LLD Hub

LLD Interview Blog

Problem walkthroughs, design patterns, and strategies to crack the Low Level Design round.

Problem Walkthroughs

Parking Lot Low Level Design — Complete LLD Interview Guide

Complete Parking Lot LLD solution — class diagram, Strategy pattern for pricing, Java code, and what interviewers look for at Amazon, Flipkart. 1500+ word guide.

lldoopstrategy-pattern8 min

Ride Sharing Low Level Design (Uber/Ola) — LLD Interview Guide

Complete Uber / ride sharing LLD solution — driver matching, fare calculation, trip state machine, class diagram and Java code. Asked at Uber, Ola, Swiggy interviews.

lldstate-machinefactory9 min

Movie Ticket Booking Low Level Design (BookMyShow) — LLD Guide

Design a movie ticket booking system with concurrent seat booking, seat locking, pricing strategy, and payment flow — asked at Swiggy, Razorpay, BookMyShow interviews.

lldconcurrencystate-machine9 min

Elevator System Low Level Design — Complete LLD Interview Guide

Design a multi-elevator control system with optimal assignment, SCAN algorithm, and State pattern. Detailed class breakdown for advanced LLD rounds.

lldstate-machinecommand-pattern8 min

URL Shortener Low Level Design (bit.ly) — LLD Interview Guide

Design a URL shortening service with Base62 encoding, custom aliases, TTL, and click analytics. Common in Google, Microsoft, and startup LLD rounds.

lldhashinganalytics7 min

Chat Application Low Level Design (WhatsApp) — LLD Interview Guide

Design a WhatsApp-like messaging system — 1-on-1 chats, group chats, message status, Observer pattern for real-time delivery. Common at Slack, Meta, and Zomato.

lldobservercomposite-pattern8 min

Food Delivery System Low Level Design (Swiggy/Zomato) — LLD Guide

Design Swiggy or Zomato's core system — restaurant browse, order placement, delivery partner assignment, and real-time tracking. Frequently asked at Swiggy interviews.

lldobserverfactory9 min

Library Management System Low Level Design — LLD Interview Guide

Design a library system with book borrowing, fine calculation, and notifications. Classic beginner LLD problem asked in entry-level SDE interviews.

lldoopobserver7 min

ATM Machine Low Level Design — Complete LLD Interview Guide

Complete ATM machine LLD solution — State pattern, Chain of Responsibility for cash dispensing, Java code, class diagram and FAQ. Asked at Paytm, PhonePe, Razorpay.

lldstate-patternchain-of-responsibility15 min

Notification System Low Level Design — LLD Interview Guide

Design a multi-channel notification service (Email, SMS, Push, In-App) with rate limiting, retry logic, and user preferences. Common at Razorpay, PhonePe.

lldobserverstrategy8 min

LRU Cache Low Level Design — Complete LLD Interview Guide

Design an LRU cache with O(1) get/set using Doubly Linked List + HashMap, TTL support, and thread safety. Extremely common at FAANG interviews.

llddata-structuresconcurrency7 min

Payment Gateway Low Level Design — Complete LLD Interview Guide

Design a payment processing system with idempotency, multiple payment methods, fraud detection hooks, and webhook notifications. Core topic at Razorpay, PayU.

lldstrategychain-of-responsibility10 min

Rate Limiter Low Level Design — Token Bucket, Sliding Window LLD Guide

Design a rate limiter with Token Bucket, Sliding Window, and Fixed Window algorithms. Strategy pattern, distributed state, and burst handling explained.

lldstrategydistributed-systems8 min

Splitwise Low Level Design — Expense Splitter LLD Interview Guide

Design a Splitwise-like app with equal, exact, and percentage splits, balance tracking, and debt simplification algorithm. Asked at fintech SDE interviews.

lldoopgraph-algorithm8 min

Social Media Feed Low Level Design (Twitter/Instagram) — LLD Guide

Design a Twitter or Instagram feed with posts, follows, fan-out strategies, trending hashtags, and notification system. Advanced LLD for senior SDE rounds.

lldobserverfan-out9 min

Job Scheduler Low Level Design — Distributed Cron LLD Interview Guide

Design a job scheduling system with cron support, priority queues, retry with backoff, and distributed workers. Senior-level LLD problem at Amazon, Flipkart.

llddistributed-systemscommand-pattern10 min

Hotel Booking System Low Level Design (OYO) — LLD Interview Guide

Design a hotel booking platform with room availability, dynamic pricing, cancellation policy, and concurrent reservation safety. Common in product-based SDE rounds.

lldstrategytemplate-method8 min

Inventory Management System Low Level Design — LLD Interview Guide

Design a warehouse inventory system with stock reservation, audit trail, multi-warehouse transfers, and auto reorder. Asked at Amazon, Flipkart SDE interviews.

lldcommand-patternobserver8 min

Event Ticketing System Low Level Design (Ticketmaster) — LLD Guide

Design a high-concurrency ticket booking system with seat holds, waiting lists, dynamic pricing, and overselling prevention. Advanced LLD for senior engineers.

lldconcurrencyobserver9 min

Logger System Low Level Design — Logging Framework LLD Guide

Design a flexible logging system with multiple handlers, formatters, and log levels. Chain of Responsibility, Singleton, and Observer patterns explained.

lldchain-of-responsibilitysingleton7 min

Top LLD Problems for Software Engineering Interviews

A curated list of the 20 best Low Level Design problems asked at Amazon, Flipkart, Swiggy, Uber, and other product companies — grouped by difficulty with Java code examples.

lldinterview-tipsoop12 min