People Data Labs vs Anymail Finder (2026): Data, Pricing and API Compared

People Data Labs (PDL) wins when you need profiles at scale from a dataset. Anymail Finder wins when you have names and domains and want one verified email per lookup. They sell different things, so the price comparison needs care.

All figures were checked in September 2026, each with its source link. Where a vendor publishes nothing, this page says so.

Verdict

• Pick People Data Labs if you are a developer who needs full person profiles, company records or licensed bulk files. You pay per matched profile, and a miss is not billed.
• Pick Anymail Finder if you hold a list of names and company domains and want each address checked live. A credit is charged only on a valid email, and plans start at $29 a month.
• Pick neither if you need to search a database, get emails and phones, and pay a price you can read at volume. LeadOcean covers that on a flat $499 a month. It returns a stored email status on each record.

Side by side

Anymail Finder prices are USD list prices from the USD view of its pricing page. The page shows Canadian dollars to visitors in Canada.

Data and coverage

PDL is a dataset and Anymail Finder is a live lookup. PDL lists 2.47B person profiles, 592M with an email, 470M with a mobile number and 764M with any phone (PDL datasets, September 2026). Anymail Finder publishes no database size.

Only 592M of PDL's 2.47B profiles carry an email, about 24%. A match is a profile, not a guaranteed address. If you need the email specifically, count the 592M, not the 2.47B.

Anymail Finder says it verifies each address against the recipient's mail server at the moment you ask (Anymail Finder, September 2026). It also says it confirms catch-all addresses that other tools mark risky. The 86.4% find rate is the vendor's own benchmark. Test both claims on your own list.

The products return different things. PDL returns job history, location, company and whatever contact fields it holds. Anymail Finder returns an email and a status, plus a job title only when the address came through LinkedIn. It has no phone lookup and no firmographics.

API and developer experience

Both are REST APIs you can read before you pay. The input is the main difference. Anymail Finder takes a name plus a domain. PDL takes a name, email, phone or profile URL and returns the whole profile.

This is PDL's enrichment request, with a placeholder profile. A match returns 200 and is billed. A miss returns 404 and is not (PDL docs, September 2026).

curl -G "https://api.peopledatalabs.com/v5/person/enrich" \
  -H "X-Api-Key: $PDL_API_KEY" \
  --data-urlencode "profile=https://linkedin.com/in/jane-doe"

This is Anymail Finder's find-person request, with a placeholder person. It returns email_status as valid, risky, not_found or blacklisted, and charges 1 credit only on a valid hit (Anymail Finder docs, September 2026).

curl -X POST "https://api.anymailfinder.com/v5.1/find-email/person" \
  -H "Authorization: $ANYMAILFINDER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"domain":"acme.com","full_name":"Jane Doe"}'

Anymail Finder searches in real time, so its docs recommend a 180 second timeout. A webhook header can deliver the result later. From 5 October 2026 a search that would have returned a risky email returns not_found instead, and billing does not change.

Rate limits point opposite ways. PDL allows 1,000 enrichment calls a minute on paid plans, but Person Search only 10 a minute by default (PDL usage limits, September 2026). Anymail Finder states no rate limits.

For agents, only Anymail Finder has an official MCP server. Claude, Cursor and ChatGPT sign in through a browser window, and it finds and verifies emails. It does not cover bulk files (Anymail Finder MCP page, September 2026). PDL lists no MCP server in its docs, and the community servers are not from PDL.

Pricing

PDL bills a credit per matched profile. Anymail Finder bills a credit per valid email found. A PDL credit buys a profile and an Anymail Finder credit buys one address, so the two are not like for like.

At 10,000 records a month

PDL says Pro profiles cost about $0.20 to $0.28 each, depending on volume and plan. So 10,000 x $0.20 = $2,000 and 10,000 x $0.28 = $2,800 (PDL blog, September 2026). The exact rate at 10,000 credits sits behind PDL's sign-in, so the range is the only public figure.

Anymail Finder's 10,000-credit plan is $199 a month, which is $0.020 a credit. Billed yearly, 120,000 credits cost $1,596, so $1,596 / 12 = $133 a month. A one-time 10,000 pack is $399 (Anymail Finder pricing, September 2026).

Misses are free on Anymail Finder, so a 70% find rate would use 7,000 of the 10,000 credits. That rate is an assumption, not a published figure. For emails, Anymail Finder is far cheaper at this size.

At 1M records a month

PDL: no public 1M price. Self-serve Pro stops near 100,000 profiles, and above that PDL quotes Enterprise only. Its docs and blog disagree on whether that line is per month or per year (PDL blog, September 2026). Do not multiply the Pro rate out to 1M and call it a quote.

Anymail Finder: the largest monthly plan is 100,000 credits at $799, so 1M in a month means a pack. The 1,000,000-credit pack is $4,990, which is 1,000,000 x $0.00499 (Anymail Finder pricing, September 2026). It is a one-time buy valid for 12 months.

Ten $799 plans would be $7,990, but that is not one purchasable plan. A yearly 100,000-a-month plan gives 1,200,000 credits for $6,420, which costs more than the pack. Above 1M credits the page offers volume pricing on request.

For other Anymail Finder matchups, see Clearbit vs Anymail Finder, LeadMagic vs Anymail Finder and FullEnrich vs Anymail Finder.

Where People Data Labs wins

• Size and depth. 2.47B profiles, 592M with an email and 764M with any phone, by PDL's own stats. One credit returns the whole profile.
• Phones. Anymail Finder has no phone lookup at all.
• Bulk files. An annual Data License delivers person data to S3, GCP or Azure (PDL docs, September 2026).
• Enrichment speed. 1,000 calls a minute on paid plans, answered in the same response.

PDL's weak points are a free plan that hides contact data, no public price above about 100,000 profiles and no official MCP server.

Where Anymail Finder wins

• Live verification. Each address is checked at lookup time, and a verified email that bounces can be reported for a credit back (Anymail Finder pricing, September 2026).
• Price for emails. $199 for 10,000 credits against $2,000 to $2,800 for 10,000 PDL profiles. A miss is free.
• An MCP server that works. Five actions, with sign-in and no pasted key.
• Bigger single bulk job and no rate limit. 100,000 rows per request, against 100 people per PDL bulk call.

Anymail Finder's weak points are no search across a database, no phones and no company data. You must bring your own list of targets.

If you need volume through an API

We build LeadOcean, so weigh this section accordingly. LeadOcean holds 693M people, 366M with an email and 166M with a phone number, plus 63M companies. Free is 1,000 records, one-off, with no card. Pro is $499 a month, flat, with no credits and no per-record price (LeadOcean pricing, September 2026).

You reach the data over REST and a hosted MCP server with 12 tools that search, enrich and export (LeadOcean MCP docs, September 2026). For bulk work, POST /v1/exports returns up to 50,000 rows per request. The app also has an Exports page with a filter builder, column picker, price preview and CSV download (LeadOcean exports docs, September 2026).

LeadOcean returns a stored email status on each record, so read it before you send. It has no sequencer, dialer or CRM. See the PDL alternative page for a line-by-line version.

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