1. Spot & Interruptible Capacity intermediate

    A 300-node interruptible fleet runs stateless batch workers from a 4 GB container image. Reclamation replaces roughly 400 nodes a day and the discount is quoted at 70%. Estimate what the churn costs and at what interruption rate the discount disappears.

    3 min answer spotchurnimage-pullcheckpointing
  2. Spot & Interruptible Capacity intermediate

    A data platform wants to use interruptible capacity to reduce cost. Which workloads are suitable, and what must be true of them?

    2 min answer databricksspotpreemptioncheckpointing
  3. Spot & Interruptible Capacity intermediate

    A nightly batch job takes six hours on on-demand instances. Someone proposes spot to save 70%. What must be true?

    2 min answer finopsspotresilience
  4. Spot & Interruptible Capacity intermediate

    A recommendation platform runs large offline training and feature computation jobs. What must be true architecturally before spot capacity is usable, and what does it cost?

    2 min answer spotpreemptioncheckpointingbatch
  5. Spot & Interruptible Capacity advanced

    A training pipeline runs on 400 interruptible GPU instances checkpointing every 30 minutes. Regional demand spikes and reclamation goes from a handful of instances an hour to most of the fleet inside ten minutes. What happens minute by minute, and what stops it?

    2 min answer spotgpucheckpointingreclamation
  6. Spot & Interruptible Capacity intermediate

    Which workloads genuinely suit spot or preemptible capacity, what must be true of them, and what are the failure modes of over-applying it?

    2 min answer spotpreemptibleinterruptiblecheckpointing