Free trial via self-serve signup; credit amount not stated |
| Pricing | Per enrichment credit | Per-seat plans with monthly credits; per-call credit costs |
| Official SDKs | 7 languages | 3 languages |
Is People Data Labs better than Wrangle?
On the APIbenchmarks Index, People Data Labs rates higher (84.9 vs 63.5). 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 21.4 points (84.9 vs 63.5) and wins 4 of 4 criteria.
Winner by criterion
| Criterion | Winner | ||
|---|---|---|---|
| Documentation & DX | 88 | 72 | |
| Reliability | 82 | 50 | |
| Ecosystem & SDKs | 80 | 60 | |
| Accessibility | 90 | 72 |
Choose People Data Labs if… / choose Wrangle if…
- →documentation & dx matters most to you (88 vs 72)
- →reliability matters most to you (82 vs 50)
- →ecosystem & sdks matters most to you (80 vs 60)
- →accessibility matters most to you (90 vs 72)
- →you need broad SDK coverage (7 official SDKs vs 3)
- →your use case matches its focus: bulk person/company data for builders
- →your use case matches its focus: recruiting teams and agent builders that want a people search api and mcp bundled with sourcing, enrichment and ats handoff
Pricing side by side
- 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)
- Model
- Per-seat plans with monthly credits; per-call credit costs
- Free tier
- Free trial via self-serve signup; credit amount not stated
- Free trialCredits not stated
- Starter$199 / seat / month
- Scale$499 / seat / month
- EnterpriseCustom
Vendor-published pricing, verified 2026-06-27 (People Data Labs) and 2026-10-22 (Wrangle).
SDK and language coverage
Both · 0
None
Only People Data Labs · 7
PythonJavaScript / TypeScript (Node + browser)GoRubyRustcURL / RESTOpenAPI (Swagger) specification
Only Wrangle · 3
REST API (OpenAPI 3.1)MCP server (remote, OAuth)llms.txt
Strengths and weaknesses
- +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
- +OpenAPI 3.1 spec with per-operation credit costs
- +Remote MCP with OAuth and scoped, revocable access
- +Self-serve free trial
- –No SDKs
- –No status page, SLA or published rate limits
- –Trial credit amount not stated
People Data Labs vs Wrangle: questions
- Which has better documentation, People Data Labs or Wrangle?
- People Data Labs scores higher on documentation and developer experience: 88 vs 72 out of 100.
- Which is more reliable, People Data Labs or Wrangle?
- People Data Labs scores higher on reliability: 82 vs 50 out of 100.
- Do People Data Labs and Wrangle have a free tier?
- People Data Labs: yes (100 person/company lookups/mo (emails/phones obfuscated)). Wrangle: yes (Free trial via self-serve signup; credit amount not stated).
- How are People Data Labs and Wrangle priced?
- People Data Labs: Per enrichment credit. Wrangle: Per-seat plans with monthly credits; per-call credit costs.
- Which has more official SDKs?
- People Data Labs lists 7 official SDKs, Wrangle lists 3.