Enrichment · Reviewed 22 Oct 2026

People Data Labs

People Data Labs provides people and company data via APIs and data licenses.

from $98 · free tier · peopledatalabs.com ↗

Paid against free › Enrichment › People Data Labs

People Data Labs at a glance

Overview

01

Summary

The useful answer before the supporting detail.

People Data Labs (PDL) is a B2B data provider that builds people and company datasets, enabling companies to create compliant data solutions S1. It serves platforms and teams that need workforce data, such as talent sourcing and fraud detection, by providing APIs, data feeds, and integrations S19 S95. The main practical value is access to refreshed, standardized data with flexible delivery options, including APIs, data licenses, and integrations like Snowflake and Databricks S19.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: People Data Labs (PDL) is a B2B data provider offering people and company datasets S19.
  • Core purpose: To enable companies to build compliant people and company data solutions S1.
  • Intended users: Platforms and teams needing workforce data, such as talent sourcing and fraud detection S95 S19.
  • Product scope: A data platform with APIs, data licenses, and integrations, not a single app S19.
  • Positioning: PDL builds workforce data so customers don't have to S19.
  • Claimed distinction: Differentiated company dataset with strong firmographics and unique headcount insights S19.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Talent sourcing platformsFind and enrich candidate profiles S19.
Fraud detection teamsImprove verification and fraud detection capabilities S95.
CRM usersEnrich Leads, Contacts, and Accounts to close data gaps S58 S19.
Marketing teamsEnrich website traffic IP addresses for lead generation S72.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Person Enrichment APILook up profiles using name, location, email, phone, education, work, or social info S83.
Company Enrichment APIRetrieve company insights using name, website, location, social profile, or ticker S72.
Search APIsBuild queries to search person and company data S80.
Data LicensingLicense data feeds for bulk use S19.
IntegrationsConnect via Zapier, Make, Snowflake, Databricks, and CRM platforms S19 S58.
IP EnrichmentEnrich IP addresses from website traffic S72.
Job Posting DataGlobal job posting dataset refreshed daily from company career pages S19.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
ZapierIntegrationConnect PDL to thousands of apps without coding S58.
MakeIntegrationIntegrate PDL APIs into workflows using no-code platform S19.
Snowflake & DatabricksIntegrationAccess PDL data via Delta Share S19.
CRM (e.g., Salesforce)IntegrationEnrich Leads, Contacts, and Accounts seamlessly S58.
Ping IdentityIntegrationEnhance user profiles with demographic information S58.
APIsAPIEnrich, search, autocomplete, and clean datasets S19.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Free$0 S54Up to 100 credits/month S54Contact data obfuscated S49
Pro (Person)From $98/month, monthly or annual (annual saves 20%) S54 S49From 350 credits/month S54Contact data included; CSV enrichment available S54
EnterpriseCustom pricing, annual S54Custom volume S54Data license feeds; SSO S54
Company DataStarting at $98/mo S49Starts at 1,000 monthly records S49Not established

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
syncgtm.com222people data labs, people data
docs.peopledatalabs.com223people data labs, people data
vcstack.io224.5people data labs, people data
reddit.com111people data labs
marketplace.databricks.com113people data labs
x.com114people data labs
pipeline.zoominfo.com114people data
lightcast.io116people data
youtube.com117people data labs
support.peopledatalabs.com117people data

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

13

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 3.6%
MonthSource
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
otherPeople Data Labs builds people data. Use our dataset of 1.5 Billion unique person profiles to build products, enrich person profiles, power predictive modeling/ai, analysis, and more.https://www.peopledatalabs.com/

These are first-party product claims, not independent measurements of AI-search visibility.

14

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gap2 first-page appearances across people data labs, people data

Website intelligence — Collected evidence

Website evidence gaps

  • features: no usable public page was collected; verify whether the site publishes this evidence.
  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

15

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
TrustpilotPeople Data Labs Reviews / Read Customer Service Reviews of www.peopledatalabs.comGrounded web search## Don't use this service I tried their API services and although the data was ok, their payment system is a real scam and it's so hard to get yourself off their hook once signed up. ... to internet and are sold on dark web. This company shouldn't with
ProspeoPeople Data Labs Pricing, Reviews, Pros & Cons (2026)Grounded web searchOn the user-experience side, one hands-on Reddit evaluation noted that at very large scale, "deduplication becomes a real challenge" and they hit more fragmented, conflicting records than expected. The consensus on r/sales and r/dataengineering threads tends to be that PDL is powerful but requires significant post-processing. ... / Platform / Rating / Review Count / / --- / --- / --- / / G2 / 4.3/5 / 17 reviews / / SourceForge / 4.6/5 / 47 reviews / / Trustpilot / 2.8/5 / 4 reviews /
FeaturedCustomers21 People Data Labs Customer Reviews & References / FeaturedCustomersGrounded web search# People Data Labs Read 6 People Data Labs reviews and testimonials from customers, explore 15 case studies and customer success stories, and watch customer videos to see why companies chose People Data Labs as their Data Enrichment Software
apibenchmarks.comPeople Data Labs: review, pricing & ABI score · APIbenchmarksGrounded web search/ --- / / Pro / From ~$98/mo / Credit-based; entry Pro tier includes ... +/yr) / For >100k credits; negotiated per-credit rates (person credits drop toward ~$0.20), bulk/flat-file delivery, premium support and SLA

Customer proof

Proof typeNamed customer or sourceEvidence
Case studyEnterprise Credit Vendorcustomer case study — People Data Labs worked with the enterprise vendor across a number of products to help them improve their verification and fraud detection capabilities. (Fraud x PDL Customer Story / People Data Labs)

Independent mentions

  • Create an account - People Data Labs Documentation — PDL offers three plan tiers, each available for Person, Company, and IP data: ... / Plan / Cost / Includes / / --- / --- / --- / / Free / $0/mo / Up to 100 monthly records, access to core data fields / / Pro / Starting at $98/mo (Person) or $100/mo (Company) / 350+ monthly records (Person) or 1,000+ monthly records (Company), email support, additional field bundles available / / Enterprise / Custom pricing / Custom volume, premium fields, dedicated support team, advanced security features / ...
  • Understanding Pricing at PDL / Blog / People Data Labs — (including contact information) - Typical pricing ranges (varies by volume and subscription level): - Person profiles: ~$0.20 - $0.28 per profile - Company profiles: ~$0.05 - $0.10 per profile - Full self-serve control over usage and billing
  • People Data Labs Pricing 2026: $98/mo and Per-Record Math / Cleanlist — person records, which is $0.28 a record, or $940 a year for the same monthly allowance ($0.22 a record). Company data starts at $100 a month for 1,000 records ($0.10 each), or $ ... -file licensing, is custom-priced on an annual contract. PDL bills

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

16

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipFounder & CEO / Equiamsource
Contact and supportFree plan: emails, phone, & address data is obfuscated. Unlock with Pro.source
Legal and privacyNot published on the collected pages.—
Security and complianceWe are compliant with ISO 27001, the international gold standard for information security management systems (ISMS) and their requirements.source
Uptime and status pageNot published on the collected pages.—
Domain registered2017-07-16—
Domain expires2031-07-16—

Not found on the collected pages: legal and privacy, uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

17

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Job Posting API Quickstart Guide / Blog / People Data LabsGuideGuides, comparisons, pricing breakdowns, use cases, and how-to articles. (source)Not dated

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Technical

18

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Cloud-based API and data license delivery S19.S19
Platforms and appsWeb-based dashboard and APIs S134.S134
API and extensibility (API, SDK, webhooks, MCP, plugins)APIs, SDKs, and integrations available S1 S19.S1 S19
Data ownership and exportData delivered via APIs, flat files, or integrations S110.S110
Performance and reliability claimsIndustry-leading latency and bulk endpoint S83.S83
Release activityRelease notes and roadmap available S1.S1
19

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2017-07-16 — Amazon Registrar, Inc.
Domain expires2031-07-16
First archived2017-08-14 — web archive
TLS certificateLet's Encrypt, valid, expires 2026-12-31
Security headersHSTS, CSP, X-Content-Type-Options, Referrer-Policy
Headers not servedX-Frame-Options
Server headerVercel
Mail handled byaspmx.l.google.com, alt2.aspmx.l.google.com
Nameserversns-206.awsdns-25.com, ns-792.awsdns-35.net
20

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 92/100
  • Critical issues: 0
  • Warnings: 22
  • Notices: 4

Issues

SeverityIssueValueAffected URL
warningTitle length should be reviewed67https://www.peopledatalabs.com/
noticeMeta description length should be reviewed183https://www.peopledatalabs.com/
warningMissing canonical URL—https://www.peopledatalabs.com/
warningTitle length should be reviewed67https://www.peopledatalabs.com/
noticeMeta description length should be reviewed183https://www.peopledatalabs.com/
warningMissing canonical URL—https://www.peopledatalabs.com/
warningMissing canonical URL—https://www.peopledatalabs.com/person-data
noticeMeta description length should be reviewed188https://www.peopledatalabs.com/company-data
warningMissing canonical URL—https://www.peopledatalabs.com/company-data
warningMissing canonical URL—https://www.peopledatalabs.com/job-posting-data
warningMissing canonical URL—https://www.peopledatalabs.com/use-cases/hr-tech
warningMissing canonical URL—https://www.peopledatalabs.com/use-cases/sales-and-marketing
warningMissing canonical URL—https://www.peopledatalabs.com/use-cases/investment-research
warningPage should have one primary H10https://www.peopledatalabs.com/blog
warningMissing canonical URL—https://www.peopledatalabs.com/blog
warningMissing canonical URL—https://www.peopledatalabs.com/data-lab
warningMissing canonical URL—https://www.peopledatalabs.com/company
warningMissing canonical URL—https://www.peopledatalabs.com/company-engineering
noticeMeta description length should be reviewed46https://www.peopledatalabs.com/pricing/person
warningMissing canonical URL—https://www.peopledatalabs.com/pricing/person
warningMissing canonical URL—https://www.peopledatalabs.com/talk-to-sales
warningMissing canonical URL—https://www.peopledatalabs.com/data-lab/integration/snowflake
warningDuplicate title in audit sample2https://www.peopledatalabs.com/
warningDuplicate title in audit sample2https://www.peopledatalabs.com/
warningDuplicate meta description in audit sample2https://www.peopledatalabs.com/
warningDuplicate meta description in audit sample2https://www.peopledatalabs.com/

Crawled pages

StatusTitleH1sWordsResponseURL
200B2B Data Provider for Industry Leading Platforms \People Data Labs190087 ms
200B2B Data Provider for Industry Leading Platforms \People Data Labs190034 ms
200People Data at Your Fingertips \People Data Labs1773214 ms
20071.4+ Million Companies at Your Fingertips \People Data Labs1769289 ms
200Job Posting Data at Your Fingertips \People Data Labs1524275 ms
200HR Tech Use Cases \People Data Labs154681 ms
200Sales & Marketing Use Cases \People Data Labs150071 ms
200Investment Research Use Cases \People Data Labs144587 ms
200Blog \People Data Labs01013920 ms
200Data Lab \People Data Labs1812228 ms
200Company \People Data Labs190079 ms
200Our Engineers \People Data Labs193672 ms
200Person Data Pricing \People Data Labs163237 ms
200Talk to Sales \People Data Labs11021266 ms
200Learn More About Our Snowflake Integration \People Data Labs1447121 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

21

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct38.0%
search44.7%
search organic32.8%
search paid11.9%
social4.6%
social organic3.4%
social paid1.2%
referrals5.8%
paid referrals0.5%
mail2.8%
gen ai3.6%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

22

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitors by name. Evidence gaps include lack of specific customer names in testimonials, no explicit uptime or status page details, and no detailed documentation of data refresh cycles beyond monthly updates S72. Open questions include exact pricing for enterprise plans and full list of integrations.

23

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from peopledatalabs.com, including pricing pages, API documentation, and blog posts. The collector used static and browser rendering rendering, with external proof search for verification. Limitations: some pages were not fully scraped, and external review profiles were not collected in detail.

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