Use it directly
- CSV and JSON exports
- Airtable or spreadsheet delivery
- Database and warehouse-ready records
- Customer-controlled backups
Monitor approved public LinkedIn profile and company posts with structured content, media, engagement, and review history for research and human decision-making.
Your input
You do not need to prepare technical configuration. Provide the business requirements, examples, and approved access; we translate them into fields, rules, and a tested schedule.
The result
A recurring source-linked dataset showing what selected public LinkedIn profiles or companies posted, when it was posted, which public engagement signals were observed, and which records need review.
Best for: Marketing, communications, content, employer-brand, sales-research, competitive-intelligence, recruiting, campaign, and market-research teams with a defined public-content monitoring purpose.
AI-ready delivery
Receive normalized records directly or let an approved agent retrieve them through a scoped interface. Source evidence, transformations, timestamps, and exception states remain available for review.
Explore managed services for outreach and follow-upConfigurable service
The modules describe business capabilities, not separate tools to operate. Select the coverage, filters, review rules, schedule, and destination during setup.
Worked example
Examples show the delivery structure before setup. Names and values are illustrative, not client records or performance claims.
Example input
{
"target_urls": [
"https://www.linkedin.com/in/example-public-profile",
"https://www.linkedin.com/company/example-company/"
],
"max_posts": 25,
"posted_limit_date": "Past 30 days",
"include_quote_posts": true,
"include_reposts": true,
"scrape_comments": false,
"scrape_reactions": false,
"frequency": "Weekly",
"delivery": "Content review table"
}Example delivery
Illustrative record{
"record_type": "post",
"post_id": "synthetic-linkedin-post-001",
"source_url": "https://www.linkedin.com/posts/example-public-profile_synthetic-post-001",
"author_name": "Example Public Profile",
"author_url": "https://www.linkedin.com/in/example-public-profile",
"content": "Example public post content",
"posted_at": "2026-08-21T09:30:00Z",
"observed_likes": 86,
"observed_comments": 12,
"observed_shares": 4,
"media_types": ["image"],
"availability_status": "public",
"collected_at": "2026-08-21T10:00:00Z",
"review_status": "review",
"example_status": "synthetic"
}Installation path
The first representative run is reviewed before the workflow becomes a recurring operation.
Define the approved public watchlist, monitoring purpose, post types, date window, fields, limits, and exclusions
Run a representative sample for each selected profile or company
Review source availability, duplicate handling, media references, engagement interpretation, and optional comment or reaction scope
Confirm schedule, retention, delivery destination, and review thresholds
Launch the recurring public-content monitoring cycle
Report inaccessible, partial, changed, or unavailable source results as visible states
Managed history
Each run appends timestamped observations rather than silently replacing prior values. Post content, publication state, author context, observed engagement, media references, optional comments or reactions, availability states, and review decisions can be compared across the agreed monitoring period.
Retention and portability
Retention is agreed during setup. Structured records can be exported to CSV, JSON, spreadsheets, Airtable, a database, a warehouse, a scoped API, or another customer-controlled destination. Post text, names, profile details, comments, reactions, media references, and author-level records require purpose-specific retention and rights terms. Deletion, managed archives, and exit exports are defined explicitly. The resulting dataset belongs to the customer. Aineed Data retains only the managed copy and history agreed for operation.
Interpretation limits
History makes comparison possible, but it does not remove source limitations or turn signals into guaranteed business outcomes.
Results reflect public LinkedIn content visible at collection time and are not a complete or real-time record
Public collection can be rate-limited, sampled, delayed, incomplete, or unavailable
Engagement counts and visible fields may differ by viewer, region, post type, or collection method
Comments and reactions are optional, can be separately limited, and may contain sensitive or irrelevant content
Media URLs and document references can expire or become unavailable
Unavailable fields remain explicit missing states rather than inferred values
Engagement does not establish sentiment, authenticity, influence, audience quality, hiring impact, or sales impact
Customers remain responsible for lawful purpose, platform terms, privacy requirements, rights, source licences, and downstream use
Safeguards
Access, retention, exports, and operating controls are confirmed for this workflow before launch.
Publicly accessible LinkedIn content only
No customer cookies, passwords, session exports, private profiles, or login-restricted content
No access-control bypassing or evasion claims
No automated likes, comments, follows, messages, connection requests, outreach, or account actions
Comments and reactions are excluded unless purpose, fields, rights, and retention are approved
No sensitive-trait inference, health inference, political profiling, or demographic scoring
Media capture and downstream reuse require explicit rights and retention approval
No representation of LinkedIn affiliation, endorsement, official API status, or complete coverage
Customers remain responsible for lawful purpose, platform terms, privacy, rights, source licences, and downstream use
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Share the sources, rules, and destination. We’ll verify access and confirm the final setup and monthly operating scope.