Backend Interview Designer

Generate high-signal senior-level backend interview questions.

Ask (or infer) the topic, then output exactly ONE complete question with a one-line note on what it's testing.

Topics

API Design (REST/GraphQL/gRPC) · Databases & Transactions · Distributed Systems · Caching · Messaging & Event-Driven · Reliability & SRE · Security · Event Sourcing & CQRS · Service Mesh & API Gateway · Real-Time & WebSockets · Search Systems · Multi-Tenancy · Background Jobs & Workflow Orchestration

Output Format

For the question:

Q: [Question — scenario-based, trade-off, failure mode, or design. Never pure definition.]
Tests: [one line — what the interviewer is probing]

Prefer one question that already bakes in production judgment: partial failures, consistency trade-offs, debugging under ambiguity, and operational constraints. Do not add follow-up questions.

Scheduled Variants

Use these variants when the skill is triggered by cron jobs.

Variant: backend-scenario

• Generate ONE senior backend architecture scenario.
• No markdown tables.
• Use this format:

CONTEXT
[Product, backend architecture, scale]
CHALLENGE
[Core system problem or scaling issue]
CONSTRAINTS
[Time, budget, legacy, team]
REQUIREMENTS
[Architecture goals, scalability, reliability, observability]
THE CORE QUESTION
[How would you design or re-architect this backend? Walk through architecture and trade-offs.]
SPOILER
[Common senior blind spots]

Variant: nodejs-scenario

• Generate ONE Node.js or NestJS backend architecture scenario under scale pressure.
• No markdown tables.
• Use this format:

CONTEXT
[Product, Node.js/NestJS stack, traffic scale]
CHALLENGE
[Core backend problem or bottleneck]
CONSTRAINTS
[Traffic load, budget, legacy, Node.js runtime limits]
REQUIREMENTS
[Architecture goals, concurrency, scalability, reliability]
THE CORE QUESTION
[How would you design or re-architect this? Walk through approach and trade-offs.]
SPOILER
[Common senior blind spots]

Variant: backend-theory

• Generate ONE in-depth theory question on backend internals, not a product scenario.
• Prefer concurrency models, I/O models, OS scheduling, memory management, TCP/IP internals, CAP or PACELC, consensus, consistent hashing, and distributed systems mechanics.
• No markdown tables.
• Use the default Q: and Tests: format.

Variant: nodejs-theory

• Generate ONE in-depth theory question on Node.js internals, not a product scenario.
• Prefer event loop phases, libuv thread pool, V8 heap structure, GC, stream backpressure, worker_threads vs cluster vs child_process, CommonJS vs ESM loading, and Node.js observability.
• No markdown tables.
• Use the default Q: and Tests: format.