🚀 Linkedin Profile Scraper

The LinkedIn Profile Scraper is an efficient tool designed to scrape comprehensive profile information from LinkedIn. This scraper provides detailed insights into both personal and company facets of LinkedIn profiles, including the most critical component - the email address, if available.

✨ Features

• 👨‍🦱 Comprehensive Person Information Extracts full profile information, including names, occupations, headline, summary, job history, education, skills, languages, honors, and certifications.
• 🍪 No Cookies Required The scraper operates without needing LinkedIn cookie information, simplifying setup and execution.
• 👩‍🏫 Personal and Company Information: In addition to personal data, the scraper gathers key details about current associated companies such as company name, industry, website, and LinkedIn URL.
• 📧 Email Discovery: The tool attempts to find and return the person's email address, making it a potent addition for lead generation and networking purposes.

🛠️ How It Works

• 🔗 Setup and Input: Provide the list of LinkedIn profile URLs you wish to scrape. The scraper will automatically filter URLs related to LinkedIn profiles.
• 🏃‍♂️ Run the Scraper: Begin extracting valuable linkedin data effortlessly.

📊 Sample output data

1{
2"firstName": "Bill",
3"lastName": "Gates",
4"linkedinUrl": "https://www.linkedin.com/in/williamhgates",
5"email": "bill.gates@gatesfoundation.org",
6"fullName": "Bill Gates",
7"publicIdentifier": "williamhgates",
8"headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
9"connections": 8,
10"followers": 36411205,
11"companyName": "Bill & Melinda Gates Foundation",
12"companyIndustry": "Philanthropy",
13"companyWebsite": "gatesfoundation.org",
14"companyLinkedin": "linkedin.com/company/bill-&-melinda-gates-foundation",
15"companyFoundedIn": 2000,
16"companySize": "1001-5000",
17"urn": "ACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc",
18"addressCountryOnly": "United States",
19"addressWithCountry": "Seattle, Washington, United States",
20"addressWithoutCountry": "Seattle, Washington",
21"profilePic": "https://media.licdn.com/dms/image/v2/D5603AQHv6LsdiUg1kw/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1695167344576?e=1735171200&v=beta&t=ZJ7vSv_wjCmXVVrOqUbBzxBw7bE9iHlH6gVouMWVav4",
22"updates": [
23    {
24    "postText": "I’m excited to announce my new book, Source Code. It’s a memoir of my early years, from childhood through my decision to leave college and start Microsoft with Paul Allen—and I can’t wait to share it with you.",
25    "image": "https://media.licdn.com/dms/image/sync/v2/D5627AQHipqtAeMwfYA/articleshare-shrink_800/articleshare-shrink_800/0/1717509426427?e=1730052000&v=beta&t=4R8D5gqE9GfRltJ1s9JrGWsE2fRb7Gy5hWm0gJTvh48",
26    "postLink": "https://www.linkedin.com/feed/update/urn:li:activity:7203756961220165633?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7203756961220165633%29",
27    "numLikes": 8759,
28    "numComments": 1038,
29    "reactionTypeCounts": [
30        {
31        "count": 7670,
32        "reactionType": "LIKE"
33        },
34        {
35        "count": 474,
36        "reactionType": "EMPATHY"
37        },
38        {
39        "count": 459,
40        "reactionType": "PRAISE"
41        },
42        {
43        "count": 79,
44        "reactionType": "INTEREST"
45        },
46        {
47        "count": 71,
48        "reactionType": "APPRECIATION"
49        },
50        {
51        "count": 6,
52        "reactionType": "ENTERTAINMENT"
53        }
54    ]
55    },
56    {
57    "postText": "There's no rhyme or reason to why I choose to watch or read something next—I just gravitate toward whatever sounds most interesting. But when I was writing up my list of summer book and TV recommendations, I noticed a thread that runs through all of them: service to others.",
58    "image": "https://media.licdn.com/dms/image/v2/D5612AQFQY7Jc39iNGA/article-cover_image-shrink_600_2000/article-cover_image-shrink_600_2000/0/1716479549921?e=1735171200&v=beta&t=r-GEKMmN3rrm3gJF80oqRhupAhElfmDrybC6k14hovQ",
59    "postLink": "https://www.linkedin.com/feed/update/urn:li:activity:7199438283930542080?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7199438283930542080%29",
60    "numLikes": 6964,
61    "numComments": 758,
62    "reactionTypeCounts": [
63        {
64        "count": 6263,
65        "reactionType": "LIKE"
66        },
67        {
68        "count": 316,
69        "reactionType": "EMPATHY"
70        },
71        {
72        "count": 242,
73        "reactionType": "INTEREST"
74        },
75        {
76        "count": 75,
77        "reactionType": "APPRECIATION"
78        },
79        {
80        "count": 62,
81        "reactionType": "PRAISE"
82        },
83        {
84        "count": 6,
85        "reactionType": "ENTERTAINMENT"
86        }
87    ]
88    },
89    {
90    "postText": "One of humanity’s greatest achievements is the drastic reduction in child mortality—which fell by more than half—since 1990. Here’s how we continue that success story: https://lnkd.in/gJre5cpE",
91    "image": "https://media.licdn.com/dms/image/v2/D5605AQFCwDGiE01Jdw/feedshare-thumbnail_720_1280/feedshare-thumbnail_720_1280/0/1712447861067?e=1730052000&v=beta&t=-__--kXNkzQi7MAkzjchLy0dT9MYYW-pJoI6ysnDNA0",
92    "postLink": "https://www.linkedin.com/feed/update/urn:li:activity:7182527162137128960?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7182527162137128960%29",
93    "numLikes": 5034,
94    "numComments": 328,
95    "reactionTypeCounts": [
96        {
97        "count": 4391,
98        "reactionType": "LIKE"
99        },
100        {
101        "count": 283,
102        "reactionType": "EMPATHY"
103        },
104        {
105        "count": 197,
106        "reactionType": "PRAISE"
107        },
108        {
109        "count": 98,
110        "reactionType": "APPRECIATION"
111        },
112        {
113        "count": 60,
114        "reactionType": "INTEREST"
115        },
116        {
117        "count": 5,
118        "reactionType": "ENTERTAINMENT"
119        }
120    ]
121    },
122    {
123    "postText": "The best part of my job at the Gates Foundation is connecting with scientists, educators, nurses, farmers, midwives, students, and advocates who are showing us the best of human potential and making amazing progress in the fight against poverty and disease. Here are some of their stories. ",
124    "image": "https://media.licdn.com/dms/image/v2/D5612AQFxGCY7B3w9xQ/article-cover_image-shrink_600_2000/article-cover_image-shrink_600_2000/0/1715197840115?e=1735171200&v=beta&t=LNYWBaXM2PbB-rH8K7-mp7jD9IqVMlWuLw0kEtn-pqQ",
125    "postLink": "https://www.linkedin.com/feed/update/urn:li:activity:7194061883417530368?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7194061883417530368%29",
126    "numLikes": 3322,
127    "numComments": 318,
128    "reactionTypeCounts": [
129        {
130        "count": 2944,
131        "reactionType": "LIKE"
132        },
133        {
134        "count": 180,
135        "reactionType": "EMPATHY"
136        },
137        {
138        "count": 111,
139        "reactionType": "PRAISE"
140        },
141        {
142        "count": 60,
143        "reactionType": "APPRECIATION"
144        },
145        {
146        "count": 26,
147        "reactionType": "INTEREST"
148        },
149        {
150        "count": 1,
151        "reactionType": "ENTERTAINMENT"
152        }
153    ]
154    },
155    {
156    "postText": "Getting “unconfused” is one of the best ways to learn something new. That’s what my new podcast is all about: https://lnkd.in/g4Pq8_6Z",
157    "image": "https://media.licdn.com/dms/image/v2/D5605AQGMKsmkT5sepg/feedshare-thumbnail_720_1280/feedshare-thumbnail_720_1280/0/1688760091345?e=1730052000&v=beta&t=Zi6-Nk8SDiu4WWa_JHoCE9wQmUOj0mNveMHb7NcarwY",
158    "postLink": "https://www.linkedin.com/feed/update/urn:li:activity:7083173592183541760?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7083173592183541760%29",
159    "numLikes": 4027,
160    "numComments": 252,
161    "reactionTypeCounts": [
162        {
163        "count": 3658,
164        "reactionType": "LIKE"
165        },
166        {
167        "count": 168,
168        "reactionType": "EMPATHY"
169        },
170        {
171        "count": 127,
172        "reactionType": "INTEREST"
173        },
174        {
175        "count": 42,
176        "reactionType": "PRAISE"
177        },
178        {
179        "count": 22,
180        "reactionType": "APPRECIATION"
181        },
182        {
183        "count": 9,
184        "reactionType": "ENTERTAINMENT"
185        },
186        {
187        "count": 1,
188        "reactionType": "MAYBE"
189        }
190    ]
191    }
192],
193"about": "Co-chair of the Bill & Melinda Gates Foundation. Founder of Breakthrough Energy. Co-founder of Microsoft. Voracious reader. Avid traveler. Active blogger.",
194"experiences": [
195    {
196    "companyId": "8736",
197    "companyUrn": "urn:li:fsd_company:8736",
198    "companyLink1": "https://www.linkedin.com/company/8736/",
199    "logo": "https://media.licdn.com/dms/image/v2/C4E0BAQE7Na_mKQhIJg/company-logo_200_200/company-logo_200_200/0/1633731811337/bill__melinda_gates_foundation_logo?e=1737590400&v=beta&t=e-umUB4x-b2Cik5Ao4pjIGFtPCBLkUlwnTInnrPGBuc",
200    "title": "Co-chair",
201    "subtitle": "Bill & Melinda Gates Foundation",
202    "caption": "2000 - Present · 24 yrs 10 mos",
203    "breakdown": false,
204    "subComponents": [
205        {
206        "description": []
207        }
208    ]
209    },
210    {
211    "companyId": "19141006",
212    "companyUrn": "urn:li:fsd_company:19141006",
213    "companyLink1": "https://www.linkedin.com/company/19141006/",
214    "logo": "https://media.licdn.com/dms/image/v2/C4D0BAQGwD9vNu044FA/company-logo_200_200/company-logo_200_200/0/1630531940051/breakthrough_energy_ventures_logo?e=1737590400&v=beta&t=S5YrF17m-R5CeMSnb0a28e84eNe8SxA_YOwyHcRwjDc",
215    "title": "Founder",
216    "subtitle": "Breakthrough Energy ",
217    "caption": "2015 - Present · 9 yrs 10 mos",
218    "breakdown": false,
219    "subComponents": [
220        {
221        "description": []
222        }
223    ]
224    },
225    {
226    "companyId": "1035",
227    "companyUrn": "urn:li:fsd_company:1035",
228    "companyLink1": "https://www.linkedin.com/company/1035/",
229    "logo": "https://media.licdn.com/dms/image/v2/C560BAQE88xCsONDULQ/company-logo_200_200/company-logo_200_200/0/1630652622688/microsoft_logo?e=1737590400&v=beta&t=tuZlBreZfywCgz0Xgmgk0f2wJXSRxbkYznsPBIfvkBk",
230    "title": "Co-founder",
231    "subtitle": "Microsoft",
232    "caption": "1975 - Present · 49 yrs 10 mos",
233    "breakdown": false,
234    "subComponents": [
235        {
236        "description": []
237        }
238    ]
239    }
240],
241"educations": [
242    {
243    "companyId": "1646",
244    "companyUrn": "urn:li:fsd_company:1646",
245    "companyLink1": "https://www.linkedin.com/company/1646/",
246    "logo": "https://media.licdn.com/dms/image/v2/C4E0BAQF5t62bcL0e9g/company-logo_200_200/company-logo_200_200/0/1631318058235?e=1737590400&v=beta&t=6Bn8BU3VO8Ro1hlA_kTr_XzKMUVyVnFHpK5qc9quJnA",
247    "title": "Harvard University",
248    "caption": "1973 - 1975",
249    "breakdown": false,
250    "subComponents": [
251        {
252        "description": []
253        }
254    ]
255    },
256    {
257    "companyId": "30288",
258    "companyUrn": "urn:li:fsd_company:30288",
259    "companyLink1": "https://www.linkedin.com/company/30288/",
260    "logo": "https://media.licdn.com/dms/image/v2/D560BAQGFmOQmzpxg9A/company-logo_200_200/company-logo_200_200/0/1683732883164/lakeside_school_logo?e=1737590400&v=beta&t=d9E68HJHIz7O4i06eW0kCk_7WRL1OnrFpvq1NP97bf4",
261    "title": "Lakeside School",
262    "breakdown": false,
263    "subComponents": [
264        {
265        "description": []
266        }
267    ]
268    }
269],
270"licenseAndCertificates": [],
271"honorsAndAwards": [],
272"languages": [],
273"volunteerAndAwards": [],
274"verifications": [],
275"promos": [],
276"highlights": [],
277"projects": [],
278"publications": [],
279"patents": [],
280"courses": [],
281"testScores": [],
282"organizations": [],
283"volunteerCauses": [],
284"skills": []
285}