A Decade of Complex Pipeline Migrations. Ten Lessons from the Trenches

Chatgpt Image Sep 7, 2026, 12 32 33 Pm

  Every research organization eventually hits the same wall: a pipeline that worked fine on a single workstation or a small on-premises cluster no longer holds up. Sample volume grows. A key contributor leaves, taking undocumented knowledge with them. Regulatory requirements evolve. Leadership wants results in hours, not weeks. Over more than a decade, BioTeam […]