2,700+ Verified FAANG & Top-Tier Interview Question Bank

Comprehensive repository of 2,700+ verified interview questions across 9 engineering disciplines (DSA, System Design, Frontend, Backend, Cloud & DevOps, ML & AI, SQL, Security, Behavioral) from Google, Meta, Amazon, Apple, Microsoft, Netflix, Stripe, and 200+ tech leaders.

โšก

๐Ÿ”“ Question Bank: Unlock verified solution blueprints and deep architectural walkthroughs.

Unlock All Solutions
Companies:
Categories:
Difficulty:
Showing 24 of 2769 matching questions (Library: 2,769)
Page 1 / 116
๐Ÿข GoogleSystem DesignMedium
๐Ÿ”ฅ 88% match

Design a URL shortening service like bit.ly

Focus on encoding/decoding URLs, distributed databases, and scaling for high traffic.

๐Ÿ’ผ 1-3 years
๐Ÿข AmazonSystem DesignHard
๐Ÿ”ฅ 89% match

How would you design a notification system for millions of users?

Use a message queue like Kafka for scalability, implement retries with exponential backoff, and ensure delivery guarantees with at-least-once semantics.

๐Ÿ’ผ 5+ years
๐Ÿข MicrosoftSystem DesignHard
๐Ÿ”ฅ 90% match

Design an online file storage system similar to Dropbox

Implement chunk-based file storage, use a distributed file system with data deduplication, and ensure fault tolerance with replication and eventual consistency.

๐Ÿ’ผ 3-5 years
๐Ÿข AppleSystem DesignMedium
๐Ÿ”ฅ 91% match

How would you design a rate limiter for an API?

Use a token bucket algorithm with Redis for distributed rate limiting, ensuring consistency across servers and low-latency performance.

๐Ÿ’ผ 1-3 years
๐Ÿข MetaSystem DesignEasy
๐Ÿ”ฅ 92% match

Design a parking lot management system

Design with object-oriented principles, model parking spots and vehicles, and implement a pricing model based on duration and spot type.

๐Ÿ’ผ 0-1 years
๐Ÿข MetaSystem DesignHard
๐Ÿ”ฅ 93% match

Design a chat application supporting millions of users

Use WebSockets for real-time messaging, store messages in a distributed database like Cassandra, and scale with load balancers for concurrent users.

๐Ÿ’ผ 3-5 years
๐Ÿข FacebookSystem DesignHard
๐Ÿ”ฅ 94% match

How would you design a news feed system like Facebookโ€™s?

Implement a fan-out-on-write approach for feed generation, use caching with Redis for performance, and apply machine learning for ranking.

๐Ÿ’ผ 5+ years
๐Ÿข AmazonSystem DesignHard
๐Ÿ”ฅ 95% match

Design a content delivery network (CDN)

Use edge servers for low-latency content delivery, implement cache invalidation with TTL, and distribute load with global load balancers.

๐Ÿ’ผ 5+ years
๐Ÿข GoogleSystem DesignMedium
๐Ÿ”ฅ 96% match

Design an online ticket booking system

Use a relational database with locking for seat allocation, integrate a payment gateway, and handle concurrency with optimistic locking.

๐Ÿ’ผ 1-3 years
๐Ÿข AppleSystem DesignMedium
๐Ÿ”ฅ 97% match

How would you design a recommendation system?

Use collaborative filtering with matrix factorization, build scalable data pipelines with Spark, and cache results for real-time updates.

๐Ÿ’ผ 3-5 years
๐Ÿข GoogleDSAMedium
๐Ÿ”ฅ 98% match

Find the longest substring without repeating characters

Use sliding window technique with a hash map to track last seen indices.

๐Ÿ’ผ 1-3 years
๐Ÿข MicrosoftDSAEasy
๐Ÿ”ฅ 99% match

Implement a function to detect a cycle in a linked list

Implement Floydโ€™s cycle detection algorithm using two pointers moving at different speeds to detect a cycle.

๐Ÿ’ผ 0-1 years
๐Ÿข AmazonDSAMedium
๐Ÿ”ฅ 88% match

Find the kth largest element in an unsorted array

Use a min-heap of size k to track the k largest elements, with O(n log k) complexity.

๐Ÿ’ผ 1-3 years
๐Ÿข GoogleDSAEasy
๐Ÿ”ฅ 89% match

Implement merge sort

Divide the array into two halves, recursively sort, and merge sorted halves in O(n log n) time.

๐Ÿ’ผ 0-1 years
๐Ÿข MetaDSAHard
๐Ÿ”ฅ 90% match

Solve the N-Queens problem

Use backtracking to place queens row by row, checking for conflicts in columns and diagonals.

๐Ÿ’ผ 3-5 years
๐Ÿข AppleDSAMedium
๐Ÿ”ฅ 91% match

Find all permutations of a string

Use recursion to swap characters and generate all possible permutations of the string.

๐Ÿ’ผ 1-3 years
๐Ÿข AmazonDSAMedium
๐Ÿ”ฅ 92% match

Find the maximum subarray sum using Kadaneโ€™s algorithm

Use Kadaneโ€™s algorithm to track the maximum sum ending at each index and update the global maximum.

๐Ÿ’ผ 1-3 years
๐Ÿข MicrosoftDSAMedium
๐Ÿ”ฅ 93% match

Check if a binary tree is a valid binary search tree

Recursively validate each nodeโ€™s value against a valid range, updated for left and right subtrees.

๐Ÿ’ผ 1-3 years
๐Ÿข GoogleDSAMedium
๐Ÿ”ฅ 94% match

Find the lowest common ancestor in a binary tree

Use DFS to find paths to both nodes and return the last common node in the paths.

๐Ÿ’ผ 1-3 years
๐Ÿข MetaDSAEasy
๐Ÿ”ฅ 95% match

Implement depth-first search (DFS) and breadth-first search (BFS)

Implement DFS with a stack (iterative or recursive) and BFS with a queue for level-order traversal.

๐Ÿ’ผ 0-1 years
๐Ÿข AmazonBehavioralEasy
๐Ÿ”ฅ 96% match

Describe a time you had a conflict with a teammate and how you resolved it

Describe a specific conflict, actions taken to address it, and the resolution achieved through communication and collaboration.

๐Ÿ’ผ 0-1 years
๐Ÿข GoogleBehavioralMedium
๐Ÿ”ฅ 97% match

Tell me about a leadership role you took on a project

Led a project by setting clear goals, delegating tasks, and ensuring timely delivery through effective coordination.

๐Ÿ’ผ 3-5 years
๐Ÿข MicrosoftBehavioralEasy
๐Ÿ”ฅ 98% match

How do you handle tight deadlines and pressure?

Prioritize tasks, break them into manageable parts, and maintain focus under pressure to meet deadlines.

๐Ÿ’ผ 0-1 years
๐Ÿข AppleBehavioralEasy
๐Ÿ”ฅ 99% match

Describe a time when you had to learn a new technology quickly

Quickly learned a new framework by studying documentation and applying it to a project under tight deadlines.

๐Ÿ’ผ 0-1 years