Data Quality OKRs: What to Measure Beyond 'Percent Complete'
76% of teams say under half their CRM data is accurate (Validity, 2025). Here's how to write data quality OKRs that track accuracy, freshness, and trust.
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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9 Best Sourcing Automation Tools for Technical Recruiters in 2026
Technical roles take about 15 more days to fill than business roles (Ashby, 2026). Compare the 9 best sourcing automation tools built for technical recruiters.
How to Build a Sourcing Cadence Around Quarterly Funding and Layoff Cycles
Tech layoffs jumped 83% in H1 2026 (Challenger). Learn how to build a sourcing cadence around funding rounds and layoff waves before competitors move.
The GTM Engineer's Guide to Writing Internal APIs Sales Teams Will Actually Use
Only 24% of developers design APIs for AI agents (Postman, 2025). Here's how GTM engineers build internal APIs sales reps and AI tools actually use.
How to Instrument Your GTM Stack So Every Handoff Is Logged: A 2026 Step-by-Step Guide
76% of teams say under half their CRM data is accurate. Here's how to log every GTM handoff so broken ones are easy to find and fix.
Dark Funnel Signals: What They Are and Why They're Hard to Track
In 2025, B2B buyers finished 60% of their purchase journey before ever contacting a vendor. Here's what dark funnel signals are and how to catch them.
How to Build a Multi-Tenant Enrichment Service for Agencies and Resellers
B2B contact data decays 25-30% a year (ZoomInfo Pipeline, 2026). Build a multi-tenant enrichment service with tenant isolation, credit pools, and usage billing.
How to Set Field-Level Ownership So No CRM Field Is Everyone's Job
76% of CRM users say less than half their data is accurate. Here's how to assign field-level ownership so no CRM field quietly rots.
Skill Decay Signals: When a Candidate's Listed Skills Stop Matching Their Work
Skill half-life has shrunk to as little as 2 years for AI skills, and WEF projects 39% of core skills will shift by 2030. Learn to spot decay before you source.
How to Build a Boomerang Employee Sourcing List From Alumni Signal Data
35% of March 2025 hires were boomerang employees (ADP). Learn how to turn a stale alumni spreadsheet into a live, signal-based rehire pipeline.
How to Build a GTM Engineering Team From Scratch: Roles and Reporting Lines
GTM Engineer job postings grew 205% YoY in 2025-2026 (GTME Pulse). Learn which roles to hire first, where the team should report, and how to size it.
No-Code vs. Code: When GTM Engineers Should Reach for a Script Instead of Zapier
GTM Engineer postings grew 205% YoY and 38% now require Python. Here's when Zapier still wins and when a custom script pays for itself.