1. Platform APIs intermediate

    The Hugging Face Hub stored large model and dataset files with Git LFS which versions whole files - appending 1 MB to a 5 GB file re-uploads 5 GB. In 2025 the Hub began moving repositories onto Xet storage which splits content into roughly 64 KB content-defined chunks aggregated into roughly 64 MB blocks so only changed chunks travel. The API developers call did not change. What forced the change and what had to stay stable and where would copying it be a mistake?

    3 min answer hugging facededuplicationstorageplatform api
  2. Platform Engineering beginner Multiple choice

    A platform injects a log-shipping sidecar with a 128 MiB limit into every pod. During an evening peak the sidecar's in-memory buffer grows faster than it can flush, the pod exceeds its limit, the kubelet kills the container and a product team's checkout service drops requests for eleven minutes. Whose reliability budget is spent and what does that imply about how the platform ships that sidecar?

    3 min answer sidecarownershipon-callresource limits
  3. Platform Engineering advanced

    A platform team has built substantial capability and product teams report that it slows them down. What is the diagnostic, and what usually causes it?

    2 min answer platformadoptionself-servicebottleneck
  4. Platform Engineering intermediate Multiple choice

    What distinguishes platform engineering from an internal operations team?

    2 min answer platformself-servicehandoffproduct
  5. Platform Engineering advanced

    You are forming a platform team of four to serve twelve product teams. What do you build first?

    1 min answer platformsequencingdeveloper-experience
  6. Platform Funding advanced

    A CIO asks why the internal platform still needs funding two years after it was "delivered". What do you say?

    1 min answer fundingplatformcommunication
  7. Platform Funding intermediate

    A platform group of 9 engineers costs roughly $2.2M a year fully loaded. Its business case says it saves 300 product engineers 25 minutes a day. Finance does not believe the saving. Roughly what is the defensible number, and what does it rule in or out?

    3 min answer platform-fundingbusiness-caseunit-economicsdeveloper experience
  8. Platform Funding advanced

    A platform team is asked to justify its existence. What should it measure, and what happens when platforms are funded as cost centres?

    2 min answer platformfundingmetricsadoption
  9. Platform Funding intermediate

    A platform team is funded as a cost centre and is being asked to justify itself. What changes if it is funded as a product?

    2 min answer zeptofundingincentivesadoption
  10. Platform Funding advanced

    A platform team must justify continued investment when its value is indirect. What arguments and measures work?

    2 min answer platform-fundingvaluemeasurementleverage
  11. Platform Funding advanced

    Finance proposes charging teams for platform consumption to drive cost awareness. What is your view?

    2 min answer finopsplatformincentives
  12. Platform SLOs intermediate

    A platform team is about to publish its first commitments to internal consumers - 99.95% monthly availability on the ingress and the config service plus a 15-minute objective for deploys. What does the platform give up by publishing that, and when does the bill arrive?

    3 min answer platform-sloserror-budgetsdependenciesinternal consumers