Dev Blog

Building systems that survive real use.

Essays on HubSpot architecture, AI workflow design, and engineering delivery for teams that care about what happens after launch, when operators, edge cases, and changing requirements put the real system on display.

May 29, 20264 min read

Data Contracts Make Integrations Easier to Change

Integrations stay safer and cheaper to evolve when teams define field meaning, ownership, and failure behavior before the first sync goes live.

IntegrationsDataArchitecture
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