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 Cookie-Editor 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": "3956051081",
3	"title": "Marketing Manager",
4	"companyName": "Intuit",
5	"companyLinkedinUrl": "https://www.linkedin.com/company/intuit/life",
6	"location": {
7		"abbreviatedLocalizedName": "San Diego, CA",
8		"entityUrn": "urn:li:fsd_geo:101784816",
9		"defaultLocalizedName": "San Diego, California, United States",
10		"countryISOCode": "US"
11	},
12	"isReposted": true,
13	"posterId": "29404392",
14	"insights": [
15		"4 connections work here"
16	],
17	"companyLogo": "https://media.licdn.com/dms/image/C560BAQFTpF8uneqScw/company-logo_200_200/0/1661446146222/intuit_logo?e=1729123200&v=beta&t=kB5lu-AelQ6j7eYK_HeJwM5Tves-4ncVEi3KMvOlvdo",
18	"easyApply": false,
19	"isPromoted": false,
20	"link": "https://www.linkedin.com/jobs/view/3956051081",
21	"applyUrl": "https://dsp.prng.co/hqS7Qwb",
22	"insightsV2": [
23		"10,001+ employees · Software Development",
24		"4 connections work here"
25	],
26	"descriptionText": "Overview\n\nIntuit’s Consumer Group (CG), a team serving the needs of over 20+ million US consumers to file their annual tax returns, is looking for a Mobile App Marketing Manager for the Performance Media Team. Intuit is recognized as one of the best companies to work for:\n\n#14 2023 Fortune100 best company to work for#22 in 2023 PEOPLE® Companies that Care#5 Fortune 2023 Best Workplaces in Technology#57 2023 Glassdoor's Best Places to Work\n\nWe are seeking a Mobile App Marketing Manager who will be responsible for all aspects of ...(truncated)... \nMonitor and analyze campaign performance data regularly to optimize performance and maximize ROI through various platforms such as social media, display advertising, and mobile app advertising.Expert knowledge of Kochava MMP (or similar) and partner with client relations team on new technology and partnership enhancements.Be an expert and stay up to date with new user data privacy laws and regulations to ensure the company’s compliance in all aspects of mobile app marketing.Transform performance results, customer behavior insights, and learnings into actionable strategy, planning, and optimization.",
27	"postedAtTimestamp": 1718984412000,
28	"postedAt": "2024-06-21T15:40:12.000Z",
29	"companyDescription": "Intuit is a global technology platform that helps our customers and communities overcome their most important financial challenges. Serving millions of customers worldwide with TurboTax, QuickBooks, Credit Karma and Mailchimp, we believe that everyone should have the opportunity to prosper and we work tirelessly to find new, innovative ways to deliver on this belief.\n\nWe encourage conversations on this page and will not delete comments that follow our terms of use. In order to keep this a safe community, the below posts may be removed: Repeated posts of the same content, spam or posts from fake accounts or profiles, offensive language or material, threats to others in the community, posts deliberately aimed to have a negative effect on the community or conversations. ",
30	"companyAddress": {
31		"type": "PostalAddress",
32		"streetAddress": "2700 Coast Ave",
33		"addressLocality": "Mountain View",
34		"addressRegion": "California",
35		"postalCode": "94043",
36		"addressCountry": "US"
37	},
38	"companyWebsite": "https://www.intuit.com/",
39	"companySlogan": "The global financial technology platform that powers prosperity with TurboTax, Credit Karma, QuickBooks, and Mailchimp.",
40	"companyEmployeesCount": 16051,
41	"jobApplicantInsights": {
42		"applicantCount": 74,
43		"degreeDetails": [
44			{
45				"degree": {
46					"name": "Master of Business Administration",
47					"entityUrn": "urn:li:fsd_degree:700"
48				},
49				"viewersHighestDegree": false,
50				"percentage": 64
51			},
52			{
53				"degree": {
54					"name": "Master's Degree",
55					"entityUrn": "urn:li:fsd_degree:500"
56				},
57				"viewersHighestDegree": false,
58				"percentage": 19
59			},
60			{
61				"degree": {
62					"name": "Master of Science",
63					"entityUrn": "urn:li:fsd_degree:626"
64				},
65				"viewersHighestDegree": false,
66				"percentage": 5
67			}
68		],
69		"skillDetails": [],
70		"entityUrn": "urn:li:fsd_jobApplicantInsights:3956051081",
71		"applicantsInPastDay": 7,
72		"seniorityDetails": [
73			{
74				"count": 31,
75				"seniority": {
76					"name": "Senior",
77					"entityUrn": "urn:li:fsd_seniority:4"
78				}
79			},
80			{
81				"count": 26,
82				"seniority": {
83					"name": "Entry",
84					"entityUrn": "urn:li:fsd_seniority:3"
85				}
86			},
87			{
88				"count": 8,
89				"seniority": {
90					"name": "Director",
91					"entityUrn": "urn:li:fsd_seniority:6"
92				}
93			},
94			{
95				"count": 8,
96				"seniority": {
97					"name": "Manager",
98					"entityUrn": "urn:li:fsd_seniority:5"
99				}
100			}
101		],
102		"applicantRankPercentile": null,
103		"locationDetails": [],
104		"applicantThresholdMet": true
105	},
106	"jobWorkplaceTypes": [
107		{
108			"localizedName": "On-site",
109			"localizedDescription": "Employees come to work in-person.",
110			"entityUrn": "urn:li:fsd_workplaceType:1",
111			"workplaceTypeEnum": "ON_SITE"
112		}
113	],
114	"jobState": "LISTED",
115	"contentSource": "JOBS_PREMIUM_OFFLINE",
116	"recruiter": {
117		"profileUrl": "https://www.linkedin.com/in/epoytress",
118		"name": "Emily Poytress",
119		"connectionType": "2nd",
120		"headline": "Group Manager, Digital Media and X-Channel Strategy",
121		"isPremium": true,
122		"profilePictureUrl": "https://media.licdn.com/dms/image/C5603AQGn2PnH7PCnew/profile-displayphoto-shrink_100_100/0/1661371045054?e=1726099200&v=beta&t=IHNvFvhfGIzJGts7AzBzy80RltIAnculXoCrnCFsfxY"
123	},
124	"company": {
125		"industry": [
126			"Software Development"
127		],
128		"logo": "https://media.licdn.com/dms/image/C560BAQFTpF8uneqScw/company-logo_200_200/0/1661446146222/intuit_logo?e=1729123200&v=beta&t=kB5lu-AelQ6j7eYK_HeJwM5Tves-4ncVEi3KMvOlvdo",
129		"employeeCountRange": {
130			"start": 10001,
131			"end": null
132		},
133		"entityUrn": "urn:li:fsd_company:1666",
134		"followingState": {
135			"followeeCount": null,
136			"entityUrn": "urn:li:fsd_followingState:urn:li:fsd_company:1666",
137			"following": false,
138			"preDashFollowingInfoUrn": "urn:li:fs_followingInfo:urn:li:company:1666",
139			"trackingUrn": null,
140			"followingType": "DEFAULT",
141			"followerCount": 729867
142		},
143		"name": "Intuit",
144		"description": "Intuit is a global technology platform that helps our customers and communities overcome their most important financial challenges. Serving millions of customers worldwide with TurboTax, QuickBooks, Credit Karma and Mailchimp, we believe that everyone should have the opportunity to prosper and we work tirelessly to find new, innovative ways to deliver on this belief.\n\nWe encourage conversations on this page and will not delete comments that follow our terms of use. In order to keep this a safe community, the below posts may be removed: Repeated posts of the same content, spam or posts from fake accounts or profiles, offensive language or material, threats to others in the community, posts deliberately aimed to have a negative effect on the community or conversations. ",
145		"universalName": "intuit",
146		"employeeCount": 16050
147	},
148	"salary": {
149		"additionalCompensationTypes": null,
150		"compensationSource": "JOB_POSTER_PROVIDED",
151		"entityUrn": "urn:li:fsd_salaryInsights:3956051081",
152		"formattedAdditionalCompensation": null,
153		"formattedBaseSalary": "",
154		"location": "San Diego, CA",
155		"locationUrn": "urn:li:fsd_geo:101784816"
156	},
157	"skills": [
158		"Campaign Effectiveness",
159		"Campaigns",
160		"Channel Strategy",
161		"Client Relations",
162		"Competitive Analysis",
163		"Customer Acquisition",
164		"Emerging Trends",
165		"Marketing Strategy",
166		"Mobile Applications",
167		"Storytelling"
168	]
169}