Prediction volume × 3 unexpected: scale infrastructure?
Средний
AI / LLM продукты
50 мин
Capacity planning
Ситуация: ML predictions volume jumped 3× за месяц. SLA latency holding (barely). Engineering wants scale. PM asks: is it sticky?
Recommendations ML service. Cost ~50% infrastructure spend. Sudden growth.
Доступные данные
serving_log: ts, request_id
product_changes: deployed_at, area
usage_growth: ts, dau, mau
Задачи
- Volume growth decomposition: organic / feature / bug.
- Sticky vs spike.
- Scale options: immediate vs delayed.
- Cost projection.
Все кейсы для подготовки →
← Все кейсы