Advanced Linkedin job scraper

Getting Started

This scraper supports scraping 2 different versions of linkedin jobs search:

1. Searching as an authenticated user

In this version, linkedin supports most advanced jobs searching features like boolean search, multiple filter values, etc. You can also get additional info like skills. But to make use of that you need to provide your linkedin cookies to the scraper. Scraper will make sure your linkedin account is safe by using fixed proxy (you need to choose a proxy from your country) and random delays in between scraping pages, not using concurrency, etc. So the scraping will be slower with this version.

2. Searching as a visitor

In this version, linkedin supports a basic version of jobs search which is restricted to a few subset of features supported by 1st version. To scrape jobs from this version of linkedin search, you don't have to provide cookies. It is safer, supports proxy rotation, concurrency and faster scraping..

Based on your requirements, you need to make a trade off between reliability and advanced features and decide which version of jobs search your want to scrape.

Scraper will decide which version of search page to scrape based on whether you have provided cookies or not. When cookies are provided, it will use advanced (version 1), otherwsie basic (version 2)

Go to linkedin jobs search page, search with required filters and once you are done, copy the full URL from address bar and pass it to this actor.

How to get cookies

Install EditThisCookie chrome extension

Go to linkedin, and make sure you are logged in.

Click on the extension and export the cookies

Paste the cookies to this actor's Cookie input field

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Sample output data

You can get the output data in any format of your preference.

Here is the sample output of this actor in json format:

1{
2	"id": "3692563200",
3	"link": "https://www.linkedin.com/jobs/view/english-data-labeling-analyst-at-facebook-3692563200?refId=WG865nttvc0AIFSWNZZS8w%3D%3D&trackingId=wcG3vxpHJfGtFUkaaMVelQ%3D%3D&position=1&pageNum=0&trk=public_jobs_jserp-result_search-card",
4	"title": "English Data Labeling Analyst",
5	"companyName": "Facebook",
6	"companyLinkedinUrl": "https://www.linkedin.com/company/facebook?trk=public_jobs_jserp-result_job-search-card-subtitle",
7	"companyLogo": "https://media.licdn.com/dms/image/C4E0BAQHi-wrXiQcbxw/company-logo_100_100/0/1635988509026?e=2147483647&v=beta&t=pKAh1a653MsJvWqrqxSunoCVUALyq29eXX1oqobspnE",
8	"location": "Los Angeles Metropolitan Area",
9	"salaryInfo": [
10		"$17.00",
11		"$19.00"
12	],
13	"postedAt": "2023-08-16",
14	"benefits": [
15		"Actively Hiring"
16	],
17	"descriptionHtml": "<p>APPROVED REMOTE LOCATIONS:</p><p>Los Angeles, CA, San Fransisco Bay Area, CA, San Diego, CA, New York, NY, Denver, CO, Houston, TX, Seattle, WA.</p><p><br></p><p>Summary:</p><p>The main function of a data labeling analyst is to create and manage labeling and change processes within the data management systems. The typical data labeling analyst will have experience in data quality assurance.</p><p><br></p><p>Job Responsibilities:</p><p>• Create and modify data labels ensuring compliance to all regulatory and legal requirements.</p><p>• Maintain batch records, room logs, product travelers, and inventory records.</p><p>• Label and analyze large data sets to inform product decisions.</p><p>• Asses data quality.</p><p><br></p><p>Skills:</p><p>• Ability to identify trends within large data sets.</p><p>• Excellent communication skills, verbal and written.</p><p>• Problem solving skills.</p><p>• Team oriented with attention for detail.</p><p><br></p><p>Education/Experience:</p><ul><li>• Bachelors degree in related field.</li></ul>",
18	"applicantsCount": "200",
19	"applyUrl": "",
20	"descriptionText": "APPROVED REMOTE LOCATIONS:Los Angeles, CA, San Fransisco Bay Area, CA, San Diego, CA, New York, NY, Denver, CO, Houston, TX, Seattle, WA.Summary:The main function of a data labeling analyst is to create and manage labeling and change processes within the data management systems. The typical data labeling analyst will have experience in data quality assurance.Job Responsibilities:• Create and modify data labels ensuring compliance to all regulatory and legal requirements.• Maintain batch records, room logs, product travelers, and inventory records.• Label and analyze large data sets to inform product decisions.• Asses data quality.Skills:• Ability to identify trends within large data sets.• Excellent communication skills, verbal and written.• Problem solving skills.• Team oriented with attention for detail.Education/Experience:• Bachelors degree in related field.",
21	"jobPosterName": "Andrea Cowan",
22	"jobPosterTitle": "Technical Recruiter at Meta",
23	"jobPosterPhoto": "https://media.licdn.com/dms/image/C5603AQErv53vemaq_A/profile-displayphoto-shrink_100_100/0/1657753132661?e=1699488000&v=beta&t=5R1WgyX-TbL6qhhsntBeR5qmjKdTL5G2l2KtroVTntM",
24	"jobPosterProfileUrl": "https://ca.linkedin.com/in/andrea-cowan-458b5423b",
25	"seniorityLevel": "Associate",
26	"employmentType": "Contract",
27	"jobFunction": "Other",
28	"industries": "Retail Office Equipment",
29	"companyDescription": "The Facebook company is now Meta. Meta builds technologies that help people connect, find communities, and grow businesses. When Facebook launched in 2004, it changed the way people connect. Apps like Messenger, Instagram and WhatsApp further empowered billions around the world. Now, Meta is moving beyond 2D screens toward immersive experiences like augmented and virtual reality to help build the next evolution in social technology. \n\nWe want to give people the power to build community and bring the world closer together. To do that, we ask that you help create a safe and respectful online space. These community values encourage constructive conversations on this page:\n\n• Start with an open mind. Whether you agree or disagree, engage with empathy.\n• Comments violating our Community Standards will be removed or hidden. So please treat everybody with respect. \n• Keep it constructive. Use your interactions here to learn about and grow your understanding of others.\n• Our moderators are here to uphold these guidelines for the benefit of everyone, every day. \n• If you are seeking support for issues related to your Facebook account, please reference our Help Center (https://www.facebook.com/help) or Help Community (https://www.facebook.com/help/community).\n\nFor a full listing of our jobs, visit http://www.facebookcareers.com ",
30	"companyWebsite": "https://www.meta.com",
31	"companyEmployeesCount": 36275
32}

If you want more details in scraped jobs like (Is Promoted?, Easy apply enabled?, Skills list), then you should pass your linkedin cookies.

Here is the output data sample when scraped with cookies:

1{
2	"id": "3752142920",
3	"title": "Full Stack Engineer, Billing",
4	"companyName": "Stripe",
5	"companyLinkedinUrl": "https://www.linkedin.com/company/stripe/life",
6	"location": "United States (Remote)",
7	"tertiaryDescription": "$157.1K/yr - $212.5K/yr · Full-time",
8	"isReposted": false,
9	"posterId": "51583023",
10	"insights": [
11		"Actively recruiting"
12	],
13	"companyLogo": "https://media.licdn.com/dms/image/C560BAQF1NNJs-2xA5g/company-logo_200_200/0/1630643399686/stripe_logo?e=1713398400&v=beta&t=no6fACQpMxuS-iQsyn-fpXPqv-fZqu4DEJRFX6Eqqbg",
14	"easyApply": false,
15	"isPromoted": false,
16	"descriptionText": "About Stripe\n\nStripe is a financial infrastructure platform for businesses. Millions of companies—from the world’s largest enterprises to the most ambitious startups—use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Our mission is to increase the GDP of the internet, and we have a staggering amount of work ahead. That means you have an unprecedented opportunity to put the global economy within everyone’s reach while doing the most important work of your career.\n\nAbout The Team\n\nThe Billing organization at Stripe builds and operates Stripe Billing. Stripe Billing is a growing product vertical inside of Stripe. Hundreds of thousands of businesses of all sizes and types use Stripe Billing to drive their revenue engines and operate their business models. Stripe Billing enables customers to collect revenue for recurring and one-time payments across a variety of different pricing models. It provides advanced features like revenue retention and recovery, enabling customers to retain their users and grow their businesses. Our work on Stripe Billing spans multiple technologies and product domains. To support even the most unique and complex business models, our technology and products must be configurable and programmable. This requires our team to innovate in how we model different types of businesses, and how we use technology to enable customers to piece together Stripe’s Billing’s platform primitives into holistic solutions that support any type of business. Through this work, Stripe Billing allows worry-free innovation and evolution of any customer’s business model. Stripe is defining the industry’s approach to Billing solutions; we’re looking for innovators to join us.\n\nAbout The Role\n\nAs an engineer on the team, you’ll be responsible for shaping and building a suite of products that let our users model and operate their business more efficiently. We’re looking for engineers who are excited to build the future of hosted UIs, high-polish user experiences, reusable APIs and building blocks for our Billing, and world-class infrastructure.\n\nFull stack engineers at Stripe push us further towards that goal by bridging the gap between backend and frontend systems to solve technical challenges quickly and effectively. You will work on projects that span technologies, systems, and processes where you will design, build, test, and ship great code every day. In this cross functional role, you will collaborate with experts in infrastructure, security, design, and operations to build mission critical internal and external features that power Stripe users around the world.\n\nWhat You'll Do\n\nWork with a wide range of systems, processes and technologies to own and solve problems from end-to-end.Work closely with engineers, designers, and product managers to build new features and products.Uphold our high engineering standards and bring consistency to the many codebases and processes you will encounter.Build elegant APIs and user experiences that enable merchants to run and scale their businesses on top of StripeContribute to the design and architecture of the next generation of Stripe’s infrastructure, to meet the high growth needs of our company and customers for years to come\n\n\nWho You Are\n\nYou have 3+ years of experience as a full-stack product engineer.You have an entrepreneurial mindset.You enjoy data modeling challenges and have a high bar for keeping your solutions expressive yet simple to use. Enjoy being a generalist designing and working on both the frontend and/or backend, and anything it takes to solve problems and delight users.Take pride in working on projects to successful completion involving a wide variety of technologies and systems.Can stitch together many different services and processes together even if you have not worked with them before.Can put yourself in the shoes of your users and be a steward of crafting great experiences.Thrive in a collaborative environment involving different stakeholders.You’re obsessed with product quality and don’t settle for “good enough.”You love to think about user flows and user experiences.\n\n\nPay and benefits\n\nThe annual US base salary range for this role is $157,100 - $212,500. For sales roles, the range provided is the role’s On Target Earnings (\"OTE\") range, meaning that the range includes both the sales commissions/sales bonuses target and annual base salary for the role. This salary range may be inclusive of several career levels at Stripe and will be narrowed during the interview process based on a number of factors, including the candidate’s experience, qualifications, and location. Applicants interested in this role and who are not located in the US may request the annual salary range for their location during the interview process.\n\nAdditional benefits for this role may include: equity, company bonus or sales commissions/bonuses; 401(k) plan; medical, dental, and vision benefits; and wellness stipends.",
17	"insightsV2": [
18		"1,001-5,000 employees · Software Development"
19	],
20	"applyUrl": "https://stripe.com/jobs/listing/full-stack-engineer-billing/5225814?gh_src=73vnei",
21	"postedAtTimestamp": 1698447294000,
22	"postedAt": "2023-10-27T22:54:54.000Z",
23	"companyDescription": "Stripe is a financial infrastructure platform for businesses. Millions of companies—from the world’s largest enterprises to the most ambitious startups—use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Headquartered in San Francisco and Dublin, the company aims to increase the GDP of the internet.",
24	"companyAddress": {
25		"type": "PostalAddress",
26		"streetAddress": "354 Oyster Point Blvd",
27		"addressLocality": "South San Francisco",
28		"addressRegion": "California",
29		"postalCode": "94080",
30		"addressCountry": "US"
31	},
32	"companyWebsite": "https://stripe.com",
33	"companySlogan": "Help increase the GDP of the internet.",
34	"companyEmployeesCount": 8576,
35	"recruiter": {
36		"profileUrl": "https://www.linkedin.com/in/patrickrossexecrecruiter",
37		"name": "Patrick Ross",
38		"connectionType": "2nd",
39		"headline": "President/Chief Search Officer/Talent Acquisition Specialist",
40		"primaryInsight": "Job poster",
41		"secondaryInsight": "23 mutual connections",
42		"isPremium": true,
43		"profilePictureUrl": "https://media.licdn.com/dms/image/C5603AQExt1h5CxrYyA/profile-displayphoto-shrink_100_100/0/1622312698078?e=1710979200&v=beta&t=rV00bN2CH3pW2B0XbRASTjFusG7HBdW7bbmU-6NN_bY"
44	},
45	"salary": {
46		"additionalCompensationTypes": "",
47		"compensationSource": "EXTRACTED_FROM_JOB_DESCRIPTION",
48		"entityUrn": "urn:li:fsd_salaryInsights:3752142920",
49		"formattedAdditionalCompensation": "",
50		"formattedBaseSalary": "$157,100/yr - $212,500/yr (from job description)",
51		"location": "United States",
52		"locationUrn": "urn:li:fsd_geo:103644278"
53	},
54	"skills": [
55		"Back-End Web Development",
56		"Cascading Style Sheets (CSS)",
57		"Full-Stack Development",
58		"Software Development",
59		"Stack",
60		"Application Programming Interfaces (API)",
61		"Data Modeling",
62		"Problem Solving",
63		"Stripe (Software)",
64		"User Flows"
65	]
66}