Bedrock provisioned throughput: Provisioned Throughput vs On-Demand Cliffs

Day 37: Provisioned Throughput vs On-Demand Cliffs
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This guide focuses on Bedrock provisioned throughput for production systems, with practical trade-offs for reliability, security, and cost. On-demand Bedrock feels infinite until Friday when every eval suite and your on-call copilot collide. Throttles are capacity planning, not “retry harder.” Day 37 partitions lanes, buys Provisioned Throughput where incidents demand it, and sheds batch before interactive.
⚡ TL;DR: Separate interactive vs batch model IDs/PT. Canary PT. Load-shed batch first when throttle burn rises. Monitor throttles as an SLO.

Bedrock provisioned throughput: production guidance

Lane Traffic Capacity
Interactive / on-call spiky, latency-sensitive PT or dedicated
PR review bots medium on-demand + concurrency cap
Nightly eval huge batch + separate account/PT off-peak
python
INTERACTIVE_MODEL = "arn:aws:bedrock:...:provisioned-model/oncall-pt"
BATCH_MODEL = "anthropic.claude-..."

def model_for(lane: str) -> str:
    return INTERACTIVE_MODEL if lane == "interactive" else BATCH_MODEL

Pre-warm and shed

Run synthetic invokes against PT every minute. When throttle rate exceeds budget, set batch concurrency to zero before touching on-call routes. Document the shed order in the Sev runbook next to Day 38 failover.

Production checklist

  • [ ] Separate model IDs / PT for interactive vs batch
  • [ ] Dashboard: throttles by lane
  • [ ] Synthetic canary on PT
  • [ ] Shed runbook ordered
  • [ ] Monthly cost review so PT stays intentional
  • [ ] Game-day: induce throttle, prove shed works

Series navigation

← Day 36 · Day 38 → Last updated September 11, 2026 Related: DynamoDB Capacity Mode Switching: On-Demand to Provisioned Around Cliffs; Bedrock Throughput Provisioning: Avoid Throttles During Sev-1 Incidents; Day 56: Supervisor Patterns on Bedrock Agents.

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