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People Data Labs

People Data Labs is a developer-oriented B2B enrichment platform for structured person, company, IP, and job-posting data.

Editorial score

4.0 /5
How we scored it

Is People Data Labs worth it?

Nick Oscar
Editor, Reviews.vc · Updated August 18, 2026
Good For

Broad person, company, IP, and job-posting data coverage across identity, contact, employment, firmographic, technology, and location fields.

Caution

Person records can have null values, while company-field availability varies by field.

People Data Labs product image
peopledatalabs.com
On this page

People Data Labs is a developer-oriented B2B data platform for enriching and searching person, company, IP, and job-posting data. Its REST APIs, SDKs, workflow integrations, and data-delivery options make it best suited for teams building data products and automated pipelines rather than buyers looking for an all-in-one native application suite.

What is People Data Labs?

People Data Labs provides structured B2B person, company, IP, and job-posting data for enrichment, search, segmentation, and data-product development. Teams access it through REST APIs, SDKs, workflow integrations, and data-license delivery, making it a developer-led option for enriching existing records or querying broader datasets.

Enrichment coverage

Coverage spans person and company identity, contact information, social profiles, employment and education history, firmographics, funding, workforce signals, locations, technology, IP, and job-posting data. The July 2026 v35.0 release reported more than 2.46 billion API records. Coverage is broad, but buyers should validate target fields: person records can include null values, and company-field availability varies by field.

Automation and integrations

People Data Labs is built around REST APIs and SDKs for Python, JavaScript, Ruby, Go, and Rust. Salesforce supports configurable mappings and enrichment for Contacts, Leads, and Accounts; Zapier and Make support enrichment workflows; and Enterprise API and Data License customers can use webhooks to match person record updates. Salesforce is an Enterprise add-on, and webhooks require qualifying Enterprise subscriptions.

Who People Data Labs fits

People Data Labs fits developers, engineers, data scientists, data-product teams, and operators building products or pipelines around structured B2B data. It can also work well for Salesforce and data platform teams that need ongoing enrichment. It is less suitable when every target field must be populated, when historical email addresses will be used directly for outreach, or when a broad set of native app integrations is the main buying requirement.

Buyer scenarios

Where the product fits — and where to be careful

Developer-led data product or enrichment pipeline

Need
Structured B2B person and company data delivered through APIs, SDKs, or data feeds.
Why it fits
Strong fit for engineering, data science, and data-product teams that need enrichment, search, segmentation, or pipeline inputs.
Watch out
Validate completeness for the target population because person fields may be null and company fields vary in availability.

Strong fit.

Enterprise CRM enrichment

Need
Ongoing enrichment of Salesforce Contacts, Leads, and Accounts with configurable mappings.
Why it fits
A fit for Enterprise Salesforce teams that can use the Salesforce add-on and configure refresh schedules.
Watch out
Salesforce integration is an Enterprise-only add-on; buyers seeking many direct native app connections may need custom API-led workflows.

Good fit for qualifying Enterprise teams.

Pros & Cons

Pros

  • Broad person, company, IP, and job-posting data coverage across identity, contact, employment, firmographic, technology, and location fields.
  • Large-scale dataset with monthly company-record refreshes and ongoing job-change detection.
  • Developer-led automation through REST APIs, SDKs, webhooks, and integrations for Salesforce, Zapier, and Make.
  • Published usage-based plans include a free option and separate person, company, and IP credit pricing.

Cons

  • Person records can have null values, while company-field availability varies by field.
  • Salesforce enrichment and webhooks are limited to qualifying Enterprise customers.
  • The direct integration set is narrower than a broad native-app automation suite.
  • Historical email addresses should not be used directly for email outreach.
Editorial score breakdown

Editorial scores

Editorial score
4.0
Enrichment coverage
5.0

People Data Labs covers person, company, IP, and job-posting use cases with extensive identity, contact, employment, firmographic, social, location, technology, and workforce data. Its July 2026 release reported more than 2.46 billion API records.

Data quality
3.0

The platform provides freshness signals, monthly company refreshes, and large-scale resume, location, and job-change updates, but it also states that person fields may be null and company-field availability can vary materially.

Automation & integrations
4.0

REST APIs, SDKs, webhooks, Salesforce, Zapier, Make, and data-platform delivery support strong developer-led orchestration. Some capabilities, including Salesforce and webhooks, are Enterprise-limited.

Usability & value Not scored

User-review evidence was insufficient: the available aggregate is not publishable and contains only one accepted review.

From our complete category comparison

People Data Labs alternatives

Category scores use the linked comparison rubric and can differ from a product’s overall review score.

See the full comparison
Reviewed here
Best for
Developers, data teams, and data-product builders that need APIs and customizable infrastructure for person and company enrichment.
Key tradeoff
Person records can have null values, while company-field availability varies by field.
Clay
4.3/5
Best for
Growth, sales, marketing, and RevOps teams building flexible, repeatable enrichment and automated research workflows across their GTM stack.
Key tradeoff
The platform has a significant learning curve for complex workflows and reusable setups.
Best for
Mid-market and enterprise revenue teams that need compliance-conscious B2B prospecting and controlled CRM enrichment, particularly when selling into EMEA markets.
Key tradeoff
Numeric pricing, billing cadence, and contract terms are not publicly listed.
Best for
Enterprise B2B sales organizations that need a large database and a mature go-to-market intelligence suite, and have processes to validate data and operationalize it across their stack.
Key tradeoff
User reviews frequently raise concerns about stale or inaccurate contact data.
ProductCategory scoreBest forKey tradeoff
People Data LabsReviewed here
4.0/5Developers, data teams, and data-product builders that need APIs and customizable infrastructure for person and company enrichment.Person records can have null values, while company-field availability varies by field.
Clay
4.3/5Growth, sales, marketing, and RevOps teams building flexible, repeatable enrichment and automated research workflows across their GTM stack.The platform has a significant learning curve for complex workflows and reusable setups.
Cognism
3.8/5Mid-market and enterprise revenue teams that need compliance-conscious B2B prospecting and controlled CRM enrichment, particularly when selling into EMEA markets.Numeric pricing, billing cadence, and contract terms are not publicly listed.
ZoomInfo
3.5/5Enterprise B2B sales organizations that need a large database and a mature go-to-market intelligence suite, and have processes to validate data and operationalize it across their stack.User reviews frequently raise concerns about stale or inaccurate contact data.

Pricing and contract model

People Data Labs publishes usage-based Free, Pro, and Enterprise options for person and company data. Enterprise pricing is custom, and annual commitments save 20%.

PlanPriceIncludes
Free
$0
per month
Allows up to 100 monthly records.
Person Pro
From $98
per month
Starts with 350 monthly person records.
Company Pro
From $100
per month
Starts with 1,000 monthly company records.
  • Person, company, and IP usage are priced through separate credit tables.
  • Not publicly disclosed: Enterprise.

Integrations

Documented connections and access methods for People Data Labs.

CRM

Salesforce Native

Automation

Zapier Native
Make Native
Webhooks Native

Developer/API

REST API and SDKs Public API

Data warehouse/BI

Snowflake Native
Databricks Native
  • Data License delivery options include S3, GCP, Azure, Snowflake, and delta-file deliveries.

What's new

Recent product and company updates

  • 2026-07-21

    v35.0 release

    Introduced PDLScores for Person Data and Technology Data Fields, improved the Job Posting Dataset, and reported major resume, location, and job-change refreshes.

    Source
  • 2025-12-17

    v32.2 release

    Introduced affiliated_entities parent and subsidiary fields and expanded global job and job-change data.

    Source

FAQ

How much does People Data Labs cost?
Free plans allow up to 100 monthly records. Person Pro starts at $98 per month for 350 monthly records, Company Pro starts at $100 per month for 1,000 monthly records, and Enterprise pricing is custom.
What data can People Data Labs enrich?
It supports person, company, IP, and job-posting data, including contact, employment, education, firmographic, social, location, technology, workforce, and job-posting fields. Field completeness varies by record and field.
Which integrations does People Data Labs support?
Verified connections include Salesforce, Zapier, Make, webhooks, Snowflake, and Databricks, alongside REST APIs and SDKs. Salesforce and webhooks have Enterprise eligibility limits.
Who is People Data Labs best for?
It is best suited to developers, engineers, data scientists, data-product teams, operators, and enterprise data or Salesforce teams building structured B2B data products and pipelines.
Change notes Corrections policy
  1. 2026-08-18 Comparison Added alternatives comparison from 6 Best Data Enrichment Software in 2026.
  2. 2026-08-09 Initial publication First published version of this review.
Sources analyzed (30)
  1. People Data Labs peopledatalabs.com accessed 2026-08-09
  2. Person Data peopledatalabs.com accessed 2026-08-09
  3. Company Data peopledatalabs.com accessed 2026-08-09
  4. July 2026 Release Notes v35.0 docs.peopledatalabs.com accessed 2026-08-09
  5. December 2025 Release Notes v32.2 docs.peopledatalabs.com accessed 2026-08-09
  6. Person Data Pricing peopledatalabs.com accessed 2026-08-09
  7. Company Data Pricing peopledatalabs.com accessed 2026-08-09
  8. Salesforce Integration docs.peopledatalabs.com accessed 2026-08-09
  9. Zapier docs.peopledatalabs.com accessed 2026-08-09
  10. Make.com Integration docs.peopledatalabs.com accessed 2026-08-09

Showing 10 of 30 sources · 20 additional sources analyzed

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