People Data Labs Alternatives

Six People Data Labs alternatives, compared on credit cost, data and who they are built for.

People Data Labs is a developer data API: a free plan with 100 credits a month and no contact data, then Pro from $98 a month for 350 credits. Teams look elsewhere when the credit math stops working, when they need fresher records, or when sales reps want to act on the data without writing code. Coresignal is the closest swap for data teams, Apollo.io the pick for reps who want contacts and sequences in one place.

Romain CochardCEO of Hack'celeration
Updated 20266alternatives compared5criteria each2026pricing checked

The ranking is editorial: a sponsored placement is always flagged on its card, and no affiliate link changes a score.

The honest take

Why teams leave People Data Labs

People Data Labs does one job well: it hands developers clean, structured person and company records through an API, plus bulk files delivered to AWS, GCP or Snowflake. It counts more than 70 million companies, standardizes job titles and locations, and you can sign up and upgrade without a sales call. The reasons to leave are rarely about the data model. They are about cost per usable record, freshness and who on your team actually has to use it.

Contact data is locked behind Pro

The free plan gives up to 100 records a month, but contact data is not included: emails, phones and addresses come back obfuscated until you pay. That makes the free tier fine for testing match rates on firmographics and job history, and useless for judging whether the emails you will buy are any good. Lusha (40 credits a month) and FullEnrich (50 credits to start) give free credits you can spend on emails.

The entry plan is small for the price

Pro starts at $98 a month for 350 person credits, about $0.28 a credit. Search is where it hurts: the Person Search API charges one credit per profile returned, so a single query with a size of 100 burns 100 credits, and three such queries use 300 of the 350. Paying yearly ($940 a year, about $78 a month) saves 20% but does not change the unit cost logic.

At zero credits, the API simply stops

When the balance hits zero, every request that would consume a credit returns a 402 error until you have credits again. On Free and Pro the fix is to upgrade from the dashboard. For a product feature that enriches sign-ups in real time, that means your onboarding flow breaks on the day you run out, unless you watch the remaining-credits header in your code. Free accounts get one usage alert for all products; Pro can set several, per product.

API data refreshes monthly

PDL documents monthly data updates for its API, and quarterly or monthly for licensed flat files. For most enrichment that is enough. For job-change triggers, where a buyer who moved two weeks ago is worth more than one who moved last year, a monthly build can be late. Coresignal advertises real-time updates on its data API records, and ZoomInfo and Cognism sell their freshness to sales teams.

Some datasets and volumes mean Enterprise

IP and Job Posting data are only available on Enterprise plans, which run on annual contracts with custom pricing. A team that starts on Pro for person enrichment and later wants hiring signals or IP-to-company matching moves into a sales-led negotiation, which is often the moment it compares alternatives anyway.

It is a data layer, not a sales workspace

PDL sells APIs, datasets and data license feeds. A rep who wants to find a lead, see the email and send a sequence from one screen needs a second tool on top. Apollo.io bundles contacts, sequences and a US dialer on its paid plans, and Clay lets an ops person build enrichment workflows on a spreadsheet-like table, with PDL available as one of its providers.
At a glance

6 People Data Labs alternatives compared

The six alternatives at a glance, with the entry price as each vendor bills it. Credits do not mean the same thing from one tool to the next: the buyer's guide below explains each unit.

Best forEdge over People Data LabsFree planTeam sizeVisit
1CoresignalClosest API replacementReal-time record updates and job and post data on self-serve plans4.3/5$49/mo monthly (Mini, 2,500 credits)—Data teams and product buildersVisit →
2Apollo.ioBest for sales teamsContacts, sequences and a CRM sync in one seat4.1/5$65/seat/mo monthly (Basic), $49 billed annually✓SMB sales teamsVisit →
3ClayBest for enrichment workflowsWaterfall across 150+ data partners, PDL included4.0/5$185/mo monthly (Launch), $167/mo billed annually✓GTM ops and agenciesVisit →
4FullEnrichBest for verified emails and mobilesPays only for data found, 25+ sources in one waterfall3.9/5$29/mo monthly (500 credits), $26/mo billed annually—Outbound teams and agenciesVisit →
5LushaBest low-cost contact lookupsOne credit balance across extension, API and MCP3.7/5$49.90/mo monthly (Starter, 400 credits), $37.45/mo billed yearly✓Small sales teamsVisit →
6ZoomInfoBest for enterprise sales dataContact data, intent signals and sales workflows from one vendor3.6/5Quote-based: licenses plus monthly credits—Enterprise revenue teamsVisit →

Scores are our editorial rating on five criteria; Apollo.io, Clay, FullEnrich, Lusha and ZoomInfo carry the score of their full review on this site.

Is your tool missing from this page? Email us: hello@hackceleration.com

1
Closest API replacement

Coresignal

4.3/5

Coresignal is the alternative that looks most like People Data Labs from the inside: an API and bulk datasets of employee, company and job posting records, sold to the people who write the code. It counts more than 907 million employee profiles and 70 million company records, and it says it updates its data API records in real time, where PDL documents monthly API updates. Self-serve starts with the Mini plan at $49 a month for 2,500 credits, so the entry ticket is half of PDL Pro. Mini is monthly only: the 10% yearly discount starts with Starter, at $2,149 a year.

The catch is the credit weight. A full employee record costs 20 credits and an employee core record 10, so Mini buys 125 full records, about $0.39 each, against roughly $0.28 a person credit at PDL. Contact enrichment costs 10 credits per email found. On Mini, credits are valid for one billing cycle and reset every month, so you cannot bank a quiet month; the top monthly plans add a 3-month rollover. Where Coresignal wins is signals: a job posting or a social post costs 1 credit, which makes hiring and activity feeds cheap to watch. Mini runs at 5 requests per second with email support; an account manager comes with Growth, at $1,000 a month.

Standout features
  • Employee, company, job and post data through one API
  • Records updated in real time on the data API
  • Job postings and posts at 1 credit each
+Pros
  • ✓Entry plan at $49 a month, half of PDL Pro
  • ✓Built for developers, like PDL, so migration is mostly mapping fields
  • ✓Datasets from $1,000 for teams that want bulk files
−Cons
  • ✗A full employee record costs 20 credits
  • ✗Mini's unused credits reset every month
  • ✗Contact emails are an extra 10 credits each
Coresignal vs People Data Labs
CriterionCoresignalPeople Data Labs
Entry plan, monthly$49/mo, 2,500 credits$98/mo, 350 credits
Cost of one full person record20 credits1 credit
API update rhythmReal timeMonthly
Unused creditsReset monthly on MiniAnnual plans get the year's data upfront
Verdict

Pick Coresignal if your team builds on raw records and wants fresher data or job signals. Choose Apollo.io or Lusha instead if the people using the data are sales reps who will never open an API console.

Try Coresignal →
2
Best for sales teams

Apollo.io

4.1/5

Apollo.io comes up in almost every People Data Labs comparison because it answers the most common complaint: PDL gives you records, Apollo gives a rep somewhere to use them. A seat bundles a contact database, a Chrome extension, Gmail and Salesforce extensions, email sequences and CRM enrichment; API access for custom integrations comes with Custom plans. The free plan includes 75 credits per seat per month, 2 sequences and 100 CRM enrichments a month, which is enough to judge data quality on your own market before you pay.

Paid plans bill per seat: Basic is $65 a month on monthly billing with 2,500 credits per seat, Professional $99 with 4,000, and Organization $119 a seat a month, billed annually only, with a minimum of 3 seats. Annual billing saves 24%. Watch the phone math: enriching a person costs 1 credit for the email and demographics, plus 8 credits if a mobile number comes back, so 2,500 credits stop at about 277 people with mobiles. Read our full Apollo.io review, or our Apollo.io pricing breakdown for every plan and add-on.

Standout features
  • Contacts, sequences and CRM enrichment in one seat
  • Free plan with 75 credits per seat each month
  • API access on Custom plans for teams that script enrichment
+Pros
  • ✓A rep can use it on day one, no code
  • ✓Credits granted upfront each month per seat
  • ✓Monthly billing on Basic and Professional, cancel anytime
−Cons
  • ✗A mobile number costs 8 extra credits
  • ✗Organization needs 3 seats and annual billing
  • ✗Advanced Dialer costs $149 a team a month on monthly billing
Apollo.io vs People Data Labs
CriterionApollo.ioPeople Data Labs
Entry plan, monthly$65/seat/mo, 2,500 credits$98/mo, 350 credits
Who uses itSales repsDevelopers
SequencesIncludedNot part of the product
Free plan75 credits per seat each month100 records, contact data hidden
Verdict

Pick Apollo.io if the data has to reach reps and turn into emails the same day. Choose Coresignal or Clay instead if you feed a product or a warehouse, where per-seat pricing makes no sense.

Try Apollo.io →Read the full Apollo.io review
3
Best for enrichment workflows

Clay

4.0/5

Clay is less a replacement for People Data Labs than a way to stop depending on one provider. It works like a spreadsheet where each column can call a data source, an AI agent or an API, and it chains them as a waterfall: if the first provider has no email, the next one tries. Clay negotiates with more than 150 data partners, and PDL is one of them: you can run PDL enrichments inside Clay with Clay's managed connection or your own PDL account. The free plan gives 500 actions and 100 data credits a month, with up to 200 rows per table.

The paid entry is Launch at $185 a month on monthly billing, or $167 a month billed annually, with 2,500 data credits and 15,000 actions a month. Growth, at $495 a month, adds CRM sync, HTTP API integrations and webhooks. Data credits start at $0.05 each, and unused data credits roll over up to twice your monthly amount. Two meters run at once, data credits and actions, which is the part new users misjudge. Read our Clay review for the details, or our Apollo.io vs Clay comparison if your reps would live in it.

Standout features
  • Waterfall enrichment across 150+ data partners
  • PDL usable inside Clay, with your key or Clay's
  • Unused data credits roll over up to 2x the monthly amount
+Pros
  • ✓One table replaces several provider contracts
  • ✓Free plan to build and check a workflow first
  • ✓Claygent AI research on top of the data
−Cons
  • ✗Paid plans start at $185 a month
  • ✗Two meters to watch: data credits and actions
  • ✗CRM sync and webhooks need Growth at $495
Clay vs People Data Labs
CriterionClayPeople Data Labs
Entry plan, monthly$185/mo, 2,500 data credits$98/mo, 350 credits
Data sources150+ partners, PDL includedPDL's own data
Unused creditsRoll over up to 2xAnnual plans get the year's data upfront
Who builds itOps, no codeDevelopers
Verdict

Pick Clay if you want PDL plus other providers behind one workflow and someone in ops owns it. Choose FullEnrich instead if all you need is a verified email and mobile for a list.

Try Clay →Read the full Clay review
4
Best for verified emails and mobiles

FullEnrich

3.9/5

FullEnrich solves the narrowest part of what People Data Labs does, and solves it differently. Instead of one database, it queries more than 25 sources in a waterfall and returns the email or mobile it can verify. Its rule is simple: if it cannot find the data, you do not pay. A work email costs 1 credit and a mobile number 10 credits. You start with 50 free credits. The smallest paid plan, 500 credits a month, costs $29 on monthly billing or $26 a month billed yearly; 1,000 credits cost $55 a month, $0.055 a credit.

That changes the cost of a usable contact. At $0.055 a credit, a found mobile costs $0.55, and a list where half the mobiles are missing costs half as much. Credits roll over for 3 months on monthly plans and 12 months on yearly plans, users are unlimited, and an MCP server lets AI agents call it directly. It also enriches companies and searches people and companies, with 15+ filters on each, but contact data is its core: for job history in bulk, PDL or Coresignal fit better. Our FullEnrich review and FullEnrich pricing guide go plan by plan, and FullEnrich vs Clay covers the waterfall choice.

Standout features
  • 25+ sources in one email and phone waterfall
  • Billed only when data is found
  • MCP server and unlimited users on paid plans
+Pros
  • ✓Credits roll over 3 months, or 12 on yearly plans
  • ✓Entry plan at $29 a month for 500 credits
  • ✓Simple to run on a CSV or from a CRM
−Cons
  • ✗A mobile number costs 10 credits
  • ✗The 50 free credits are a one-off, not a monthly plan
  • ✗Volume plans climb fast for big lists
FullEnrich vs People Data Labs
CriterionFullEnrichPeople Data Labs
Entry plan, monthly$29/mo, 500 credits$98/mo, 350 credits
Billed on a missNoNo, except Person Identify
Sources25+ providersOne database
Credit rollover3 months monthly, 12 yearlyAnnual plans get the year's data upfront
Verdict

Pick FullEnrich if PDL emails bounce and your reps need phone numbers that connect. Choose Coresignal or stay on PDL if what you enrich is job history, company data or product sign-ups.

Try FullEnrich →Read the full FullEnrich review
5
Best low-cost contact lookups

Lusha

3.7/5

Lusha is the simplest way out of People Data Labs for a small team that only ever used it to look up contacts. Its Chrome extension shows an email or a phone number on a LinkedIn profile or a company site, and one credit balance works across the Workspace, the extension, the API and an MCP server. Revealing a verified email costs 1 credit, a phone number 5 credits. The free plan gives up to 40 credits a month, which is enough to check how well it covers your market.

The first paid plan, Starter, costs $49.90 a month on monthly billing for 400 credits, or $37.45 a month billed yearly; Pro is $69.90 for 600 credits. Only monthly Pro and Premium roll unused credits over, up to 2x the monthly cap: Starter has no rollover, Scale lists it as not applicable, and yearly plans reset unused credits at the end of the cycle. The price per phone number is the weak spot: $49.90 for 400 credits puts a number at about $0.62. Read our Lusha review and Lusha pricing guide for the full grid.

Standout features
  • Browser extension on LinkedIn and company sites
  • One credit balance for extension, API and MCP
  • Free plan with 40 credits a month
+Pros
  • ✓Easiest tool here for a rep to pick up
  • ✓Monthly Pro ($69.90) and Premium roll credits over up to 2x
  • ✓Entry plan under $50 a month
−Cons
  • ✗A phone number costs 5 credits
  • ✗Yearly plans reset unused credits
  • ✗Low value for money once volumes grow
Lusha vs People Data Labs
CriterionLushaPeople Data Labs
Entry plan, monthly$49.90/mo, 400 credits$98/mo, 350 credits
Free plan40 credits a month100 records, contact data hidden
Phone number5 creditsPro plan, contact data included
Main interfaceBrowser extensionAPI
Verdict

Pick Lusha if a few reps need a few hundred lookups a month and nobody wants an API. Choose FullEnrich or Apollo.io instead once you enrich lists in the thousands, where Lusha's credit price adds up; our FullEnrich vs Lusha comparison runs the numbers.

Try Lusha →Read the full Lusha review
6
Best for enterprise sales data

ZoomInfo

3.6/5

ZoomInfo is the enterprise option on this list, and the furthest from People Data Labs in how you buy. It is a sales, marketing and talent platform first: its three sales plans, Professional, Copilot Advanced and Copilot Enterprise, each start with a free trial. Professional covers contact and company profiles, mobile numbers and business emails, CRM integrations and a Chrome extension; Copilot Advanced adds buyer intent signals, website visitors and job posting changes; Copilot Enterprise adds real-time intent, custom integrations and a dedicated customer service manager. For data teams, ZoomInfo also sells an API, a data-as-a-service offer and an MCP server, and its customers include over half the Fortune 500.

ZoomInfo publishes no price. A package is built on the number of licenses and the level of data and features you need, with a predetermined number of monthly credits. One credit is consumed each time someone exports a contact or company profile, from the platform, the ReachOut Chrome extension or an API call made by an integration, and extra credits can be added to a package; ZoomInfo says a record paid for once can be re-pulled free for a year. Payment frequency is set with its sales team. Read our ZoomInfo review and ZoomInfo pricing guide before the first call.

Standout features
  • Contact, company and intent data in one platform
  • API, data as a service and an MCP server for data teams
  • Free trial on Professional, Copilot Advanced and Copilot Enterprise
+Pros
  • ✓One platform for prospecting, marketing and enrichment
  • ✓Buyer intent and job posting changes from Copilot Advanced
  • ✓Free trial before the sales conversation
−Cons
  • ✗No public price: every package is a quote
  • ✗Each new profile export uses a credit, API calls from integrations included
  • ✗Payment frequency is negotiated with sales
ZoomInfo vs People Data Labs
CriterionZoomInfoPeople Data Labs
Entry plan, monthlyQuote only$98/mo, 350 credits
What a credit buysOne exported profileOne matched record
Intent signalsFrom Copilot AdvancedHiring intent from job postings, Enterprise only
Self-serve startFree trial, then salesFree and Pro, no sales call
Verdict

Pick ZoomInfo if you are an enterprise team that wants data, intent and workflows from one vendor and can negotiate the contract. Choose Coresignal or stay on PDL if you only need raw records at a published price.

Try ZoomInfo →Read the full ZoomInfo review
Buyer's guide

How to choose a People Data Labs alternative

People Data Labs belongs to the category of B2B data providers: companies that collect public and licensed information about people and companies, match it into one profile per person or firm, and resell access. Some sell it raw, through an API or bulk files, to developers who build it into a product (PDL, Coresignal). Others wrap it in an app for sales reps (Apollo.io, Lusha, ZoomInfo, Cognism). A third group owns little data and orchestrates other providers (Clay, FullEnrich). Before you compare prices, decide which of the three you are buying, because the unit of price changes with it.

The tools on this page bill in credits, and each vendor defines a credit its own way. At PDL, a credit is one matched record, and a search costs one credit per profile returned. At Coresignal, a full employee record costs 20 credits. At Apollo.io, a person costs 1 credit, plus 8 for a mobile. At FullEnrich, an email costs 1 credit and a mobile 10, charged only when found. At Clay, data credits pay the providers while actions pay for each step of the workflow. At ZoomInfo, a credit is one exported profile. A record is one profile returned; an API call is one request, which may return zero, one or a hundred records; a seat is one user license, the way Apollo.io bills. Convert everything into the price of one usable record before you sign.

Then ask each vendor four things: what you pay on a miss, whether unused credits roll over, how often the records you buy are refreshed, and what happens on the day you run out. ZoomInfo and Cognism publish no prices: both quote per package, so ask for the credit allowance and the renewal terms in writing. Clearbit, often cited too, is now part of HubSpot, which sells its enrichment as Breeze Intelligence to fill company and contact records inside HubSpot's CRM: a fit for HubSpot users, not for a product built on raw records. For a broader view, see our ZoomInfo alternatives, Clearbit alternatives, and our rankings of the best data enrichment tools and the best email finders.

If you build a product on the data

Stay in the API category: Coresignal, Crustdata, or PDL itself. Crustdata sells real-time people and company data to developers and AI agents: a base person profile costs 1 credit, watchers alert you when a person or company changes from 0.5 credits per new result, and new accounts start with $20 in free credits. Ask for the update rhythm of the fields you use, the rate limit per endpoint and the cost of a full record. A 20-credit record on a 2,500-credit plan is 125 records, not 2,500.

If reps use the data

Per-seat tools like Apollo.io or Lusha put the data and the app a rep works in behind one price. Count phone reveals separately: they cost 5 credits at Lusha and 8 extra at Apollo.io.

If bounce rate is the problem

A waterfall beats any single database. FullEnrich charges only for data found; Clay lets you choose the order of providers and keep PDL in the chain.

If you are about to sign an annual contract

Annual plans save 20% at PDL, 24% at Apollo.io and 10% at Coresignal, but Apollo.io Organization needs 3 seats at $119 a month billed yearly, $4,284 upfront, and Lusha yearly plans reset unused credits at the end of the cycle.

If you match consumers, not employees

PDL and the tools ranked here are built for B2B records. To resolve a consumer identity, look at specialists: Pipl, built on more than 20 years of global payment and identity data for fraud and risk decisions; Versium, which sells B2B2C identity resolution with consumer and business contact data; and FullContact, a person-centered identity graph for real-time identity resolution in marketing and media.

If you sell into Europe or answer to a privacy team

Ask for certifications and for how opt-outs reach you. Cognism sells itself on European B2B data, notifies business contacts of their inclusion within GDPR timeframes and scrubs its data against 15 Do Not Call and TPS lists. PDL is ISO 27001 and SOC 2 Type 2 compliant; FullEnrich states GDPR and CCPA compliance and SOC 2 Type II; Lusha lists GDPR, CCPA, SOC2 and ISO 27701; Coresignal collects only publicly available business data and does not scrape behind logins.
  • Export 200 of your real target records and run them through each free plan: match rate on your market beats any coverage claim.
  • Price one usable contact, not one credit: divide the plan price by the records you will actually get.
  • Check what a miss costs: PDL's Person Identify API charges a credit even on a 404.
  • Ask whether credits roll over, and for how long: 3 months, 2x the monthly cap, or not at all.
  • Write down the refresh rhythm of the fields you rely on: real time, monthly or quarterly.
  • Set a usage alert before you go live, so a 402 or an empty balance does not break a product flow.
  • Drop Proxycurl from old shortlists: long cited as a PDL alternative, it shut down in 2025 after LinkedIn sued it.
FAQ · 8 questions

People Data Labs alternatives, the FAQ

  • Is People Data Labs GDPR compliant?
    It works within the GDPR: PDL publishes a GDPR/UK GDPR Article 14 notice for people whose data it collects from public and third-party sources, signs a Data Processing Agreement with Standard Contractual Clauses, and lets people in the EEA, the UK and Switzerland object to processing based on legitimate interests. It does not sell sensitive data of the kind described in GDPR Article 9. Your own legal basis for emailing those contacts stays your responsibility.
  • Where does People Data Labs get its data?
    From thousands of sources in two groups. Proprietary sources come from verticals such as HR tech, real estate tech, identity and anti-fraud, and martech; public sources include open datasets, publicly available data and government public records. Each source is hand-checked on large samples before it enters a build, and the job posting dataset comes only from company career pages, not job boards.
  • How does People Data Labs handle opt-outs and privacy requests?
    Deletions and opt-outs apply to the API immediately, but data license customers only get them in their next delivery. Any customer with an API key, self-serve included, can call the free Subject Request API for the list of opted-out IDs, which covers residents of California, Virginia, Colorado, Connecticut, Utah and the European Union. PDL says it does not collect or provide sensitive data such as health, ethnicity or precise geolocation.
  • Can you use People Data Labs inside Clay?
    Yes. Clay offers PDL enrichments as one of its providers, either through Clay's managed connection, billed in Clay data credits, or with your own PDL account and key. With your own key, Clay charges no data credits for PDL data but still counts one action per enrichment, and that works on every Clay plan, Free included.
  • Is People Data Labs an API or a database you can download?
    Both. Self-serve plans give API access to enrichment, search, autocomplete and cleaning endpoints, plus CSV enrichment on Pro. Enterprise customers can also license custom data feeds delivered to AWS, GCP or Snowflake, and PDL data is available through Snowflake and Databricks as well.
  • What are the People Data Labs API rate limits?
    Limits apply per API key and per endpoint, on a fixed one-minute window: with a limit of 100 requests per minute, you can send all 100 at any point in that minute. Past the limit, requests return 429 until the window resets. Every response is also capped at 1MB, which large Search or Bulk Enrichment requests can hit; Bulk Enrichment takes up to 100 records per request.
  • How is Cognism priced compared with People Data Labs?
    By quote only, where PDL Pro starts at a public $98 a month. Cognism sells Sales Prospecting in Standard and Pro packages, each with 5 seats included, and prices CRM Enrichment on subscription, usage and delivery. One credit is used when a contact is revealed, and the record stays usable for the whole contract unless that person changes jobs.
  • Which People Data Labs alternatives work with AI agents?
    FullEnrich, Lusha, Apollo.io and ZoomInfo all offer an MCP server, so an agent can request an email or a phone number directly. Lusha uses the same credit balance across its Workspace, extension, API and MCP. Coresignal has an official MCP server that draws on the same credit balance as its API, and sells agentic search at 20 credits for a fast query and 100 for a reasoning query. Cognism includes MCP & API access in its Standard and Pro packages.
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