Why your ECS tasks aren’t scaling

Jun 15, 2025 · 6 min read · We had auto scaling set. Alarms configured. Metrics wired. And yet—502s. That was the story every month-end in our GIS image processing app. A spike in usage from ops teams. Annotation tools slowing down. And the infamous error that no one wants to d...