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Book 5

SRE & Production Operations: SLOs, Observability & Incident Response Interview Questions

50 questions · 8 chapters · 188 pages · 2026 edition

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Read a sample answer

Inside

8 chapters · 50 questions

Chapter titles and question wording are taken from the book itself. Open a chapter to see its first questions.

  1. Chapter 1: Observability Foundations: Metrics, Logs & Telemetry7 questions
    • Why standardize on OpenTelemetry, and when is the instrumentation cost worth it?
    • You run Prometheus, Jaeger, and ELK today. Walk me through migrating to OpenTelemetry without a single dark dashboard.
    • Design a centralized logging and metrics pipeline for hundreds of services.
    • and 4 more
  2. Chapter 2: Telemetry Cost & Distributed Tracing6 questions
    • When is distributed tracing worth its instrumentation and storage cost, and when is it overkill?
    • Design a sampling strategy for a high-volume gRPC system where roughly 15% of traces arrive incomplete. How do you keep every error and slow trace without paying to store the rest?
    • Your self-hosted log platform ingests 100TB a day. How do you keep storage and query cost sane without going blind?
    • and 3 more
  3. Chapter 3: SRE: SLOs & Error Budgets5 questions
    • How would you design tiered SLOs for a multi-tenant SaaS, with free, premium, and enterprise getting different guarantees and automated responses?
    • How would you write an error budget policy that actually changes what the org ships?
    • A 99.9% service has a 30-minute outage. How much error budget did it burn, and how would you alert on that?
    • and 2 more
  4. Chapter 4: Incident Command & Production Debugging7 questions
    • A cascading failure is taking down checkout on Black Friday. Walk me through how you command the incident.
    • How do you hunt down an intermittent production bug that will not reproduce on demand?
    • A microservices system just got slow in production. Walk me through finding the bottleneck right now.
    • and 4 more
  5. Chapter 5: Security & Zero-Trust8 questions
    • How would you roll out a zero-trust architecture for a financial firm leaving perimeter and VPN security?
    • Build the authentication and fine-grained authorization for a multi-tenant platform under zero-trust. How does one request get verified end to end?
    • You own 200+ APIs across microservices. How do you secure that entire API surface without slowing every team down?
    • and 5 more
  6. Chapter 6: AIOps, Automation & Platform Engineering6 questions
    • How would you use AIOps to predict failures and drive automated remediation at scale, without it making things worse?
    • You are shipping an ML model into production that makes automated decisions. How do you secure and govern it across the lifecycle so you can trust and audit what it does?
    • How would you design an Internal Developer Platform that teams actually adopt?
    • and 3 more
  7. Chapter 7: Resilience Engineering & Emerging Frontiers5 questions
    • We have never done chaos engineering. How would you start a practice from zero and get the organization to back it?
    • How do you build CI/CD and operations for an event-driven system on Kafka or NATS, where there is no single request trace?
    • A mainframe owns your core business data and a big-bang rewrite is off the table. How do you bridge it to cloud-native services without breaking consistency?
    • and 2 more
  8. Chapter 8: Architecting & Leading for the Future6 questions
    • How do you architect a system so it absorbs technologies and requirements you cannot predict today, without a re-platforming rewrite later?
    • How would you build the CI/CD and infrastructure to deliver software to geo-distributed edge and 5G sites?
    • A control loop needs a sub-10ms round trip over 5G. Where does the compute have to live, and how do you guarantee the budget?
    • and 3 more

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PDF, readable on any device. 188 pages, about 38 MB.
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Sample question

From chapter 1
From Book 5, Ch. 1Senior · Observability · Standards

Why standardize on OpenTelemetry, and when is the instrumentation cost worth it?

What this tests

Whether you treat telemetry as an architectural decision about lock-in and control, or as a tool checklist. They want to hear when the standardization payoff justifies the cost, and when it does not.

30-second answer

OpenTelemetry is the CNCF vendor-neutral standard for emitting traces, metrics, and logs through one set of SDKs and the OTLP wire format. I'd standardize on it for the architectural payoff: instrument once, then route anywhere from a central Collector, so swapping Datadog for Grafana, or sending to two backends at once, is a config change, not a re-instrumentation project. The cost is real, you rewrite instrumentation and run Collector infrastructure, so I justify it where I expect to outlive a vendor contract or run a polyglot fleet. For a single small service on a tool I'm happy with, I'd wait.

Recall hook

Instrument once, route anywhere.

Follow-ups in the book

  • What does OTLP actually give you over a vendor protocol?
  • Agent per host, sidecar, or gateway Collector?
  • Are OTel logs production-ready, or stick with an existing pipeline?

In the book this question runs three pages: it adds a deep dive with a diagram, a decision framework, a pitfalls table and a worked answer to each follow-up.

About this book

Advanced, senior-level DevOps and SRE interview preparation: 50 questions answered the way a senior engineer actually would. Covers observability foundations (metrics, logs, traces, OpenTelemetry), telemetry cost engineering and distributed tracing, SRE with SLOs, error budgets and multi-burn-rate alerting, incident command and production debugging, security and zero-trust, AIOps and platform engineering, resilience engineering and chaos, and architecting and leading for the future.

Who this ebook is for

Senior DevOps and SRE candidates preparing for reliability, observability, incident response, and technical leadership interviews.

Topics covered

SRE · Observability · OpenTelemetry · SLOs · Incident Response · Zero Trust · AIOps · Platform Engineering · DORA

How every question is answered

  1. 1What the interviewer is really testing
  2. 2A 30-second answer you can say out loud
  3. 3A deep dive with a diagram
  4. 4A decision framework for the tradeoffs
  5. 5Pitfalls to avoid and signals of seniority
  6. 6Three follow-up questions, each answered
  7. 7A one-line recall hook

Every question runs three pages in this layout. Read an answer excerpt from this book or download the free 8-question PDF sample. The PDF sample is from Cloud Platforms, not from this book.

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