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Observability and Reliability

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Observability Foundations

1. What is the difference between monitoring and observability?

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2. How do logs, metrics, and traces complement one another?

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3. How should telemetry be correlated across a distributed request?

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4. What problem does OpenTelemetry solve, and what does it not provide?

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5. How do the four golden signals, RED, and USE guide instrumentation?

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Service Levels and Alert Quality

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6. How do SLIs, SLOs, and SLAs differ?

JuniorPaid Question

7. How do you choose meaningful SLIs for a user journey?

Mid-levelPaid Question

8. What is an error budget, and how should it influence engineering decisions?

Mid-levelPaid Question

9. Why are multi-window, multi-burn-rate alerts better than static thresholds?

SeniorPaid Question

10. What causes metric cardinality explosion, and how do you prevent it?

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Telemetry Design and Diagnosis

11. How do head sampling and tail sampling trade off cost against diagnostic value?

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12. How do you design dashboards for detection, diagnosis, and capacity planning?

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13. How should an engineer diagnose a production incident using telemetry?

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Reliability and Incident Operations

14. How do graceful degradation and capacity controls improve reliability?

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15. How should incident response and blameless postmortems improve the system?

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Everyday Observability Concepts

16. What is the difference between liveness, readiness, and dependency health?

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17. Why are structured logs better than unstructured text?

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18. Why are latency percentiles more useful than an average?

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19. What are traces and spans?

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20. When should a signal page a human versus create a ticket?

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Instrumentation and Diagnostic Techniques

21. How do you plan instrumentation for a new service?

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22. How should log levels be used?

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23. How do synthetic monitoring and real-user monitoring differ?

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24. When is continuous profiling useful?

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25. What does an OpenTelemetry Collector pipeline do?

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26. Why should deployments be visible in telemetry?

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Operating the Telemetry Platform

27. How do you make the telemetry pipeline reliable?

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28. How do you protect sensitive data in telemetry?

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29. How do you control observability cost in a multi-tenant platform?

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30. How do you validate that resilience controls really work?

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