Machine codingResource schedulingFailure recovery

VMware India-Style Machine Coding Round: Format, Tips & Practice Problems

Written and reviewed by Sahil Srivastav

Resource managers have to allocate scarce capacity, honour priorities, and recover when a worker or host disappears. Rounds in the style of VMware India turn those concerns into a compact scheduler or reservation service.

Gronex originals below provide the practice surface; no company question is represented as factual.

What a VMware India-style machine coding round looks like

Build a reservation, quota, or job scheduler with explicit capacity and release semantics. A deterministic in-memory implementation is normally enough.

Expect a failure or priority follow-up. Make ownership, leases, expiry, and release visible rather than hiding them in a status flag.

Explain complexity and persistence after the core demo.

How you’re evaluated

Capacity invariant

Allocated resources never exceed available capacity.

Lease discipline

Expiry and release are safe to repeat.

Fair scheduling

Priority and tie-breaking are explicit.

Recovery path

A failed worker or host leaves work recoverable.

Common mistakes that fail this round

  • Allocating before checking capacity atomically.
  • Releasing the same reservation twice.
  • Making priority order depend on map iteration.
  • Using sleep-based expiry tests.
  • Losing ownership when a worker fails.

Quick tips for the room

  • Write the capacity equation.
  • Give leases an owner.
  • Inject time.
  • Define the retry destination.

How to prepare

Implement a capacity reservation with leases and one worker-recovery path under a timer.

Use the repositories below to practise scheduler, quota, and duplicate-execution invariants.

Practice problems in the VMware India-style round format

Each is a real backend repository with a failing test suite — the same working-code standard the round applies. Open the brief and read the full problem, no signup required.

HARD~90 min

Resource Capacity Reservation & Leases

Reserve finite capacity with safe expiry.

Open the challenge →
HARD~90 min

Distributed Job Scheduler

One worker executes each scheduled job.

Open the challenge →
MEDIUMFree~75 min

Sliding Window Rate Limiter

Quota boundaries and rolling windows. Free to try.

Open the challenge →
HARD~90 min

Queue Worker Retry & Dead Letter

Retry failed work without losing poison messages.

Open the challenge →
HARDFree~90 min

Duplicate Side Effects

One effect under worker replay. Free to try.

Open the challenge →

Rehearse the round before you sit it

Open a real repository, see the failing tests, and make them pass against the clock — the loop a VMware India-style machine coding round actually grades. Start free, no card required.

FAQ

Were these VMware India questions?

No. They are Gronex originals in the style of resource-management rounds. Gronex is not affiliated with VMware.

Do I need real virtual machines?

No. Model resources and worker outcomes as interfaces with fakes.

How do I show recovery?

Make ownership and retry state explicit, then test a worker failure before completion.

What should be deterministic?

Allocation order, tie-breaking, expiry, and release results.

Related

Gronex is not affiliated with, endorsed by, or sponsored by VMware India. All company names and trademarks belong to their respective owners. The problems on this page are Gronex originals written in the style of such interview rounds — not actual interview questions from VMware India.