Blog
Posts and playbooks from the team running migrations at scale.
What changed when AI took over schema mapping — and what your team should stop doing.
May 12, 2026
The five most common failure modes we see and the field-mapping rules that prevent each one.
May 5, 2026
Ticket IDs, threading, attachments, SLAs — what actually moves and what gets recreated.
Apr 28, 2026
A benchmark study of LLM-driven mapping vs. hand-coded pipelines across 50 enterprise scenarios.
Apr 22, 2026
Step-by-step: how to keep both storefronts in sync during the takedown window.
Apr 18, 2026
Statistics on the most-renamed fields, most-common type mismatches, and the patterns that survive every migration.
Apr 10, 2026
