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Idle resources · Medium severity

Idle SageMaker Resource

The resource holds its instance allocation and bills for it until it is stopped or deleted; SageMaker does not scale it to zero on its own.

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AWSprovider
Mediumseverity
Savingswhere it shows up
Guidedfix, after a review

AWS

Found, explained, fixed.

Findings with a dollar figure attached, idle, oversized, orphaned, unscheduled and undiscounted spend.

01

Detect

ZopNight checks this automatically across AWS, with read-only access to the account.

02

Explain

Every finding says exactly what to change: Delete unused SageMaker resource. Where the saving can be proven it is priced; where it cannot, the finding says so.

03

Fix

After a guided review, where you confirm the change, ZopNight deletes the resource, then checks the change took.

Applies to
Any resource in the account
The fix, by hand
  1. SageMaker → Notebook instances / Endpoints → the resource → Monitor. Confirm CloudWatch InvocationsPerInstance / CPUUtilization is flat.
  2. For Notebook instances: Actions → Stop, then download any /home/ec2-user/SageMaker artefacts you need. Actions → Delete once safe.
  3. For Endpoints: identify caller services (CloudTrail InvokeEndpoint events) and cut them over to direct model.invoke (Bedrock) or a smaller endpoint.
  4. SageMaker → Endpoints → Actions → Delete.
  5. Clean up endpoint configurations + unused models that backed the endpoint.
  6. Consider migrating notebooks to SageMaker Studio (auto-shutdown built in) for future workloads.

ZopNight does this for you after a guided review.

Category
Idle resources. Resources running but doing no useful work: zero invocations, no connections, no traffic.
Where it appears
The Savings tab of Recommendations, with every affected resource listed.
Rule ID
RC-045

Related checks

See the idle resources in your account.

Connect a read-only role and the first pass runs on your own estate. This check, and the rest of the catalogue, with it.

Prefer to talk it through first? Book 20 minutes with the team.

  • $30M+annualised cloud spend under management
  • 550K+resources tracked since launch
  • 20-60%off the bill in the first month
  • SOC 2Type II report, plus ISO 27001

Figures published on zop.dev.

Multi-cloud automation· Production-ready in 30 min· SOC 2 · ISO 27001· 20–60% off the bill, first month· 4 platforms · 1 console· Multi-cloud automation· Production-ready in 30 min· SOC 2 · ISO 27001· 20–60% off the bill, first month· 4 platforms · 1 console·