A simpler Bright Data alternative for LinkedIn data

Clean LinkedIn data from a simple API, about a second per profile.

Live per-call data Paid funds never expire No order minimum
tldr.txt
both use the same public, logged-out method, so the data is comparable
CrustAPI paid funds never expire; Bright Data is pay as you go
one small API, five LinkedIn surfaces, live at the moment you call it
no $250 order minimum like the Bright Data LinkedIn dataset
Compare LinkedIn read prices and returned fields
CrustAPI includes $6 of free usage monthly; free request counts depend on the endpoint.
→ neither of us returns an email on the LinkedIn profile endpoint
HEAD TO HEAD

CrustAPI vs Bright Data

Bright Data sells LinkedIn data two ways: a real-time Scraper API and a pre-collected Dataset. They are different products with different tradeoffs, so both are in the table.

CrustAPIBright Data Scraper APIBright Data Datasets
MethodPublic, logged-out, live per callPublic, logged-out, real-timePre-collected database
Price per 1,000$6.00 per 1,000 standard; down to $1.50$1.50 pay as you goAbout $2.50 ($0.0025/record)
Free tierFree to try, no card5,000 records / month, no cardSample only
Order minimumNoneNone$250 (100K records)
FreshnessLive at the moment you callReal-timeCan be stale between refreshes (one-time to daily)
Balance expiryNever expirePay as you goPay as you go
ScopeLinkedIn: profile, company, posts, jobs, people search (beta)LinkedIn scraper surfacesLinkedIn plus many other sites

Bright Data figures from their public pages: LinkedIn Scraper API and LinkedIn Datasets, read July 15, 2026. Something stale? Email support@crustapi.com and we'll fix it.

FAIR PLAY

Where Bright Data wins

We are the new, small option. There are real reasons to pick Bright Data, and pretending otherwise would waste your time.

Cheaper at entry. CrustAPI’s standard LinkedIn read price is $6.00 per 1,000 successful requests, dropping to $1.50 for the largest deposit. Compare that with the other provider’s current rate and included fields.

A bigger free tier. Bright Data gives 5,000 records a month free with no card. Ours is free to try. More room to test on their side.

Scale and trust. Bright Data is a large, established company that lists enterprise compliance certifications like SOC 2 and ISO 27001 on its site, and there is no dollar minimum on its Scraper API. If you are buying for a big org that needs that paperwork, they have it and we are younger.

Far more than LinkedIn. Their datasets and scrapers cover many sites beyond LinkedIn. We only do LinkedIn (plus Google Search and Maps on the wider CrustAPI platform). If you want one vendor for the whole web, that is them.

THE CASE

Where CrustAPI fits

Paid funds that never expire

Buy a pack, use it whenever. There is no six-month clock and no monthly burn. Bright Data bills pay as you go, which is fine for steady flow but leaves nothing sitting ready for a project that pauses and restarts. Our terms say the never-expire part in writing.

Live per call, not a stored copy

Every call reads the public page at that moment. A pre-collected dataset is fast and great for bulk, but it can be stale between refreshes. When you need the profile as it reads today, live wins.

No order minimum

The Bright Data LinkedIn dataset starts at a $250 order (100K records). With CrustAPI you can pull one profile or a hundred thousand, no floor. Start on the free tier and grow into a pack when you need it.

One small API, five surfaces

One endpoint, one key, one clean JSON shape: type=profile, company, posts, jobs, and people search (beta). Profiles and companies come back in about a second (roughly 0.8s server time when I tested on July 15, 2026).

A SMALL ACCURACY NOTE

Both APIs read the same public, logged-out pages, so the underlying data is comparable. One detail we clean up: LinkedIn shows a fake "8" connections count to logged-out visitors on some profiles. CrustAPI drops that decoy and returns the real value (for example, 500 on the profile below). It is a small thing, but it is the kind of thing we watch.

Test it on your own list first
Free to try. No card, no contract, no minimum.
Try for free
A REAL CALL, NOT A MOCKUP

What data do you get?

I ran this call on July 15, 2026. You point at a public linkedin.com/in URL and get structured JSON back. Pay per successful call, and private or empty results are free.

# CrustAPI, a live public profile by URL curl "https://crustapi.com/v1/linkedin?type=profile&url=https://www.linkedin.com/in/satyanadella" \ -H "x-api-key: YOUR_KEY"
// HTTP 200 in tookMs 796 (wall ~1.38s including network) { "type": "profile", "tookMs": 796, "profile": { "name": "Satya Nadella", "headline": "Chairman and CEO at Microsoft", "currentTitle": "Chairman and CEO", "currentCompany": "Microsoft", "location": "Redmond, Washington, United States, US", "followerCount": 12068716, "connectionsCount": 500, "experience": [ /* 5 roles, each with dates and company URL */ ], "education": [ /* 3 schools */ ], "skills": [ /* array, can be empty on some profiles */ ], "publicIdentifier": "satyanadella" } }

The full response also carries linkedinUrl, photo, bannerImage, memberId, honorsAndAwards, and languages. There is no email field on this endpoint, on either API, and we will not pretend there is.

THE WORKED MATH

How much does LinkedIn data cost?

Compare the rate, included fields and how long purchased funds remain available.

BRIGHT DATA SCRAPER API
$1.50 per 1k, pay as you go

Cheaper at entry, real-time, no minimum. The dataset product is about $2.50 per 1k but needs a $250 order to start.

CRUSTAPI
$6.00 per 1,000 standard; down to $1.50 per 1k

Larger deposits lower the rate. Each deposit keeps its prices until spent, and paid funds never expire.

DepositGoogle Search / 1,000 requestsMaps / 1,000 businessesLinkedIn reads / 1,000 requestsPeople, Jobs, Refresh / 1,000 units
$10+$1.00$1.96$6.00$1.96
$149+$0.76$1.49$4.50$1.49
$549+$0.56$1.10$3.30$1.10
$1,999+$0.41$0.80$2.45$0.80
$6,500+$0.33$0.65$1.95$0.65
$27,500+$0.28$0.55$1.65$0.55
$50,000+$0.26$0.50$1.50$0.50
$100,000+$0.20$0.40$1.50$0.40

Every eligible account gets $6 of free usage monthly. Each deposit keeps its prices until spent; paid funds never expire. People and Jobs bill per successful search, Refresh per accessible profile. Full profiles in People use the read rate per full profile. See all billing details.

Larger deposits unlock lower endpoint prices. Each deposit keeps its prices until spent. See the full deposit table on the pricing page. Prices in USD, ex-tax.

LinkedIn Person, Company and Posts cost $6.00 per 1,000 successful requests at standard prices, down to $1.50 for the largest deposit. Work email lookup is included. People with Full profiles uses that rate per full profile returned. Empty and inaccessible results are free. Paid funds never expire.

Bright Data itself has been on the winning side of two public-data cases worth knowing about. In Meta v. Bright Data (January 23, 2024, Judge Chen), a federal court ruled that "the Facebook and Instagram Terms do not bar logged-off scraping of public data." In X Corp. v. Bright Data (May 9, 2024, Judge Alsup), the court dismissed X's claims on a motion to dismiss, finding attempts to block copying of public data preempted by federal copyright law.

Read those carefully. They are district-court decisions that turned on those platforms' specific terms. The fair summary is that logged-out, public-only collection has repeatedly defeated computer-fraud and contract claims, not that "scraping is legal" or that the law is settled. That is the lane both of these tools sit in.

This is background, not legal advice; check your own use with a lawyer.

DEPENDS WHO YOU ARE

Which should you pick?

You want just LinkedIn data, from one small API, with no order minimumCrustAPI
Your usage is bursty or seasonal and paid funds have to survive quiet monthsCrustAPI
You need the profile exactly as it reads today, live at call timeCrustAPI
You want one vendor for LinkedIn plus many other sitesBright Data
You are buying for a big org that requires SOC 2 / ISO paperwork todayBright Data
You want the lowest entry price per record and steady, high-volume flowBright Data
TRY IT AGAINST YOUR OWN URLS

How do you get started?

  1. Sign up. a free plan, no card, so the trial costs nothing.
  2. Call crustapi.com/v1/linkedin?type=profile&url=... with your key in x-api-key. Full parameters are in the docs.
  3. Run your real list through both tools, compare the fields and the bill, and keep whichever fits. Your CrustAPI paid funds wait for you either way.
BEFORE YOU ASK

Common questions

CrustAPI’s standard LinkedIn read price is $6.00 per 1,000 successful requests, falling to $1.50 for the largest deposit. A $149 deposit gets $4.50 per 1,000. Work email lookup is included. Compare each provider’s current price, returned fields and expiry terms for your workload.

One endpoint with five public surfaces: type=profile for a person by their linkedin.com/in URL, type=company for a company page, type=posts for recent public posts, type=jobs for a job search or a single job, and type=search for people search by keywords (beta). Everything comes back as one clean JSON shape.

No. Neither the CrustAPI profile endpoint nor Bright Data's LinkedIn profile data returns a work email. If you see a page promising verified emails straight off a public LinkedIn profile, be skeptical. We would rather tell you the truth than oversell it.

CrustAPI reads the public page live at the moment you call, so you get the profile as it reads right now. Bright Data offers both: a real-time Scraper API and a pre-collected Dataset. The dataset is fast for bulk but can be stale between refreshes, which run anywhere from one-time to daily.

No. Purchased CrustAPI funds never expire, and the terms of service state it in writing. Bright Data bills pay as you go, which suits steady flow, but there is nothing to carry between projects the way paid funds that never expire do.

This is background, not legal advice. Both tools read public, logged-out pages with no accounts and no fake profiles. Bright Data has won two public-data cases: Meta v. Bright Data (2024, the court found the Facebook and Instagram terms do not bar logged-off scraping of public data) and X Corp. v. Bright Data (2024, X's claims dismissed). Those are district-court decisions that turned on specific terms, so the fair read is that logged-out, public-only collection has repeatedly defeated computer-fraud and contract claims, not that the law is settled. Check your own use with a lawyer.

Profiles and companies come back in about a second. When I tested on July 15, 2026, a profile returned in 796ms of server time (about 1.38s wall time including network) and a company in 793ms. People search (beta) is discovery-level and slower, typically about one to three seconds, and returns name, headline, location, and URL unless you pass enrich=true for full profiles.

No. You can pull a single profile or a hundred thousand, starting on the free tier. Bright Data's LinkedIn Scraper API also has no dollar minimum, but its pre-collected LinkedIn dataset starts at a $250 order for 100K records.

Yes, and it is worth being straight about them. Their Scraper API is cheaper at entry, their free tier is bigger at 5,000 records a month, they are a large company with enterprise compliance certifications, and their datasets and scrapers cover far more than LinkedIn. If you need any of those, they are the better pick.

# the whole thing, one call curl "https://crustapi.com/v1/linkedin?type=profile&url=YOUR_LINKEDIN_URL" -H "x-api-key: YOUR_KEY"
WORKS WITH YOUR STACK

The LinkedIn data API, on your terms

Bright Data is a fine choice for the whole web. If you want clean LinkedIn data from one small API with paid funds that never expire, run your own list through ours and let the results decide.

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