Lakshya

Platform & Developer Experience

Building track Kubernetes 38% · IaC 19%

Infrastructure & Cloud Platform Engineer

The substrate everything else runs on. The closest thing to a classical engineering role in this family.

What the job actually is

You build and run the compute, network and storage layer that product teams deploy onto — clusters, provisioning, networking, identity, multi-tenancy and the cost of all of it. Unlike SRE this is predominantly build work rather than operate work, and unlike archetype 4 your customer is the system rather than the developer.

Titles this hides behind

Infrastructure EngineerSoftware Engineer, Infrastructure Cloud Infrastructure EngineerPlatform Engineer Core Infrastructure EngineerKubernetes Orchestration Engineer Security Infrastructure Engineer

Prepare like this

  • Know Kubernetes past the manifest. Scheduler behaviour, admission control, what actually happens on a node under memory pressure, and why your pod is pending. Interviewers probe the layer below the one candidates studied.
  • Be fluent in one cloud and conversant in a second. All three sit at roughly 50% of postings, so the credible position is depth plus translation, not claimed parity across three.
  • Bring a migration story. Something moved, with the rollback plan you prepared and whether you used it.
  • Learn the cost dimension — only 5% of postings name FinOps, but it comes up in nearly every senior conversation because it is how platform teams justify themselves.
  • Go matters here at 35%, more than anywhere else in either family.

Be ready for

  • "Design multi-tenant isolation for untrusted workloads." Namespaces are the wrong first answer. They want to hear about the kernel boundary.
  • "Your Terraform apply would delete a production database. How did your process let that happen?" Plan review, state management, and blast-radius control.
  • "Cut cloud spend 30%. Where do you look first?"

Compensation

United States — base$165k – $280kSits at the corpus median and above.
India — total₹25L – ₹55LEstimated.

A day that is actually representative

TimeWhat you are actually doing
09:00A cluster upgrade plan with a rollback that has been tested.
11:00Terraform review where the plan contains a destroy nobody noticed.
13:30Multi-tenancy design for an untrusted workload.
15:00Cost — a right-sizing pass driven by data rather than by guessing.
16:30On-call handover.

Real cases worth being able to discuss

Capital One — 2019

SSRF to instance metadata to an over-permissioned role.

Use it to say: “It is why I treat IAM as the primary blast-radius control in cloud infrastructure.”

The 2021 Fastly and 2024 CrowdStrike outages

Single changes propagating globally within minutes.

Use it to say: “My takeaway is staged rollout with a halt condition — global simultaneous deployment is a design choice, and usually the wrong one.”

A three-week plan

Week 1 — build

Days 1–5: Stand up a cluster from code, then destroy and rebuild it identically.

Week 2 — isolation

Days 1–3: Multi-tenant isolation with a test that attempts cross-tenant access and asserts refusal.

Days 4–5: Delete the guard and confirm the test goes red.

Week 3 — rehearse

Days 1–3: The isolation and Terraform-destroy answers, out loud.

Days 4–5: A migration story with the rollback you prepared.

The book for this field

Infrastructure & Reliability

Reliability and error budgets, capacity arithmetic, networks, storage and the restore you have not tested, the physical layer, a debugging method that transfers, running production, and an honest look at Kubernetes. Plus a Middleware section — web and application servers, messaging (IBM MQ, Kafka) and managed file transfer, from basics to licensing and cost.

CHAPTER 17The Kubernetes ecosystem, layer by layerThe controller in half of all clusters that is now unmaintained, the licence story everyone reports wrongly, and the mesh adoption number that halved.READ THE CHAPTER →CHAPTER 18Managed Kubernetes, and whether you should run it at allWhere the three providers genuinely differ, the pricing myth about the serverless tier, and the honest threshold for adopting any of it.READ THE CHAPTER →CHAPTER 11Kubernetes, actuallyNot the tutorial. The control loops, the scheduler's real algorithm, and why your pod is Pending.READ THE CHAPTER →

All 33 chapters in Infrastructure & Reliability →

Also read for this role

Microsoft 365 & Copilot in the Enterprise

How a Microsoft 365 estate is actually built, licensed and governed — tenant, identity, workloads, devices, Purview and Defender, every licence tier with current prices, and then Copilot and Copilot Studio from the request path to the evidence on whether they deliver.

CHAPTER 2Identity — the spine everything else hangs onDirectory sync, the three ways to authenticate, conditional access, and precisely which licence tier unlocks what.READ THE CHAPTER →CHAPTER 4Devices, and getting software onto themIntune, Autopilot and update channels — how a laptop goes from a sealed box to a managed corporate machine without IT touching it.READ THE CHAPTER →CHAPTER 6Licensing — the part you actually came forEvery tier, what each really includes, the Teams unbundling in all four of its acts, and the twelve months of changes that compound.READ THE CHAPTER →

All 12 chapters in Microsoft 365 & Copilot in the Enterprise →

Cross-cutting

Skills every archetype tests

These are shared across every field on this site — the same question asked in different vocabulary — so preparation here compounds rather than being spent once. The book above is specific to your field.

Design under constraintThe decisive round for SRE, AI Platform, Infrastructure — and the reason strong engineers fail it.READ THE CHAPTER →Latency and cost arithmeticThe one piece of maths that is genuinely counterintuitive — and it comes up in every agent interview.READ THE CHAPTER →

Practice the 35 Platform questions →  ·  Back to Platform & Developer Experience →