People Data Labs alternatives, sorted by why you are leaving
A license written for redistribution, at the highest price per record in this directory. People leave over the second half. 4 replacements below, each one matched to a specific reason rather than ranked on a score nobody can audit.
Prices and limits for every option below are read off the vendor's own page. These are the People Data Labs competitors that answer a named problem, not a field of logos.
The 4 reasons people actually leave
If none of these is your situation, the honest answer is that you should probably stay, and the People Data Labs API review covers what you already have. The 26 providers these replacements are drawn from are in the Enrichment APIs listing.
1 · $0.28 a record is the top of the market here
That is roughly fourteen times Apollo's per-credit rate, and the gap is not about data quality. It is the license: the price includes the right to put enriched records inside a product you sell. If your rows are only ever read by your own reps, you are paying for permission you will never use.
2 · The free plan obfuscates the thing you are testing
100 credits a month with contact data obfuscated means you can evaluate the shape of a record but not the accuracy of an email or a phone number. In a category where nobody publishes a match rate, the one thing a free tier is for is measuring your own, and this one cannot do it.
3 · It is built for bulk, not for lookups
The Person Enrichment and Bulk endpoints are designed to load a warehouse, and the rate limits are per key, per endpoint, fixed window. That is the right shape for a nightly dataset refresh and the wrong shape for a form that enriches a lead while somebody waits.
4 · No MCP server
Five providers here publish one. If you want an agent to reach the dataset directly rather than through code you maintain, People Data Labs is not currently on that list.
4 replacements, and what each one fixes
Ordered by how often they turn out to be the right answer, not by price.
| Provider | Entry price | Unit cost | Free tier | Fixes |
|---|---|---|---|---|
| People Data Labs | $98/mo | $0.28 per record | Free plan, up to 100 credits per month with contact data obfuscated | Baseline |
| Apollo API | $49/seat/mo | $0.0196 per credit | Free plan with API access, 900 credits per seat per year granted monthly, so 75 a month | Best all-in-one GTM API |
| FullEnrich | $55/mo | $0.055 per credit | 50-credit trial, no card. Then 1,000 credits a month at $0.055 each. | Best waterfall without Clay |
| LeadMagic | $99/mo | $0.0198 per credit | No free tier. Essential starts at $99 for 5,000 credits, and failed lookups cost nothing. | Best priced per operation |
| Clay | $167/mo | $0.0452 per data credit | Free plan, 500 actions and 100 data credits per month | Best orchestration layer |
Read from each vendor's own pricing page between 8 and 19 October 2026.
The case for each one
Each one below is matched to a reason rather than scored, and each one names what you give up by taking it. A replacement with no downside is a replacement nobody has actually run.
Apollo API
Roughly fourteen times cheaper per record, with search and sequencing in the same account. The right answer whenever the rows are read only by your own go-to-market team.
The arithmetic is the whole case: $0.0196 an Apollo credit against $0.28 a People Data Labs record. For an internal list of 10,000 that is about $196 of credits against $2,800, and the data arrives through an API that also searches, sequences and writes to your CRM on the same balance.
Apollo also spends a credit on a result rather than on an attempt, and its sequence, contact and task endpoints cost nothing at all. The one number to read carefully is the allowance: 30,000 credits are granted per seat per year, so Basic at $49 a seat is 2,500 a month and reaching more means buying seats.
There is a free plan with full API access, at 900 credits a seat a year, which is enough to measure your own match rate against what People Data Labs is returning today before anything is cancelled.
What you give up
The redistribution license, and that is not a small thing. Apollo's terms cover your own go-to-market; they do not cover putting enriched rows inside a product your customers log into. If there is any chance the data becomes customer-facing, this swap is the one that gets an account suspended after the product has users.
When it is the wrong answer
Anyone building a data product, a directory or an enrichment feature of their own. The price gap exists because the license differs, and no amount of per-record saving survives being the wrong license.
Entry $49/seat/mo. Free plan with API access, 900 credits per seat per year granted monthly, so 75 a month. One of the few providers here that covers sourcing, enrichment and sending behind a single key, which is why it is usually the first API a GTM team wires up and the last one they rip out. Read the review · People Data Labs vs Apollo
FullEnrich
25 sources behind one call, charged only on a result. The move when coverage was the reason you were paying the premium.
FullEnrich is a waterfall sold as a single endpoint with a single bill: a work email is 1 credit, a personal email 3 and a mobile 10, at $0.055 a credit on the $55 entry plan. That is five times People Data Labs' depth of contact coverage for a fifth of the per-record price, if contact data rather than firmographics was what you wanted.
The billing is the part that suits an uneven list. You pay for the thing that came back, landline results cost nothing at all, and verification is free when bundled with enrichment rather than being a second vendor and a second invoice. Credits roll over three months on monthly billing and twelve on annual.
The limits are modest and rarely the constraint: 60 API calls a minute, 100 contacts per bulk request and 100 concurrent jobs per workspace. A waterfall is latency-bound on the providers underneath rather than on the front door.
What you give up
Firmographics at scale and the warehouse shape. People Data Labs is built for bulk loads and carries person, company, job title and school datasets under one key; FullEnrich is a contact waterfall. You also give up the redistribution position, which FullEnrich does not state.
When it is the wrong answer
Teams loading millions of company records into a warehouse. This is a per-contact enrichment API, and using it for a bulk firmographic load is both slower and more expensive than the thing you are leaving.
Entry $55/mo. 50-credit trial, no card. Then 1,000 credits a month at $0.055 each.. FullEnrich runs the same waterfall logic Clay does, but as a single API call with a single bill. Read the review
LeadMagic
A published credit cost for every operation and credits deducted only on success, so finance gets a number rather than a range.
This is the clearest rate card in the directory. An email finder call is 1 credit, a mobile 5, a validation 0.25 and a job-change check 3, at $0.0198 a credit on the $99 Essential plan. You can work out a month's cost on paper before signing, which is the opposite of a quote-shaped relationship.
Credits come off on valid results only and never on a miss, so your effective cost per useful row is the rate rather than the rate divided by your match rate. People, company and jobs search spend no credits at all from Essential upward, which removes the usual trap of paying to look before paying to find.
An MCP server is bundled with every plan. The limits are account-wide rather than per key, 5 requests a second on Professional and 10 on Ultimate, which is the detail to design around when two pipelines share one credential.
What you give up
The free tier and the license. LeadMagic has no free allowance at all, so there is no way to measure your match rate before paying, and it states no redistribution position. It is also a contact provider rather than a dataset vendor, so the warehouse-shaped bulk endpoints are gone.
When it is the wrong answer
Anyone who has to prove the data quality to somebody else before there is a budget. Start the test on a provider with a free tier and move the volume here once the number is known.
Entry $99/mo. No free tier. Essential starts at $99 for 5,000 credits, and failed lookups cost nothing.. The clearest rate card in this directory. Read the review
Clay
A router in front of about 150 providers if what you actually wanted was breadth. Billed in actions and data credits, so model both before you commit.
If the reason you were paying People Data Labs was that nothing else covered your segment, Clay is the honest answer: it fans out across more than 150 providers on one contract, which is coverage you cannot assemble any other single way without a dozen vendor relationships.
The billing has two meters where everything else on this page has one. A found contact costs an action for Clay's work and data credits for the data, $0.0452 a credit on annual Launch, and the credits a lookup costs depend on which provider answered. Nothing is charged for a miss. Cap the rows a table runs on before pointing a large list at it.
The HTTP API is gated at the Growth tier, $446 a month against $167 for Launch. If calling arbitrary endpoints is the reason you want Clay rather than its interface, that higher number is your real entry price.
What you give up
The license again, and the single per-record price. Clay inherits the terms of whichever of its providers answered, and you often cannot tell which one did, so it is the worst fit on this page for anything customer-facing.
When it is the wrong answer
A product team. If enriched rows are going into something you sell, a router whose provenance you cannot reconstruct is a liability rather than a saving, and People Data Labs is the reason this page exists.
Entry $167/mo. Free plan, 500 actions and 100 data credits per month. Clay is not really an enrichment API, it is the router in front of everybody else's. Read the review · People Data Labs vs Clay
What you would actually pay, on each one
Every provider on this page publishes a rate card, so the real numbers can sit next to each other rather than behind a summary. The plan you want is the one whose included volume covers a normal month for you, not the cheapest one on the page.
People Data Labs
People Data Labs publishes 3 tiers, one of them free, and the paid ladder runs from From $98 to Custom.
Free
- Full access to the Person APIs for testing
- Contact data is obfuscated, so emails and phones are masked
- No commitment, sign up and go
Self-Serve
- Contact data included and unmasked
- Access to premium fields
- Monthly or annual subscription
- CSV enrichment and email support
Enterprise
- Custom volumes and annual contracts
- Access to all APIs, plus Data License Feeds
- Formal data testing before you commit
- Additional field bundles
Apollo API
Apollo API publishes 4 tiers, one of them free, and the paid ladder runs from $49 to $119.
Free
- Full API access, not a trial of it
- Granted monthly, so 75 credits a month in practice
- 2 sequences and basic filters
Basic
- US$588 a seat a year, credits granted upfront and pooled across the team
- 2,500 credits a month, at $0.0196 each
- Annual billing saves 24% against paying monthly
Professional
- 4,000 credits a month, at $0.0198 each
- AI lead scoring and multi-touch outreach
Organization
- 72,000 credits a seat a year, so 6,000 a month
- $0.0198 a credit, so the rate is flat across every paid tier
- The three-seat minimum makes US$357 a month the real floor
FullEnrich
FullEnrich publishes 4 tiers, one of them free, and the paid ladder runs from $55 to 12 months.
Free trial
- No credit card required
- Earn more credits by inviting team members
- Enough to measure your own match rate
Entry
- $0.055 a credit
- 1,000 work emails, or 100 mobiles, or 333 personal emails
- Credits roll over 3 months on monthly billing
Higher volume
- The per-credit price falls as volume rises
- A calculator on the pricing page sizes it
- Renew early or move up a plan to get the better rate
Annual
- Rollover extends from 3 months to 12
- The option that suits lumpy agency volume
LeadMagic
LeadMagic publishes 4 tiers, one of them free, and the paid ladder runs from $99 to Higher.
Essential
- $83/mo billed annually, $990 a year, saving $198
- $0.0198 a credit, or $0.0165 on the annual 60,000
- 3 seats sharing one credit pool
- Rollover up to 2 months
Growth
- $208/mo billed annually
- $0.0124 a credit, or $0.0104 on the annual 240,000
- 5 seats, one shared pool
Professional
- $0.0100 a credit, or $0.0083 on the annual 600,000
- The published floor is $0.007 a credit at volume
Free tier
- No way to measure your own match rate before paying
- The clearest gap in an otherwise clear rate card
Clay
Clay publishes 4 tiers, one of them free, and the paid ladder runs from $167 to Custom.
Free
- 100 data credits a month, 1,200 a year
- Unlimited seats and tables, up to 200 rows per table
- Multi-provider waterfalls and Claygent
- Bring your own API key
Launch
- 2,500 data credits a month, 30,000 a year, unused ones roll over up to 2x
- Phone number enrichment
- Job change and other signals, unlimited Audiences search
- Send through the Clay Sequencer or an integration
Growth
- 6,000 data credits a month, 72,000 a year, unused ones roll over up to 2x
- Integrate with any HTTP API. This is the tier that unlocks it
- Auto-sync and enrich CRM, warehouse sync
- Web intent signals, webhook-driven automation
Enterprise
- Custom action and data credit volume, and Clay API access for calling Clay from your own code
- Auto-delete, so one webhook takes unlimited submissions
Read the included volume before the headline price. A plan that costs twice as much and carries five times the credits is the cheaper plan, and on this page that is the usual case rather than the exception.
What each one costs at your volume
People Data Labs first, then every replacement. The model picks the cheapest published plan that covers your volume on each one, which is the comparison a row of entry prices cannot make.
People Data Labs
Priced on the volume you use, so the plan that covers a normal month is the one that decides the bill.
Apollo API
Priced on the volume you use, so the plan that covers a normal month is the one that decides the bill.
FullEnrich
Priced on the volume you use, so the plan that covers a normal month is the one that decides the bill.
LeadMagic
Priced on the volume you use, so the plan that covers a normal month is the one that decides the bill.
Plans are read from each vendor's own pricing page and the model picks the cheapest one that covers you, so these are list prices before any discount you negotiate and before annual billing, which most of these vendors discount.
What a year costs at three volumes
The same plan-fit arithmetic as the model above, run out to a year, because an annual number is what a budget actually asks for. Every column moves with volume, because all of these meter usage rather than seats.
| A year at | People Data Labs | Apollo API | FullEnrich | LeadMagic | Clay |
|---|---|---|---|---|---|
| 1,000 a month | Quoted | $588 Basic | $660 Entry | $1,188 Essential | $5,352 Growth |
| 10,000 a month | Quoted | $2,352 Basic | Quoted | $2,988 Growth | $5,352 Growth |
| 50,000 a month | Quoted | $11,760 Basic | Quoted | Quoted | Quoted |
4 of the 5 providers here publish enough to be put in this table. These are list prices on the published plan that covers each volume, so they are the number before you negotiate and before annual billing, which most of these vendors discount by between a fifth and a half.
Which replacement is yours
Answer what matters most and the lean appears below. Every option is read from the records on this page, and staying on People Data Labs is one of the possible answers.
Each answer leans one way. The recommendation appears here once you have picked at least two.
A tool like this can only weigh what is on the page. It does not know your segment, and the one test that does is the bake-off further down: real rows, cheapest entry on each side, spend divided by survivors.
Where an answer leans on a certification or an integration, it means that vendor publishes it on the pages this directory read, which is not the same as the other one lacking it. The sources are listed at the foot of the page.
Where the data comes from, and what you may do with it
The question that arrives late and expensively is not how good the data is, it is who is allowed to hold it. A migration is the moment to check it, because you are signing a new contract anyway.
| Provider | Fields returned | Coverage | Compliance | Redistribution |
|---|---|---|---|---|
| People Data Labs | Work email, Personal email, Mobile phone, Firmographics, LinkedIn profile | Global | GDPR DPA SOC 2 Type II CCPA | Not stated |
| Apollo API | Work email, Mobile phone, Firmographics, Technographics, Job postings, Intent and news, LinkedIn profile, CRM records | Global | GDPR DPA SOC 2 Type II CCPA | Not stated |
| FullEnrich | Work email, Personal email, Mobile phone, LinkedIn profile | Global | GDPR DPA | Not stated |
| LeadMagic | Work email, Mobile phone, Firmographics, Job postings, Job changes, LinkedIn profile | Global | GDPR DPA | Not stated |
| Clay | Work email, Personal email, Mobile phone, Firmographics, Technographics, Job postings, Job changes, Intent and news, LinkedIn profile | Global | GDPR DPA SOC 2 Type II | Not stated |
None of these states a redistribution position on its pricing or docs pages. Internally that never matters. Put the rows in something your customers can see and it becomes the question your legal team asks first.
Two practical notes that apply to every provider on this page. A compliance badge describes the vendor, not your use of it, so a GDPR DPA does not give you a lawful basis for the outreach you send. And every one of these vendors runs its own opt-out, which means a person who asks you to delete their record has to be removed from your copy as well as from theirs.
Moving off People Data Labs
Written against Apollo API, the first pick above, because the steps are the same whichever one you take and the specifics are what make them useful. Swap the name and the order still holds.
Measure the thing you are about to lose
Run 500 rows you already have through People Data Labs and record the match rate, the fields that came back populated and the cost. Without that number a migration cannot be judged, because every provider looks cheaper per unit than the one you are paying for today.
Check the fields, not the field count
Apollo API does not return Personal email, which People Data Labs does. If anything downstream reads personal email, that is a change to your pipeline and not just to your vendor.
Rewrite the auth and the limits, in that order
People Data Labs authenticates with API key in the X-Api-Key header. Apollo API uses API key in the x-api-key header.
The limits are the part that bites later. People Data Labs rate: Per key, fixed window, separate per endpoint. Reported in the response headers.
Apollo API rate: 200 req/min, 2,000/day on Basic. Enrichment gets 1,000/min with no daily cap. A loop tuned to the first will either crawl or get throttled on the second.
Run both for one billing cycle
Keep the old key live and route a slice of real traffic to the new one. A month is the shortest honest test, because credit expiry, rollover and the overage rate only show up at renewal and those are where the surprises live.
Cancel on the renewal date, not before
Credits on most of these plans do not survive a downgrade. Check what happens to the balance you have already paid for, and time the switch so you are not buying the same records twice.
The step people skip is the first one, and it is the only one that cannot be done after the fact. Once the old key is off you have nothing to compare the new match rate against, so a provider that is quietly worse on your segment looks like a provider that is fine.
What practitioners say about People Data Labs
The one part of this page that is not a vendor claim. These are people describing People Data Labs in their own words, transcribed as written and linked to the thread, and nothing here is the only source for a figure in the tables above.
The accuracy spread between vendors is smaller than the one inside your own list
it's nearly all the same at the end of the day... there's a marginal 5-10% difference between the vendors but overall 55-65% data accuracy / validity overall. [...] have a team of 20+ (or however many) outsourced data integrity workers through fiver or whatnot... it's what the rich tech companies like AirBnB and Uber do to have the most up to date data...
r/SalesOperations · November 2024 · 3 points
The range here lands on the assumption the waterfall stack on this site is modeled with, which is a 55% first pass. That figure is labeled as modeled on every page that uses it, because no provider in this category publishes a match rate you can hold it to, so an independent practitioner arriving at 55 to 65% is the closest thing to corroboration available. It also makes the case for the waterfall itself: if the best single source clears about 60%, the second provider is not a luxury.
The 5 to 10% spread between vendors is this commenter's estimate and nothing here verifies it, and the thread it comes from is a request for benchmarks that were never published. Read it as a reason to run your own test on your own rows rather than as a reason to skip one, and note that it argues against paying a premium for coverage claims, which is a different question from paying a premium for a redistribution license.
14 threads read on 13 October 2026, searched by vendor name. Scores and dates are the comment's own. Nothing here is the only source for a price or a limit on this site: every figure in the tables above comes from a vendor's own page.
What practitioners say about Apollo
The one part of this page that is not a vendor claim. The comment below makes its point in crude words, so we summarize it in our own words and link the thread. A Reddit claim is a signal rather than a fact, so nothing here is the only source for a figure on this page.
The rate limit, not the credit price, is what people actually hit
In our words: A practitioner building on the API says the rate limits are what their team hit, that they got past them by routing requests across three Apollo accounts, and that Apollo charges per request even when a lookup returns nothing.
r/gtmengineering · May 2026 · summarized rather than quoted
Two halves worth separating. The limit is real and it is on this page: 200 requests a minute and 2,000 a day on Basic, with enrichment on a separate 1,000 a minute and no daily cap, which is why a bulk job and a per-row loop feel like different products.
The charge-on-no-output half needs care, because Apollo publishes 0 credits when nothing is found and that matches what we read. What a miss does spend is a request against the rate limit, and when the limit is the binding constraint that is the cost you feel. Pooling accounts to get round a published limit is a terms question before it is an engineering one.
11 threads read on 13 October 2026, searched by vendor name. Scores and dates are the comment's own. Nothing here is the only source for a price or a limit on this site: every figure in the tables above comes from a vendor's own page.
What practitioners say about Clay
Transcribed as written and linked to the thread. A Reddit claim is a signal rather than a fact, so nothing here is the only source for any figure on this page.
Use it as a filter, not as a bulk provider
One thing I've seen with Clay is that it feels expensive when you use it like a bulk data provider, but much more reasonable when you use it as a filter first. I rarely enrich everything. I narrow the list with cheap signals and firmographics, then only run waterfall email/phone on leads that actually look worth it. That shift alone cut my credit usage a lot, and the outreach quality went up because fewer bad leads made it through. At that point you're paying for decisions, not just data.
r/gtmengineering · January 2026 · 16 points
This is the argument the pricing section makes, arrived at from the other direction. The lever that moves a Clay bill is not the rate, it is how many rows ever reach the expensive step. Narrowing on firmographics first costs almost nothing and keeps the paid enrichments for rows worth contacting.
It also explains why a team that thinks it wants to leave Clay often does not need to. The complaint is usually the spend, and the fix is usually an ordering change rather than a migration.
14 threads read on 13 October 2026, searched by vendor name. Scores and dates are the comment's own. Nothing here is the only source for a price or a limit on this site: every figure in the tables above comes from a vendor's own page.
Should you actually switch?
There is one question that decides this and it is not price: will a customer see these records? If enriched data appears inside something you charge for, People Data Labs is the provider here whose terms are written for that, and no alternative on this page replaces it at any price. If the rows are internal, you are paying $0.28 for a license you do not need, and Apollo at a fraction of that does the same job. The usual mistake is reading this as a data quality comparison. It is a terms comparison, and the rate card is downstream of it.
No provider in this category publishes a match rate you can hold them to, so run the same 500 rows through one free tier and one trial, verify every result set, and divide spend by survivors. Your own list is the only evidence worth acting on, it takes half a day, and it changes the decision often enough to be worth it.
Head to head, and in a stack
Apollo API vs People Data Labs
CompareA go-to-market license at two cents a credit against a license written for redistribution.
Compare them →Clay vs People Data Labs
CompareCoverage borrowed from 150 vendors against one dataset you are licensed to redistribute.
Compare them →People Data Labs vs Clearbit
CompareOne of these is still a product you can buy.
Compare them →All alternatives
29Every provider in the directory that teams regularly try to replace, with the reasons and the replacements for each.
Browse the hub →Switching costs more than the rate card says. Usually.
Three times out of four the fix is a second provider behind the first and a credit ceiling in front of it, not a migration. We will tell you which case you are in before you sign anything.
Worked with 300+ companies. A senior operator runs your account.
Switching from People Data Labs, answered
What is the best People Data Labs alternative?
It depends on why you are leaving, which is how this page is organized rather than ranked. The replacement most teams land on is Apollo, which this directory lists as the best all-in-one GTM API, at $49/seat/mo. The case for it, and what you give up, is in the section above.
Is there a free alternative to People Data Labs?
Apollo (Free plan with API access, 900 credits per seat per year granted monthly, so 75 a month) and Clay (Free plan, 500 actions and 100 data credits per month).
What is the cheapest People Data Labs alternative?
On the entry plan, Apollo: $49/seat/mo, against People Data Labs at $98/mo. Entry price is not the same as cost per result, so check the unit figure on each review before deciding.
How were these alternatives chosen?
By the reason teams leave, not by a score. The page opens with the reasons teams leave and matches a replacement to each one.