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Best People Data Labs Alternatives

PDL starts at $98/mo for 350 records ($0.28 each). 6 alternatives by job: bulk data, person APIs, verified contacts for outbound. Prices checked Oct 1, 2026.

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Last updated By Victor Paraschiv

The short answer

The People Data Labs alternatives worth a shortlist in 2026: Coresignal for multi-source employee, company and jobs data by API (from $49 a month), Cleanlist AI for verified emails and phone numbers from a 25+ provider waterfall (from $49 per seat a month, REST API on Pro at $89 per seat), Apollo.io for prospecting plus email sequences ($49 per user a month, annual) and Clay for custom enrichment workflows ($185 a month). PDL itself starts at $98 a month for 350 records.

10,000+ users, from founders to full sales teams

  • Switched fromZoomInfo
  • Case study
  • HackerOneSwitched fromApollo
  • Switched fromClay
  • Case study
  • Sumo LogicSwitched fromClay
  • Switched fromApollo
  • Case study
  • Switched fromZoomInfo
  • Switched fromZoomInfo

Why do teams look for a People Data Labs alternative?

People Data Labs (PDL) sells person and company data to developers. Its own site describes a dataset of 1.5 billion unique person profiles, sold through enrichment and search APIs and, on the custom Bulk Data tier, as flat files. Self-Serve starts at $98 a month for 350 person records, which is $0.28 a record, or $940 a year for the same monthly allowance. Company data starts at $100 a month for 1,000 records. Prices checked October 1, 2026 on peopledatalabs.com.

People who search for a PDL alternative usually belong to one of four groups, and each needs a different tool. Data teams licensing a bulk dataset want broader or fresher sources. Developers building on a person API want multi-source data at lookup time. Sales teams who found PDL too raw want verified emails and direct dials in a list they can use today. Product teams that only need company fields want a cheaper company feed.

Four specifics drive the switch. PDL bills a person enrichment per matched profile, so a match with an empty email still costs a credit unless you pass the required parameter for that field. The free Testing tier obfuscates emails, phone numbers and addresses, so it cannot prove contact coverage. The Person Identify API charges one credit per call, including calls that find nothing. And every answer comes from PDL's own compiled dataset, so a field PDL does not hold has no second source to fall back on.

How much do People Data Labs alternatives cost?

The entry price of every tool on this list, from each vendor's own pricing page. Cleanlist AI starts at $49 per seat a month, and every seat adds its credits to one balance the whole team shares.

Starting priceVerified Oct 3, 2026 · re-verified monthly
Starting price, free tier, contract and notes for every tool on this list
ToolStarting priceFree tierContractNotes
Cleanlist AI$49/seat/mo (API on Pro, $89/seat/mo)Free plan, 50 credits/moMonthly, or annual at 25% off1 credit per verified email, 10 per phone number, nothing on a miss
People Data Labs$98/mo for 350 records100 records/mo, contact fields obfuscatedMonthly, or annual at 20% off. Bulk Data annualCompany data from $100/mo for 1,000 records. Checked Oct 1, 2026
Coresignal$49/mo (2,500 credits)7-day trialMonthly, or yearly at 10% off10 to 20 credits per employee or company record. Checked Oct 1, 2026
Apollo.io$49/user/mo (annual)YesMonthly or annual$65/user/mo on monthly billing. Checked Oct 3, 2026
Clay$185/mo (Launch)500 actions, 100 data credits/moMonthly or annual$167/mo on annual billing. Checked Oct 3, 2026
ZoomInfoNo platform price. GTM AI credits from $20ZoomInfo Lite, 10 credits/moAnnual upfront is standardVendr median $33,500/yr across 1,571 purchases
RocketReach$329/yr (Essentials)5 free lookupsMonthly or annualEmail only, or $49/mo. Phones from Pro, $829/yr. Checked Oct 3, 2026

Which features does each People Data Labs alternative include?

Each row is a tool and each column a capability. We checked every tick and dash against the vendor's own pricing or product page on September 1, 2026. If a vendor doesn't say, the cell reads “Not published”.

Capability check6 tools · 6 capabilities
Which capabilities each tool publishes
ToolEmail dataPhone dataCRM integrationChrome extensionAPI accessFree tier
Cleanlist AIYesYesYesYesYesYes
CoresignalYesNot publishedNot publishedNot publishedYesNo
Apollo.ioYesYesYesYesYesYes
ClayYesYesYesYesYesYes
ZoomInfoYesYesYesYesYesYes
RocketReachYesYesYesYesYesNot published

Published and checkedNot offeredNot published by the vendor

What Cleanlist AI runs for you.

One sentence to Clu builds an agent. Every Monday it finds 500 new people who match your ICP in 1B+ profiles, gets their emails and phone numbers from 25+ providers, verifies them, adds them to your sequence and posts the run to Slack. Every capability below is in the 14-day Pro trial.

Clu and agents

Tell Clu the job. An agent runs it every week and posts the run to Slack.

  • GTM agent you talk to. Clu, in the app (⌘J) and in Slack
  • Agents on a schedule or a CRM trigger. Weekly, daily or the moment a CRM record changes
  • Runs and approvals in Slack. Every run posts to a channel, a DM or your inbox
  • AI research and qualification per lead. Research and Qualification skills, 5 credits a lead
  • ICP scoring. Fit score 0 to 100 with the reasons

Search

Search 1B+ profiles for free. Pay only for the contacts you enrich.

  • People search. 1B+ profiles, and search is free
  • Company search. Industry, headcount, funding stage, location
  • Chrome extension. LinkedIn, Sales Navigator, Salesforce and HubSpot

Enrich and verify

25+ providers in one waterfall. A lookup that finds nothing costs nothing.

  • Waterfall enrichment. 25+ providers, stops at the first verified result
  • Verified work emails. 98% on the 500-lead benchmark, 1 credit each
  • Phone numbers. 85% on the same benchmark, 10 credits each
  • Email verification. Syntax, DNS, MX, SMTP and catch-all checks
  • A miss is free. 0 credits when nothing comes back

Sequences

Email from your own inbox and call tasks in one sequence.

  • Email sequences. From your own Gmail or Outlook, on every paid plan
  • Call tasks. Call tasks with an agent-written call script

CRM, MCP and API

Write straight to your CRM, or run Cleanlist AI from Claude and ChatGPT.

  • Two-way CRM sync. HubSpot and Salesforce
  • Push to a sales engagement tool. Salesloft and Lemlist
  • MCP server for Claude and ChatGPT. 30+ tools, from the Starter plan
  • REST API. From the Pro plan

Pricing

Published prices. Every seat adds credits to one shared balance.

  • Free plan. $0, 50 credits a month, up to 3 seats
  • Free trial. 14 days of Pro, 250 credits, up to 3 seats
  • Paid plans from. $49 per seat a month, $37 billed annually
  • Credits shared and rolled over. One team balance, unused credits roll over
Start free trialSee pricing

6 best People Data Labs alternatives in 2026

Compared on data accuracy, price and features.

1. Cleanlist AI: Best for teams that want verified work emails

Cleanlist AI: Teams that want verified work emails and phone numbers from a multi-provider waterfall, returned in an app, a CRM sync or one API call, without building pipelines around raw JSON.

Cleanlist AI runs waterfall enrichment across 25+ data providers in sequence and stops at the first verified hit. A verified work email costs 1 credit, a phone number 10, and a miss costs nothing. Results land in the app, sync two-way to HubSpot and Salesforce on Pro and Enterprise, or come back through the REST API (Pro and up) or the MCP server (Starter and up). Sequences sends email from your own inbox, with call tasks, on every paid plan. Cleanlist AI does not license bulk files or sell a dataset.

  • Waterfall across 25+ providers
  • Email verification built in
  • Phone numbers at 10 credits
  • REST API from Pro, MCP from Starter
  • People and company search at 0 credits

Strengths

  • Pays per verified result, and a miss costs nothing
  • 98% verified work emails and 85% phone numbers on our own 500-lead benchmark
  • A rep can use the app and a developer can call the API on the same credit wallet
  • Month to month, with 25% off annual billing

Limitations

  • No bulk data licensing or flat-file delivery
  • No built-in dialer today
  • The public REST API starts on Pro ($89 per seat a month)

2. Coresignal: Best for data teams that license employee, company and job-posting data in bulk or query it by API

Coresignal: Data teams that license employee, company and job-posting data in bulk or query it by API, and want multi-source records with a published price ladder.

Coresignal sells public web data on companies, employees, job postings and social posts through data APIs and bulk datasets. Its multi-source endpoints merge several sources into one record. Self-serve API plans start at $49 a month for 2,500 credits, where an employee or company record costs 10 to 20 credits and a contact enrichment 20.

  • Company, employee and jobs APIs
  • Bulk datasets
  • Multi-source records
  • Elasticsearch DSL search
  • Contact Enrichment API

Strengths

  • The closest like-for-like swap for a team licensing people and company data
  • Job postings and social posts sit alongside the profiles
  • A published self-serve ladder from $49 to $5,000 a month, 10% off yearly

Limitations

  • Built for data teams, with no prospecting app for reps
  • A record costs 10 to 20 credits, so the per-record price is well above the per-credit rate
  • Bulk datasets are priced by quote

3. Apollo.io: Best for sales teams that found PDL too raw and want contact data, a prospecting app

Apollo.io: Sales teams that found PDL too raw and want contact data, a prospecting app and email sequences in one tool.

Apollo.io combines a B2B contact database with a prospecting app, a Chrome extension, CRM sync and built-in email sequences. It is the usual landing spot for a sales team that tried PDL and found raw JSON too much work.

  • Contact and company database
  • Built-in email sequences
  • Chrome extension
  • CRM integrations
  • Free plan

Strengths

  • Data and outreach in one seat
  • A free plan to try the data first
  • Low per-user entry price

Limitations

  • Priced per user, so the bill grows with headcount
  • A mobile number costs 8 credits against 1 for an email
  • Not built for bulk data delivery or embedding in a product
See detailed Cleanlist AI vs Apollo.io comparison

4. Clay: Best for technical RevOps teams and GTM engineers

Clay: Technical RevOps teams and GTM engineers who want to orchestrate several providers in custom workflows without writing code.

Clay is a spreadsheet-style workflow tool that connects many data providers, AI research steps and CRM pushes in one table. Teams build their own enrichment waterfalls and pay in actions and data credits.

  • Many data provider integrations
  • Build-your-own waterfalls
  • AI research agent
  • CRM and sequencer pushes
  • Free plan

Strengths

  • The most flexible way to chain providers and logic without code
  • A large library of templates and community workflows
  • A free plan with 100 data credits a month

Limitations

  • Tables take real setup time to build and maintain
  • Actions and data credits are metered on separate sliders
  • CRM integrations start on Growth ($495/mo)
See detailed Cleanlist AI vs Clay comparison

5. ZoomInfo: Best for enterprise sales orgs with a five-figure budget that want intent data

ZoomInfo: Enterprise sales orgs with a five-figure budget that want intent data and org charts alongside their contacts.

ZoomInfo is the enterprise sales intelligence platform: contact and company data, intent signals, org charts and engagement tools, sold on annual contracts. It publishes a REST API alongside the app.

  • Contact and company database
  • Buyer intent signals
  • Org charts
  • REST API
  • CRM integrations

Strengths

  • Broad coverage of North American companies
  • Intent and org-chart data in the same seat
  • A published REST API

Limitations

  • No published price, and contracts are annual
  • Vendr's median contract is $33,500 a year across 1,571 purchases
  • More platform than a small team or a single developer needs
See detailed Cleanlist AI vs ZoomInfo comparison

6. RocketReach: Best for recruiters and individual reps who want email lookups by name on a small annual budget

RocketReach: Recruiters and individual reps who want email lookups by name on a small annual budget.

RocketReach is a contact lookup tool with an API, used by recruiters and sales reps to find emails and phone numbers one person at a time or in bulk exports.

  • Email and phone lookup
  • Chrome extension
  • Bulk CSV lookup
  • API access
  • Monthly or annual plans

Strengths

  • A low annual entry price for email lookups
  • A simple lookup app
  • An API for custom integrations

Limitations

  • Every plan is priced per user
  • Phone numbers need the Pro plan
  • Essentials caps exports at 1,200 a year
See the best RocketReach alternatives

Crustdata: Cleanlist AI treats it as a supplier to its waterfall, so it is credited here and left out of the ranking above. Cleanlist AI is not scored against it.

What does Cleanlist AI cost as a People Data Labs alternative?

Cleanlist AI charges per verified result across a 25+ provider waterfall. Starter is $49 and Pro $89 per seat a month, every seat adds its credits (750 on Starter, 1,500 on Pro) to one shared balance, Pro adds the REST API, and annual billing takes 25% off. A verified work email costs 1 credit, a phone number 10, both 11, and a lookup that finds nothing costs nothing. People and company search are free. On Pro that is about $0.059 per verified email, against $0.28 per matched profile on PDL's entry Self-Serve plan, though a PDL record carries a full profile. Cleanlist AI reports 98% verified work emails and 85% phone numbers on our own 500-lead benchmark. Every new workspace starts with 14 days of Pro: 250 credits and up to 3 seats.

Which People Data Labs alternative should you pick?

One pick per use case. Where another tool is the better choice, it gets the pick.

  1. Best for licensing a person dataset as flat files

    If you want the dataset itself, PDL's Bulk Data tier sells flat-file and on-premise delivery on an annual contract at a custom price. Self-Serve at $98 a month stays the cheapest way to test its schema against your own records.

    People Data Labs

  2. Best for multi-source employee, company and jobs data by API

    Company, employee, jobs and social-post data through APIs or bulk datasets, with multi-source records and a published ladder from $49 a month. An employee or company record costs 10 to 20 credits.

    Coresignal

  3. Best for verified emails and phone numbers without building a pipeline

    A 25+ provider waterfall returns a verified work email for 1 credit and a phone number for 10, and nothing is charged on a miss. Reps use the app from $49 per seat a month; developers call the REST API from Pro at $89 per seat.

    Cleanlist AI

  4. Best for a sales team that wants data and sequences in one seat

    A contact database, prospecting app and built-in email sequences, with a free plan and Basic at $49 per user a month on annual billing.

    Apollo.io

  5. Best for custom multi-provider workflows

    Chain providers, AI research steps and CRM pushes in one table. Launch is $185 a month, and the flexibility costs setup time.

    Clay

  6. Best for enterprise sales orgs with an intent-data budget

    Intent signals and org charts with the contacts, on annual contracts. Vendr puts the median at $33,500 a year.

    ZoomInfo

How much does People Data Labs cost per record?

People Data Labs Self-Serve costs $98 a month for 350 person records, or $940 a year for the same monthly allowance, which works out to $0.28 a record on monthly billing and about $0.22 on annual. Company data starts at $100 a month for 1,000 records ($0.10 each), or $960 a year. The free Testing tier gives 100 records a month with emails, phone numbers and addresses obfuscated. Bulk Data, the only tier with flat-file licensing, is custom-priced on an annual contract. PDL says per-record prices fall as volume grows but does not publish the schedule. The full breakdown, with credit types and rate limits, is in our People Data Labs pricing guide.

People Data Labs vs ZoomInfo: which is better for data enrichment?

People Data Labs is the better fit for an engineering team that enriches records inside a product or a warehouse: it publishes a $98 a month entry price, bills per matched record and needs no seats. ZoomInfo is the better fit for a sales org of 20 or more reps that wants a prospecting app, intent signals and org charts, and can sign an annual contract. ZoomInfo publishes no list price, and Vendr's buyer guide puts the median contract at $33,500 a year across 1,571 purchases. A small team that wants verified contacts without either the contract or the build can look at Cleanlist AI, which starts at $49 per seat a month.

People Data Labs vs Apollo: which is better for sales data enrichment?

Apollo.io is the better fit for a sales team. Apollo pairs a contact database with a prospecting app, a Chrome extension, CRM sync and built-in email sequences, from $49 per user a month on annual billing, plus a free plan. People Data Labs is the better fit for a developer who needs person records in code, at $0.28 a record on the entry plan and with no seats to count. A mobile number costs 8 Apollo credits against 1 for an email, so a team that dials should price phones separately. More options for sales teams are on our Apollo alternatives page.

People Data Labs vs Clearbit: which is better for contact enrichment?

Clearbit no longer sells a standalone plan. It is now HubSpot's Breeze Intelligence, bought as HubSpot credits inside a HubSpot account, and HubSpot publishes no credit pack price (its published overage rate is $0.010 per credit). That makes Clearbit the natural pick only for a team already on HubSpot that wants company and contact fields filled in on the CRM record. People Data Labs works with any stack through its API, from $98 a month. Teams leaving Clearbit for another CRM are covered in our Clearbit alternatives guide.

Which bulk people data APIs publish their pricing tiers?

Four vendors publish a self-serve ladder you can model before a sales call. People Data Labs: a free tier at 100 records a month, Self-Serve from $98 a month for 350 person records, and custom Bulk Data. Coresignal: a 7-day trial, then $49, $199, $499 and $1,000 a month for 2,500 to 150,000 credits, where an employee or company record costs 10 to 20 credits. Cleanlist AI: Free at 50 credits a month, Starter at $49 per seat (750 credits a seat), Pro at $89 per seat (1,500 credits a seat, monthly levels up to 100,000, and the REST API) and a custom Enterprise plan. Clay: a free plan, then Launch at $185 a month. ZoomInfo publishes no platform price. For a wider list, see our guide to the best B2B data enrichment APIs.

Is there a real-time, multi-source people data API?

Yes, in two forms. Cleanlist AI queries 25+ data providers in sequence at the moment you call it and stops at the first verified result, so a record missing from one source can still come back from the next. Cleanlist AI charges 1 credit per verified work email and 10 per phone number, nothing on a miss, and its REST API starts on Pro at $89 per seat a month. Coresignal publishes multi-source endpoints that merge several public web sources into one company or employee record. People Data Labs answers every call from its own compiled dataset, which is fast and predictable but has no second source when a field is empty.

What is the best B2B contact database right now?

It depends on who uses it. For a sales team that wants data and email sequences in one app, Apollo.io is the common starting point at $49 per user a month on annual billing. For an enterprise team with budget for intent data, ZoomInfo. For verified emails and phone numbers without a database contract, Cleanlist AI, which assembles each record from 25+ providers on demand and reports 98% verified work emails and 85% phone numbers on our own 500-lead benchmark. For developers, People Data Labs or Coresignal. Our B2B data providers guide covers the wider field.

Frequently asked questions

What teams ask before they move off People Data Labs.

Is People Data Labs shutting down?

No. People Data Labs is operating and sells Self-Serve plans from $98 a month as of October 1, 2026. Teams switch for other reasons: per-match billing that can charge for a profile without the field they wanted, a free tier that hides contact data, and an API-first product a sales team cannot use without engineering help.

Does People Data Labs charge when it finds no match?

For Person and Company Enrichment, no: PDL returns a 404 and charges only on a match. Person Search charges one credit per record returned. Person Identify is the exception and charges one credit per call, on a match or a 404. Cleanlist AI charges nothing on a miss, and its people and company search cost 0 credits.

Does People Data Labs include emails and phone numbers?

On paid plans, yes: People Data Labs lists contact data as included on Self-Serve. On the free Testing tier, emails, phone numbers and addresses are obfuscated. A matched profile is billed even when its email or phone field is empty, unless the request passes PDL's required parameter for that field.

Does People Data Labs require an annual contract?

Not on Self-Serve, which is monthly or annual, with 20% off and all credits delivered upfront on annual. Bulk Data, the flat-file licensing tier, is annual only. Cleanlist AI bills month to month, with 25% off on annual billing.

Is there a free People Data Labs alternative?

Cleanlist AI has a Free plan at 50 credits a month, and every new workspace starts with 14 days of Pro: 250 credits and up to 3 seats. Apollo.io and Clay both have free plans, and Coresignal has a 7-day trial. PDL's own free tier gives 100 records a month with contact fields hidden.

Does Cleanlist AI have an API like People Data Labs?

Yes. Cleanlist AI's REST API starts on Pro ($89 per seat a month, 1,500 credits per seat), and its MCP server for AI agents is on every paid plan from Starter at $49 per seat a month. The REST API takes structured filters. Cleanlist AI does not license bulk data or flat files, so a team that needs the dataset itself should stay with PDL or look at Coresignal.

Head-to-head comparisons

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