LinkedIn Profile Posts Bulk Scraper (No Cookies) ✅ $2 per 1k

LinkedIn Profile Posts scraper

Our powerful tool helps you gather posts from LinkedIn profiles without compromising security or violating platform policies.

Key Benefits

• No cookies or account required: Access profile data without sharing cookies or risking account restrictions
• Low pricing: $2 per 1k posts. We don't use Apify proxy, to not charge you more.
• Fast response times deliver data in seconds.
• No caching, fresh data.
• Concurrency: this actor works scraping 3 profiles at a time.

How It Works

Simply provide one of the following:

• List of LinkedIn profile URLs
• List of LinkedIn public identifiers (e.g., williamhgates from https://www.linkedin.com/in/williamhgates)
• List if LinkedIn profile IDs (e.g. ACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc)

Optionally:

• scrapePages - Number of pages to scrape. Each page is 20 posts. Posts sorted by date.
• page - Page number to start scraping from. Default is 1.
• postedLimit - Filter to fetch only posts for the last X time. Options: '24h', 'week', 'month'.

Data You'll Receive

• Post content
• Author information
• Social engagement metrics
• Media: images, videos, and links
• Content of Re-posts

Up to 1000 posts per actor run.

Sample output data

Here is the example post output of this actor:

1{
2  "id": "7319399301971943425",
3  "content": "I’m inspired by Safia Ibrahim, a polio survivor who embodies resilience and determination. Her story is a testament to overcoming life’s toughest challenges—and a reminder of why we must continue to fight for a polio-free world. #EndPolio",
4  "title": null,
5  "subtitle": null,
6  "link": null,
7  "linkLabel": null,
8  "description": null,
9  "authorUniversalName": null,
10  "authorPublicIdentifier": "williamhgates",
11  "authorType": "profile",
12  "authorName": "Bill Gates",
13  "authorLinkedinUrl": "https://www.linkedin.com/in/williamhgates?miniProfileUrn=urn%3Ali%3Afsd_profile%3AACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc",
14  "authorInfo": "Chair, Gates Foundation and Founder, Breakthrough Energy",
15  "authorWebsite": "https://www.linkedin.com/newsletters/gates-notes-6651495472181637121/",
16  "authorWebsiteLabel": "View my newsletter",
17  "authorAvatar": {
18    "url": "https://media.licdn.com/dms/image/v2/D5603AQF-RYZP55jmXA/profile-displayphoto-shrink_800_800/B56ZRi8g.aGsAc-/0/1736826818808?e=1750896000&v=beta&t=-ok3THccfWUuj-xmZR1y6HPFCE7Q8RLna7KxpU3bOlo",
19    "width": 800,
20    "height": 800,
21    "expiresAt": 1750896000000
22  },
23  "postedAgo": "5d",
24  "postImage": null,
25  "postImages": [],
26  "postVideo": null,
27  "repostId": "7314358712113025024",
28  "newsletterUrl": null,
29  "newsletterTitle": null,
30  "socialContent": {
31    "hideCommentsCount": false,
32    "hideReactionsCount": false,
33    "hideSocialActivityCounts": false,
34    "hideShareAction": false,
35    "hideSendAction": false,
36    "hideRepostsCount": false,
37    "hideViewsCount": false,
38    "hideReactAction": false,
39    "hideCommentAction": false,
40    "shareUrl": "https://www.linkedin.com/posts/williamhgates_endpolio-globalhealth-activity-7319399301971943425-6S3H?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAAEv_LPcBziubM3KuMdS8HJ_FpZ-4kRH3Hz8",
41    "showContributionExperience": false,
42    "showSocialDetail": true
43  },
44  "repost": {
45    "id": "7314358712113025024",
46    "content": "What does it take to overcome life’s toughest challenges?\n\nFor Safia Ibrahim, a polio survivor and global health advocate, it’s resilience, hope, and storytelling.\n\nShe shared her powerful story with the world from The Moth stage as part of a Gates Foundation event. Now, she joins us to reflect on her journey and the role of storytelling in global health advocacy.\n\nListen to this inspiring conversation 🎧 on.rotary.org/moth-pod\n\n#EndPolio #GlobalHealth",
47    "title": null,
48    "subtitle": null,
49    "link": null,
50    "linkLabel": null,
51    "description": null,
52    "authorUniversalName": "rotary-international",
53    "authorPublicIdentifier": null,
54    "authorType": "company",
55    "authorName": "Rotary International",
56    "authorLinkedinUrl": "https://www.linkedin.com/company/rotary-international/posts",
57    "authorInfo": "283,369 followers",
58    "authorWebsite": null,
59    "authorWebsiteLabel": null,
60    "authorAvatar": {
61      "url": "https://media.licdn.com/dms/image/v2/C4E0BAQFckn4J8pboCw/company-logo_400_400/company-logo_400_400/0/1630566773837/rotary_international_logo?e=1750896000&v=beta&t=IqU9H3PtakBbPeHG_61tRqYACDDkEZbi1284b3Eq3QQ",
62      "width": 400,
63      "height": 400,
64      "expiresAt": 1750896000000
65    },
66    "postedAgo": "2w",
67    "postImage": null,
68    "postImages": [],
69    "postVideo": {
70      "thumbnailUrl": "https://media.licdn.com/dms/image/v2/D5610AQEpn8L3f8DLdQ/ads-video-thumbnail_720_1280/B56ZYHSdN6HoAc-/0/1743879005323?e=1746140400&v=beta&t=OZystFi8LJCngsBKYogebdPDO2eu5fxXABSLjL2og-M",
71      "videoUrl": "https://dms.licdn.com/playlist/vid/v2/D5610AQEpn8L3f8DLdQ/mp4-720p-30fp-crf28/B56ZYHSdN6HoBw-/0/1743879009948?e=1746140400&v=beta&t=13-hIpkc6Z5qM0YJLTss2FbSeawWxdi8b0chf5GjPZk"
72    },
73    "repostId": null,
74    "newsletterUrl": null,
75    "newsletterTitle": null,
76    "socialContent": {
77      "hideCommentsCount": false,
78      "hideReactionsCount": false,
79      "hideSocialActivityCounts": false,
80      "hideShareAction": false,
81      "hideSendAction": false,
82      "hideRepostsCount": false,
83      "hideViewsCount": false,
84      "hideReactAction": false,
85      "hideCommentAction": false,
86      "shareUrl": "https://www.linkedin.com/posts/rotary-international_endpolio-globalhealth-activity-7314358712113025024-67yZ?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAAEv_LPcBziubM3KuMdS8HJ_FpZ-4kRH3Hz8",
87      "showContributionExperience": false,
88      "showSocialDetail": true
89    },
90    "engagement": null
91  },
92  "engagement": {
93    "likes": 1563,
94    "comments": 400,
95    "shares": 81,
96    "reactions": [
97      {
98        "type": "LIKE",
99        "count": 1363
100      },
101      {
102        "type": "EMPATHY",
103        "count": 86
104      },
105      {
106        "type": "PRAISE",
107        "count": 59
108      },
109      {
110        "type": "APPRECIATION",
111        "count": 40
112      },
113      {
114        "type": "INTEREST",
115        "count": 11
116      },
117      {
118        "type": "ENTERTAINMENT",
119        "count": 4
120      }
121    ]
122  }
123}

Linkedin profiles API

The actor stores results in a dataset. You can export data in various formats such as CSV, JSON, XLS, etc. You can scrape and access data on demand using API.

Support and Feedback

We continuously enhance our tools based on user feedback. If you encounter technical issues or have suggestions for improvement:

• Create an issue on the actor’s Issues tab in Apify Console
• Contacts us at contact@harvest-api.com