How to Get LinkedIn Skills Data: API Guide 2026
Validate LinkedIn profile URLs, POST to the people API, extract message.skills, normalize labels, handle errors, and preserve existing skills.
The Datamagnet Blog
Field notes from teams building on real-time data
Playbooks, API releases, and product updates for revenue teams, AI SDRs, and the engineers behind them.
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LinkedIn Profile URLs: Enrichment for AI Sales Agents
Safely enrich LinkedIn profile URLs for AI sales agents by validating identity, logging sources, and enforcing approvals.
How to Use a Data Enrichment API to Update CRM Records
Step-by-step workflow to request, verify, and safely write data enrichment to CRM records without overwriting trusted fields.
How to Build Targeted Lead Lists With a Prospecting API
Turn an ICP into API filters, vet first-page matches, dedupe results, and export outreach-ready B2B leads while tracking credits.
LinkedIn MCP Servers in 2026: 8 Options Compared, From Posting Tools to Data Servers
LinkedIn has no official MCP server. Compare 8 third-party options by how they connect, what they can do, the risk to your account, and price.
LinkedIn API Pricing in 2026: What the Official API Costs, and What Developers Use Instead
LinkedIn has no public API price list and gates most programs. Here's what the official API gives you and what profile data costs per 1,000 elsewhere.
Company Enrichment APIs Compared: 10 Options by Match Rate, Fields, and Price (2026)
The data enrichment market hits $3.24B in 2026. Compare 10 company enrichment APIs — PDL, Coresignal, Apollo, Datamagnet & more — on fields, freshness, price.
How to Build an ICP List From Scratch: Company Search to Contact List
Sales reps spend just 40% of their time selling (Salesforce, 2026). Build an ICP list from scratch in 5 steps, from company search to verified contacts.
Alternatives to Traditional B2B Database Providers: Real-Time APIs vs. Static Databases (2026)
B2B contact data can decay 22.5%-70% a year (ZoomInfo, 2026). Compare static database providers like ZoomInfo and D&B against real-time API alternatives.
8 Best Data Enrichment Tools for Startups and Small Sales Teams (2026)
B2B contact data decays 2.1% a month (HubSpot). Compare 8 data enrichment tools for startups under $500/month on free tiers, credits, and self-serve pricing.
Coresignal API Guide: Endpoints, Credits and Rate Limits
How Coresignal's employee, company and jobs APIs work: Search vs Collect credits, multi-source costs, the real-time endpoint, and documented rate limits.
People Data Labs API: Endpoints, Pricing, Limits (2026)
A developer's guide to the People Data Labs API: person, company and search endpoints, record-based pricing, rate limits, and the monthly data refresh.