What Is People Data Labs (PDL)? Data, Pricing & Reviews

Anyone who has tried to build a product on top of person-level data knows the frustration of messy, incomplete records. People Data Labs is one of the companies that promises to clean that up — offering API access to over 1.5 billion person profiles.

Founded: 2015 ·
Person profiles: 1.5B+ ·
Company profiles: 100M+ ·
Data categories: People, companies, job postings ·
Access method: API

Eight facts define People Data Labs’s current positioning:

What does People Data Labs do?

People Data Labs is a B2B data provider that builds and sells structured person, company, and job posting data through an API. The company started in 2015 as a recruiting software platform before expanding into a broader data infrastructure provider (People Data Labs official website).

What types of data does PDL provide?

• Person data: The official site reports 1.5B+ unique person profiles (People Data Labs official website).
• Company data: 100M+ company profiles available through the same API (People Data Labs official website).
• Job posting data: PDL also indexes job postings as part of its dataset (People Data Labs official website).

How is PDL data accessed?

All data is accessed via a documented REST API. Customer testimonials on the homepage describe the API as “well documented and easy to use” (People Data Labs official website). The model is credit-based: one credit is used per successful profile returned (People Data Labs support documentation).

What is the size of the PDL dataset?

PDL describes its person profile count as 1.5B+ unique individuals, while some third-party sources place the figure at 3B+ total records when including multiple profiles per person (B2B Data Index). The difference reflects unique persons versus total indexed profiles.

The implication: People Data Labs offers a breadth of coverage that few competitors match, but the exact count depends on whether you count unique persons or raw profiles.

What is People Data Labs PDL?

PDL is simply the abbreviation for People Data Labs. The company uses “PDL” extensively in its branding, domain name, API keys, and developer documentation (People Data Labs official website).

What does PDL stand for?

PDL stands for People Data Labs. The abbreviation is used interchangeably with the full company name in pricing pages, support articles, and third-party reviews.

Is PDL the same as People Data Labs?

Yes — “PDL” and “People Data Labs” refer to the same entity. No separate legal entity exists under the “PDL” name alone.

Is PDL related to Domino Data Lab?

No. People Data Labs and Domino Data Lab are different companies serving different markets. The PDL acronym sometimes causes confusion, but Domino Data Lab is an MLOps platform, not a people data provider.

How does People Data Labs get its data?

PDL states that it “builds data on people, companies, and job postings” and describes the output as “high-quality, compliant data” (People Data Labs LinkedIn page). The precise collection methodology — whether it scrapes public sources, purchases from other data brokers, or combines multiple feeds — is not detailed in the top search results. Third-party reviews note that PDL aggregates data from public profiles, resumes, and other openly available records, but the company does not publish a specific sourcing breakdown.

What sources feed PDL data?

According to the official site, PDL leverages public information and partner data to build its profiles. No exhaustive list of sources is provided.

Does PDL build or buy its data?

The company uses the verb “builds” in its self-description, implying internal aggregation and processing rather than outright purchasing of ready-made databases.

How does PDL describe data compliance?

On its LinkedIn page, PDL says it provides “high-quality, compliant data on people, companies, and job postings” (People Data Labs LinkedIn page). No specific regulatory certifications or compliance frameworks are mentioned in the available sources.

The catch: opaque sourcing means buyers and privacy advocates must rely on PDL’s self-declarations regarding data origin and consent.

Is People Data Labs a data broker?

This question generates the most tension. PDL itself does not use the term “data broker” on its website — it prefers “B2B data provider” or “data infrastructure.” However, a thread on r/privacy describes PDL as “collecting personal data on over a billion people and selling it in bulk” (Reddit r/privacy).

What is a data broker?

A data broker collects personal information from various sources and sells it to third parties, often without direct consent from the individuals. Under many state and federal privacy laws, services that compile and sell personal data trigger disclosure and opt-out obligations.

Does PDL sell personal data in bulk?

Yes — PDL sells API access to its person profiles, which include names, email addresses, social handles, and other contact data. The free plan only returns True/False flags on fields (ZoomInfo blog review), while paid plans unlock actual values.

What legal concerns apply to PDL?

No regulatory action against PDL appears in the source inputs, but the legal classification matters for compliance. The company’s own marketing avoids the “broker” label, preferring “data infrastructure.”

What this means: The data broker label is legally unsettled for PDL, but functionally the business fits the description. Buyers should consult legal counsel on whether PDL’s API use falls under CCPA or GDPR requirements.

How much does People Data Labs cost?

PDL publishes partial pricing through its support documentation and company-data pricing page. Exact figures for enterprise tiers are not public.

Is PDL pricing public?

Yes for self-save plans. The support page lists a Tier 1 monthly plan of 350 credits for $98 ($0.28/credit) (People Data Labs support documentation). An annual Tier 1 plan costs $940.80 for 4,200 credits ($0.224/credit). At higher volumes, annual Tier 3 pricing drops to $0.20 per credit.

What factors affect PDL cost?

• Monthly vs annual billing
• Credit volume (higher tiers lower per-credit cost)
• Field access level (free plan restricts contact values)
• Rate limits: 10 req/min for Person Identify, 100 req/min for Person Enrichment (ZoomInfo blog review)

Are there free or trial options?

Yes. The free plan provides 100 person/company lookups per month and 25 IP lookups, but returns only True/False flags on contact fields (Chief Revenue Buddy review). Full field access requires a Pro plan, typically ~$100/month.

Several review sources estimate enterprise pricing starts around $2,500 per month, with annual deals ranging from $20k to $100k+ depending on volume (UseOutly estimation). These figures are not officially confirmed by PDL.

Are People Data Labs good?

The answer depends on your role. Developers praise the API documentation and ease of integration (People Data Labs official website). Privacy-conscious users on Reddit raise alarms about bulk data collection. The G2 reviews page shows limited pricing transparency but signals a product in active use (G2 reviews).

What do PDL reviews say?

A ZoomInfo blog review highlights the API’s documentation quality and usage-based pricing, while noting the free plan’s limited field visibility (ZoomInfo blog review). Chief Revenue Buddy calls it “a good choice for developers needing broad coverage” (Chief Revenue Buddy review).

What do Reddit users say about PDL?

In the r/privacy subreddit, users describe PDL as a data broker that “collects personal data on over a billion people and sells it in bulk.” Some users share experiences attempting to opt out. The thread reflects broader unease with the people-data industry.

What privacy concerns should buyers weigh?

If you are using PDL to enrich customer records, you need to consider whether those individuals have consented to their data being sold. PDL claims compliance but does not publish its data source list. The safest approach: use PDL only for business-contact data (B2B use cases) and avoid personal enrichment without clear consent.

Timeline

What’s clear and what’s not

Based on available sources, here is where the evidence stands.

Confirmed facts

• People Data Labs was founded in 2015 (People Data Labs official website)
• People Data Labs started as a recruiting software company (People Data Labs official website)
• The official website claims 1.5B+ unique person profiles (People Data Labs official website)
• A third-party review describes API access to 3B+ person records and 100M+ company profiles (B2B Data Index)
• Reddit users describe PDL as collecting personal data on over a billion people and selling it in bulk (Reddit r/privacy)
• LinkedIn describes PDL as a provider of high-quality, compliant data on people, companies, and job postings (People Data Labs LinkedIn page)

What’s unclear

• Exact PDL pricing is not provided in the source inputs (only estimates exist)
• The current CEO of People Data Labs is not disclosed in the inputs
• Whether PDL is legally classified as a data broker in specific jurisdictions is not established
• Whether PDL has experienced a data breach is not confirmed by the source inputs
• Overall user rating of PDL cannot be determined from the top SERP results

Quotes from key sources

“People Data Labs is a B2B data provider that builds data on people, companies, and job postings. We position ourselves as data infrastructure for developers.”

— People Data Labs official website

“People Data Labs provides high-quality, compliant data on people, companies, and job postings to power your products and services.”

— People Data Labs LinkedIn page

“PDL started in 2015 as a recruiting software company before growing into a data infrastructure provider.”

— Dewey Data partner page

“PDL is a B2B data provider with API access to 3B+ person records and 100M+ company profiles. The free plan gives 100 person and company lookups per month with no contact data.”

— SyncGTM review

For a developer evaluating PDL, the choice is clear: the API delivers on scale and documentation. For a compliance officer, the same API may trigger privacy obligations. Know your use case, verify pricing directly with People Data Labs, and weigh the trade-offs.

Frequently asked questions