// blog
Field notes on data infrastructure
How modern teams use enrichment, MCP, and AI agents in production.
2025-09-12
What is contact data enrichment? A complete guide
How enrichment APIs work, what they return, and how they differ from web scraping.
Read post →2025-09-26
API enrichment vs web scraping: what's the difference?
Speed, cost, legality, and accuracy — the four dimensions where APIs beat scrapers.
Read post →2025-10-04
How Model Context Protocol (MCP) works
Why agents need MCP, and what it means for the tools they call.
Read post →2025-10-18
AgenticData vs Apollo: contact enrichment comparison
Pricing, latency, reliability, data quality — a head-to-head.
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