Measured outcomes
Capacity supports 10× subscriber count without manual intervention
Per-stream infrastructure cost down 22%
Engineering team velocity: 2× more features shipped/quarter
FinOps practices saving an additional 15% YoY through right-sizing
A streaming-media company on a legacy hosting model couldn’t scale elastically with subscriber spikes. Peak events (sports, premieres) regularly saw degraded quality and customer churn.
AWS-native architecture with auto-scaling video processing, CDN-edge personalization, and event-driven choreography for subscriber lifecycle. FinOps practice embedded from day one — tagging discipline, reserved-instance modeling, per-feature cost reporting.
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