Full Stack with Node.js Interview Questions in Lucknow
36 practice questions with answers for Full Stack with Node.js interviews in Lucknow.
Full Stack with Node.js jobs in Lucknow
Lucknow's tech job market is smaller but growing, led by IT-services delivery centres, government-tech projects and start-ups. Many Lucknow candidates target Noida and Gurgaon roles or remote jobs, so interviews follow the NCR pattern.
Below are 36 questions that match the mix of service, product and domain employers hiring node.js developers in Lucknow.
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01
Design endpoints for a simple e-commerce cart and checkout.
GET /api/v1/cart returns the current user's cart. POST /api/v1/cart/items adds an item with productId and quantity. PATCH /api/v1/cart/items/:itemId changes quantity, and DELETE removes it. POST /api/v1/orders creates an order from the cart with an Idempotency-Key header. GET /api/v1/orders/:id shows status, and POST /api/v1/orders/:id/cancel handles cancellation as an action.
02
How would you test code that depends on the current time, like an expiring coupon?
Inject a clock function instead of calling Date.now directly, or use Jest fake timers: jest.useFakeTimers().setSystemTime(new Date('2026-01-01')). Then test before, exactly at and after expiry. Store dates in UTC and convert for display in IST, which avoids bugs near midnight. Reset timers after each test with jest.useRealTimers to avoid leaking into other tests.
helmet is middleware that sets secure HTTP response headers. It adds Content-Security-Policy, Strict-Transport-Security, X-Content-Type-Options nosniff, frame protection and removes X-Powered-By, reducing risks like clickjacking, MIME sniffing and some XSS attacks. It is one line, app.use(helmet()), but CSP usually needs tuning so your frontend scripts and assets still load.
04
Your API's p99 latency is high during peak hours even though CPU is only 40 percent. What could be wrong?
Low CPU with high latency suggests waiting, not computing. Check database query times and connection pool wait, slow downstream APIs, Redis latency, DNS lookups without keep-alive agents, garbage collection pauses and event loop lag from occasional heavy requests. Use distributed tracing with OpenTelemetry to see where time goes, then add indexes, caching, timeouts or more pool connections.
05
How do you enable compression and why should you be careful with it?
Use the compression middleware or, better, let Nginx or the CDN compress responses with gzip or Brotli, which reduces JSON payload size by 70 percent or more. Be careful: compressing in Node uses CPU on the event loop, small responses gain little, and already compressed files like images should be skipped. Never compress responses mixing secrets with user input over HTTPS because of BREACH-style attacks.
REST exposes multiple endpoints with fixed response shapes, uses HTTP caching easily and is simple to reason about. GraphQL exposes one endpoint where clients query exactly the fields they need, reducing over-fetching and multiple round trips, which helps mobile apps. GraphQL adds complexity: N+1 query risks needing DataLoader, harder caching, query cost limits and schema governance.
07
What is a compound index and why does field order matter?
A compound index covers multiple fields, such as { userId: 1, createdAt: -1 }. It supports queries that use a prefix of the fields, so it helps queries on userId alone or userId plus createdAt, but not createdAt alone. A good rule in MongoDB is ESR: put equality fields first, then sort fields, then range fields, to avoid in-memory sorts.
08
How do you manage database schema migrations in a Node.js project?
Use a migration tool such as Prisma Migrate, Knex, Sequelize CLI or TypeORM migrations, and commit migration files to Git. Each migration has up and ideally down steps and runs in CI and before deployment. For zero downtime, use expand and contract: add new columns first, deploy code that writes both, backfill, switch reads, then drop old columns in a later release.
09
How do you prioritise when multiple teams ask you for backend changes at the same time?
I list the requests with their business impact, deadlines and effort, then discuss priority with my manager or product owner rather than deciding alone. I communicate clear timelines to each team, look for shared solutions such as one generic endpoint serving two needs, and protect time for urgent production issues. This keeps expectations realistic and avoids half-finished work.
10
What happens if you forget to await a promise inside a try/catch?
If you call an async function without await, the try/catch only covers the synchronous part, so a later rejection escapes it and becomes an unhandled rejection that can crash the process. The function also continues before the work finishes, causing race conditions like responding before data is saved. ESLint rules such as no-floating-promises in TypeScript help catch this.
11
How do you explain asynchronous programming to a non-technical stakeholder or junior teammate?
I use a restaurant analogy. One waiter takes an order, gives it to the kitchen and serves other tables instead of waiting at the stove; when the dish is ready, the kitchen rings a bell. Node.js works the same: it starts a database or network task, handles other requests and resumes when the result is ready. Then I show a short code example with async and await.
12
What is the purpose of the util.promisify function?
util.promisify converts a function that follows the Node callback convention, where the last argument is (err, result) => {}, into one that returns a promise. This lets you use async and await with older APIs. For example, const sleep = util.promisify(setTimeout) or promisify(fs.readFile). Many core modules now offer promise versions directly, such as fs/promises and dns/promises.
13
A dashboard endpoint makes five independent database queries one after another and takes 1.5 seconds. How would you speed it up?
Because the queries are independent, run them concurrently with Promise.all so total time is close to the slowest query instead of the sum. Check that the database connection pool is large enough to serve them in parallel. Then add indexes for slow queries, cache rarely changing parts in Redis, and use Promise.allSettled if the page can render with some widgets missing.
14
How do you implement rate limiting on a login endpoint?
The access token is short-lived, around 5 to 15 minutes, and sent with each API request. The refresh token is long-lived, stored securely in an HttpOnly cookie, and used only at a refresh endpoint to get a new access token. Rotate refresh tokens on every use and store their hashes server-side, so a stolen or reused token can be detected and the session revoked.
16
Tell me about an API you designed that you are proud of.
Situation: our support team used spreadsheets to track refunds. Task: I designed a refund API used by the admin panel and payment service. Action: I wrote the OpenAPI spec first, reviewed it with frontend and finance, added idempotency keys, clear error codes and pagination, and wrote contract tests. Result: integration took two days instead of a week, and refund errors dropped sharply.
17
Your Node.js API becomes unresponsive when one endpoint generates a large PDF report. What is happening and how do you fix it?
The PDF generation is CPU-bound and blocks the single event loop, so every other request waits. Fixes: move the work to a worker_threads pool such as Piscina, or push it to a background job queue like BullMQ with Redis and return a job ID that the client polls. Also break large loops into chunks and measure event loop lag to confirm the fix.
18
What is the difference between res.send, res.json and res.end?
res.send sends a response and sets Content-Type based on the argument: string as HTML, Buffer as binary, object as JSON. res.json always serialises to JSON and sets application/json, and respects app settings like json spaces. res.end ends the response with no extra processing, useful for empty responses such as 204. Call only one per request to avoid headers-already-sent errors.
19
A mobile app team complains your API returns too much data and is slow on 4G. What would you change?
Add field selection like ?fields=id,name,price, smaller list representations with details on a separate endpoint, pagination with sensible limits and gzip or Brotli compression. Support ETag and Cache-Control so unchanged data returns 304. If many screens need combined data, consider a Backend-for-Frontend layer or GraphQL tailored to the mobile app.
20
What is the difference between authentication and authorisation?
Authentication verifies who the user is, for example by checking a password, OTP or OAuth login. Authorisation decides what that verified user is allowed to do, such as whether they can delete an order or view admin reports. In an API, authentication failures return 401 and authorisation failures return 403. Both must be enforced on the server, never only in the frontend.
Buffer represents a fixed-length sequence of raw bytes stored outside the V8 heap. It is used for binary data such as files, images, TCP packets and crypto output. You create one with Buffer.from('text') or Buffer.alloc(size) and convert with toString('utf8' or 'base64'). Buffer.allocUnsafe is faster but may contain old memory, so fill it before use.
22
A scheduled job processes orders with setInterval every minute, but sometimes runs overlap and duplicate emails are sent. How do you fix it?
setInterval fires regardless of whether the previous async run finished. Use a recursive setTimeout that schedules the next run only after the current one completes, or keep an isRunning flag. If several instances run, use a distributed lock in Redis or a job queue like BullMQ with unique job IDs. Also make email sending idempotent by recording sent message IDs.
Inside an async function they behave the same: throw new Error() causes the returned promise to reject with that error. Outside async functions, a throw inside a plain callback such as setTimeout is not caught by promise handlers and becomes an uncaught exception. Always reject with Error objects, not strings, so you keep a stack trace.
25
What is the difference between process.nextTick and setImmediate?
process.nextTick queues a callback to run immediately after the current operation, before the event loop continues to any phase, even before promise microtasks. setImmediate queues a callback for the check phase of the next loop iteration. Overusing nextTick recursively can starve I/O because the loop never moves on, so setImmediate is safer for deferring heavy work.
26
Is Node.js single-threaded? Explain the role of libuv.
Your JavaScript runs on a single main thread, but Node.js itself is not purely single-threaded. libuv, the C library under Node, provides the event loop and a thread pool (default 4 threads, set with UV_THREADPOOL_SIZE) used for file system work, DNS lookups, crypto and zlib. Network I/O uses OS async mechanisms like epoll or IOCP instead of threads.
27
Write a parameterised query with node-postgres to fetch a user's recent orders.
XSS injects malicious script into pages other users view; prevent it by escaping output, using templating or React auto-escaping, sanitising rich HTML with DOMPurify and setting a strong Content-Security-Policy. CSRF tricks a logged-in browser into sending unwanted requests; prevent it with SameSite cookies, CSRF tokens for cookie-based auth and checking Origin headers on state-changing requests.
29
What is the N+1 query problem and how do you fix it?
N+1 happens when you run one query to fetch a list and then one extra query per item, for example loading 100 posts and then each author separately, causing 101 queries. Fix it with joins or eager loading in SQL ORMs like include in Prisma or Sequelize, populate or $lookup in MongoDB, batching with an IN query, or DataLoader in GraphQL.
30
How do you read a large file efficiently in Node.js?
const fs = require('fs');
const readline = require('readline');
async function countErrors(path) {
const rl = readline.createInterface({
input: fs.createReadStream(path),
crlfDelay: Infinity
});
let count = 0;
for await (const line of rl) {
if (line.includes('ERROR')) count++;
}
return count;
}
// Streams line by line, so a 5 GB log uses little memory.
31
When would you choose NestJS or Fastify over Express?
Choose Fastify when raw performance and built-in schema validation matter; it is faster than Express thanks to optimised routing and serialisation. Choose NestJS for large teams that want structure: modules, dependency injection, decorators and first-class TypeScript, similar to Spring or Angular. Express still suits small to medium services and teams that prefer flexibility and a huge middleware ecosystem.
An async function always returns a promise. await pauses that function until the awaited promise settles, then resumes it with the value or throws the rejection, while the event loop keeps running other work. Internally it is built on promises and generator-like suspension. The code reads like synchronous code but is still non-blocking, and errors are handled with ordinary try/catch.
HATEOAS, Hypermedia as the Engine of Application State, means responses include links telling the client what it can do next, for example an order response with links to cancel or pay. It makes APIs more discoverable and decoupled. In practice most JSON APIs only partly use it, such as pagination links, because clients are usually built against documented endpoints.
34
When should you embed documents versus reference them in MongoDB?
Embed when data is read together, owned by the parent and bounded in size, such as addresses inside a user or line items inside an order. Reference when the related data is large, grows without limit, is shared across many documents or changes independently, such as products referenced by orders or comments on a viral post. Remember the 16 MB document size limit.
35
What is connection pooling and why is it important in Node.js?
Opening a database connection is slow, so a pool keeps a set of open connections that requests borrow and return. pg Pool, mysql2 and the MongoDB driver all pool by default. Size the pool based on database limits and instance count; too small causes waiting, too large overloads the database. In serverless functions, reuse the client across invocations or use a proxy like RDS Proxy.
36
How do you handle a breaking API change request from a product manager close to a release?
I would first understand why it is needed and who consumes the API. Then I explain the impact on existing clients, propose a non-breaking path such as adding a new field or a v2 endpoint, and estimate effort and risk. Result in a past case: we shipped the additive change on time and scheduled removal of the old field for the next quarter.
Few big employers listed in Lucknow?
Many Lucknow candidates also apply to teams in Noida and to remote or hybrid roles. Practise the Noida set as well.
Which companies hire Full Stack with Node.js professionals in Lucknow?
Companies with large offices in Lucknow include many IT services and product firms. Use their company pages below to practise employer-specific sets.
Are Full Stack with Node.js interviews in Lucknow different from other cities?
The questions depend more on the company than the city. Lucknow's mix of employers decides the style: Many Lucknow candidates target Noida and Gurgaon roles or remote jobs, so interviews follow the NCR pattern
How do I find Full Stack with Node.js jobs in Lucknow?
Shortlist companies with Lucknow offices, keep your CV focused on Full Stack with Node.js projects, apply on company career pages and job portals with the Lucknow filter, and practise the questions on this page before each interview.