LinkedIn Jobs Scraper Unlimited

An Apify Actor that scrapes LinkedIn job listings with no result cap. While LinkedIn limits search results to ~1,000 per query, this actor automatically slices queries by time windows to retrieve all matching jobs.

Features

• Search by keyword, location, experience level, job type, workplace type
• Break the 1,000-result cap via automatic query slicing
• Full job detail extraction (title, company, description, seniority, etc.)
• Cross-listing deduplication
• TLS fingerprint spoofing via curl_cffi (appears as real Chrome)
• Configurable concurrency and rate limiting
• Residential proxy support via Apify Proxy

Input

Field	Type	Default	Description
keywords	string	(required)	Search keywords
location	string	""	Job location
geoId	string	""	LinkedIn geographic ID
datePosted	enum	"anyTime"	anyTime, pastMonth, pastWeek, past24Hours
experienceLevel	array	[]	internship, entryLevel, associate, midSenior, director, executive
jobType	array	[]	fullTime, partTime, contract, temporary, volunteer, internship
workType	array	[]	onSite, remote, hybrid
maxResults	int	100	Max jobs to scrape (0 = unlimited)
scrapeJobDetails	bool	true	Fetch full descriptions
maxConcurrency	int	5	Parallel detail requests
minDelay	int	1000	Min delay between requests (ms)
maxDelay	int	3000	Max delay between requests (ms)
proxyConfig	object	Apify residential	Proxy configuration

Output

Each job in the dataset contains:

{
    "jobId": "3912345678",
    "title": "Senior Python Developer",
    "company": "Acme Corp",
    "companyUrl": "https://linkedin.com/company/acme",
    "location": "San Francisco, CA (Remote)",
    "postedAt": "2 days ago",
    "applicantCount": "42 applicants",
    "workType": "Remote",
    "seniority": "Mid-Senior level",
    "employmentType": "Full-time",
    "description": "We are looking for...",
    "url": "https://www.linkedin.com/jobs/view/3912345678"
}

Cost estimate

With residential proxies at ~$0.50/1000 requests:

• ~2 requests per job (1 search page / 25 jobs + 1 detail page)
• ~$0.001 per job at steady state

Development

pip install -e ".[dev]"
make lint          # ruff check
make typecheck     # mypy --strict
make test          # pytest
make all           # lint + typecheck + test

Legal notice

This actor scrapes publicly accessible LinkedIn job listings (guest endpoints, no login required). It respects rate limits and uses residential proxies to minimize impact. No personal data beyond publicly posted job information is collected. See LinkedIn's Terms of Service for your jurisdiction's requirements.