GitLab Profile Phone Number Scraper

GitLab Profile Phone Number Scraper

GitLab Profile Phone Number Scraper turns a keyword into a contact sheet of phone numbers published on GitLab. Give it search terms and it returns the accounts that publish a way to reach them, with the account name, handle and profile URL beside each contact.

It reads only what GitLab and Google already show a signed-out visitor. No login, no cookies, no private or partner API, no browser and no JavaScript rendering.

Read this before your first run. GitLab profiles expose a name, bio and avatar rather than follower statistics.

---

What the GitLab Profile Phone Number Scraper does

The GitLab Profile Phone Number Scraper searches Google with a contact dork rather than a plain keyword: site:gitlab.com developer whatsapp "+44". That asks for the pages which already publish a phone number, instead of every page matching a word.

Each result block yields the account and the phone number together, in one request. Google no longer prints the target URL on most layouts, so the handle comes from what it does print: the "GitLab - handle" site label, the breadcrumb, or a Name (@handle) title.

Every row is written to the dataset the moment it is found and logged as it is written, so a run is readable while it is still going.

Phone numbers are validated by libphonenumber against the real numbering plan of the country you searched, so order numbers, dates and follower counts cannot reach the dataset. Each number is returned in E.164 form and in the national format its country uses.

---

Input reference for the GitLab Profile Phone Number Scraper

Field	Type	Default	Meaning
keywords	array	developer, maintainer	Search terms - a niche, job title or industry.
location	string	""	Added to every query, e.g. New York.
countries	array	US, UK, India	Which countries' numbers to look for. Name, ISO code or dial code. Each one multiplies the searches.
maxEmails	integer 1-10000	20	Stop once this many unique contacts are found.
expandQueries	boolean	true	Search each keyword in several phrasings.
queryModifiers	array	per platform	Extra words combined with each keyword.
maxPagesPerQuery	integer 1-50	30	Google result pages per query.
maxConcurrency	integer 1-20	5	Queries run in parallel.
countryCode	string	""	Two-letter country for the search proxy.

Output

Every row the GitLab Profile Phone Number Scraper writes:

Field	Meaning
network	Platform name
keyword	The keyword that found this row
query	The exact Google query used
phone	The number in E.164 form, e.g. +447590574946
phoneNational	The same number as its country writes it
phoneCountry	ISO country the number belongs to
accountName	Account label as the platform shows it
fullName	Display name where published
username	Handle
profileUrl	Canonical profile URL
url	The page the result pointed at
description	The result snippet, cleaned
foundAt	ISO 8601 UTC timestamp

{
  "network": "GitLab",
  "keyword": "developer",
  "accountName": "examplestudio",
  "fullName": "Example Studio",
  "username": "examplestudio",
  "profileUrl": "https://gitlab.com/examplestudio",
  "phone": "+447590574946",
  "phoneNational": "07590 574946",
  "phoneCountry": "GB"
}

How to use the GitLab Profile Phone Number Scraper

1. Put your search terms in Keywords - the niche, job title or industry you sell to.
2. Add a Location if the list should be local.
3. Pick the Countries whose numbers you want. Every number is validated against that country's numbering plan.
4. Set Max results to cap the run, then start it.
5. Export the dataset as CSV, JSON or Excel, or pull it through the Apify API.

Use cases

Lead generation. Build a list of GitLab accounts in one niche that publish a phone number, with the handle and profile URL for context before you write.

Recruiting. Find people describing themselves with a role keyword and reach them on the contact they chose to publish.

Agency prospecting. Search a niche and a city, and get a prospect sheet with the account and the contact side by side.

CRM enrichment. Feed profileUrl and phone straight into your CRM; the keyword and query columns record where each row came from.

Limitations, stated plainly

• Only contacts already published in public GitLab pages indexed by Google. Nothing hidden from a signed-out visitor is reachable, and none is guessed from a name.
• GitLab profiles expose a name, bio and avatar rather than follower statistics.
• Coverage depends on what Google has indexed, so a narrow niche returns fewer rows than a broad one. Raising Max pages per query and adding keywords helps.
• The free Apify plan caps a run at 20 results.
• A number written without its country code can only be validated against the country you searched, so search the countries you actually sell to.

Pricing

Pay per result: you are charged for each row written to the dataset, and nothing for a run that finds nothing. Platform and proxy costs are included in that price.

GitLab Profile Phone Number Scraper vs manual research

Done by hand, one qualified contact takes two to four minutes: find the account, open it, read the page, copy the phone number, paste it into a sheet.

The GitLab Profile Phone Number Scraper does the same work continuously, with no tab switching and no transcription errors. A hundred records is minutes rather than an afternoon.

It also captures what manual research usually skips. The account name, the profile URL and the exact keyword that surfaced the row all land in the same record.

That context turns a raw list into a prioritised one. The GitLab Profile Phone Number Scraper lets you sort and filter before a single message is written.

Using the GitLab Profile Phone Number Scraper in a workflow

Most teams run the GitLab Profile Phone Number Scraper on a schedule and treat the dataset as a feed rather than a one-off export.

Point a webhook at your own endpoint and each finished run pushes its rows straight into your CRM, with no manual download step.

The stable output schema matters here. Because every row from the GitLab Profile Phone Number Scraper has identical keys, your integration never needs to handle a missing field.

A common pattern is a nightly keyword run feeding a dedupe step. Another is enrichment: widen the keyword list and let the GitLab Profile Phone Number Scraper fill the gaps in an existing sheet.

Troubleshooting the GitLab Profile Phone Number Scraper

Few or no rows. The keyword is probably too broad or too narrow. Ten specific keywords beat one generic one, and adding a location raises the hit rate.

Rows without contacts. That is normal - most accounts publish none. The GitLab Profile Phone Number Scraper reports only what is genuinely on the page.

The run is slow to start. Lower the concurrency. The GitLab Profile Phone Number Scraper is querying faster than the proxy pool is comfortable with.

Fewer results than requested. Google caps one query at roughly 300 results. Query expansion is what reaches past that ceiling, so leave it on.

How the GitLab Profile Phone Number Scraper handles export and integration

Export the GitLab Profile Phone Number Scraper dataset as CSV, JSON, Excel or XML from the Apify console, or pull it through the API.

Every field is flat - no nested objects - so the CSV opens cleanly in Excel or Google Sheets without a parsing step.

Related Actors

Actor	What it collects
GitLab Profile Email Scraper	Emails plus bio and follower counts from GitLab profiles
GitLab Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from GitLab
Behance Profile Email Scraper	Emails plus bio and follower counts from Behance profiles
Bluesky Profile Email Scraper	Emails plus bio and follower counts from Bluesky profiles
Buy Me a Coffee Profile Email Scraper	Emails plus bio and follower counts from Buy Me a Coffee profiles
DEV Community Profile Email Scraper	Emails plus bio and follower counts from DEV Community profiles
DeviantArt Profile Email Scraper	Emails plus bio and follower counts from DeviantArt profiles
Dribbble Profile Email Scraper	Emails plus bio and follower counts from Dribbble profiles
Facebook Profile Email Scraper	Emails plus bio and follower counts from Facebook profiles
Flipboard Profile Email Scraper	Emails plus bio and follower counts from Flipboard profiles
GitHub Profile Email Scraper	Emails plus bio and follower counts from GitHub profiles
Gumroad Profile Email Scraper	Emails plus bio and follower counts from Gumroad profiles
Hashnode Profile Email Scraper	Emails plus bio and follower counts from Hashnode profiles
Hugging Face Profile Email Scraper	Emails plus bio and follower counts from Hugging Face profiles
Instagram Profile Email Scraper	Emails plus bio and follower counts from Instagram profiles
Kick Profile Email Scraper	Emails plus bio and follower counts from Kick profiles
Linktree Profile Email Scraper	Emails plus bio and follower counts from Linktree profiles
Mastodon Profile Email Scraper	Emails plus bio and follower counts from Mastodon profiles
Mixcloud Profile Email Scraper	Emails plus bio and follower counts from Mixcloud profiles
Patreon Profile Email Scraper	Emails plus bio and follower counts from Patreon profiles
Pinterest Profile Email Scraper	Emails plus bio and follower counts from Pinterest profiles
Snapchat Profile Email Scraper	Emails plus bio and follower counts from Snapchat profiles
SoundCloud Profile Email Scraper	Emails plus bio and follower counts from SoundCloud profiles
Substack Profile Email Scraper	Emails plus bio and follower counts from Substack profiles
Telegram Profile Email Scraper	Emails plus bio and follower counts from Telegram profiles
Threads Profile Email Scraper	Emails plus bio and follower counts from Threads profiles
TikTok Profile Email Scraper	Emails plus bio and follower counts from TikTok profiles
Tumblr Profile Email Scraper	Emails plus bio and follower counts from Tumblr profiles
Twitch Profile Email Scraper	Emails plus bio and follower counts from Twitch profiles
X Profile Email Scraper	Emails plus bio and follower counts from X profiles
YouTube Profile Email Scraper	Emails plus bio and follower counts from YouTube profiles
Behance Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Behance
Bluesky Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Bluesky
Buy Me a Coffee Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Buy Me a Coffee
DEV Community Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from DEV Community
DeviantArt Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from DeviantArt
Dribbble Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Dribbble
Facebook Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Facebook
Flipboard Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Flipboard
GitHub Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from GitHub
Gumroad Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Gumroad
Hashnode Profile Email and Phone Number Scraper	Emails, phone numbers and profile details from Hashnode

FAQ

Does the GitLab Profile Phone Number Scraper need a login or cookies?

No. It reads public search results and public GitLab pages only.

Where do the phone numbers come from?

From the public page the search result points at - the same text any visitor can read.

Are the numbers real?

Every number is checked against its country's numbering plan before it is written, so invalid strings are dropped rather than shipped.

Can I run it on a schedule?

Yes, with Apify Schedules. Progress is saved, so a migrated run continues instead of starting over.

Something is missing or wrong.
Email neurodata.apify@gmail.com.

More about the GitLab Profile Phone Number Scraper

Because the GitLab Profile Phone Number Scraper reads only pages Google has already indexed, it never needs a login, a cookie jar or an API key from the platform it reads.

Run the GitLab Profile Phone Number Scraper with a narrow keyword set first. A short test run shows the yield of a niche before a large run is paid for.

Output from the GitLab Profile Phone Number Scraper is flat - no nested objects - so a CSV export opens cleanly in Excel or Google Sheets with no parsing step.

Pair the GitLab Profile Phone Number Scraper with Apify Schedules to rebuild a prospect list weekly and catch accounts that published contact details since the last run.

Proxy and platform costs are already inside the per-result price of the GitLab Profile Phone Number Scraper, so the figure quoted on the Store page is the figure you pay.

Every field the GitLab Profile Phone Number Scraper returns is documented in the output table above, and the schema does not change between runs or between platforms.

GitLab Profile Phone Number Scraper at a glance

Teams that outgrow manual prospecting usually reach for the GitLab Profile Phone Number Scraper first, because it needs no setup beyond a keyword list and a result cap.

Concurrency on the GitLab Profile Phone Number Scraper is adjustable, so a run can be tuned for speed on a quiet network or for reliability on a busy one.

If a run of the GitLab Profile Phone Number Scraper is interrupted, Apify migrates it and progress resumes rather than restarting from the first query.

Agencies commonly schedule the GitLab Profile Phone Number Scraper weekly, then diff each dataset against the last to surface only newly published contacts.

Nothing in the GitLab Profile Phone Number Scraper guesses a contact from a name pattern. A value is written only when it appears on the page itself.

Because the GitLab Profile Phone Number Scraper shares its output schema with every other scraper in this catalogue, a pipeline built once works across all of them.

Leave a review

If the GitLab Profile Phone Number Scraper saved you time, please leave a star rating and a short review on the GitLab Profile Phone Number Scraper page.

Reviews are how other buyers judge whether a tool works, and they tell us which features to build next.

If something did not work, email neurodata.apify@gmail.com instead - bugs get fixed faster than they get complained about.

Support

Questions, bugs or a custom build: neurodata.apify@gmail.com.