Consistent Hashing Low-Level Design: Distributed Key Routing and Ring Design
7 min read Consistent hashing distributes keys across a cluster of nodes such that adding or removing a node only remaps approximately 1/N […] Read article
Learn to design scalable, reliable systems that handle millions of users. System design interviews test your ability to architect real-world applications, considering tradeoffs, scalability, and best practices.
Core Topics:
Scalability: Load balancing, horizontal vs vertical scaling
Storage: Databases (SQL vs NoSQL), caching (Redis, Memcached)
Reliability: Replication, failover, disaster recovery
Performance: CDNs, caching strategies, database indexing
Common Design Questions:
Design URL shortener (bit.ly)
Design rate limiter
Design Twitter/Instagram feed
Design messaging system (WhatsApp)
Design file storage (Dropbox)
Interview Level: Senior engineers (L5+) at FAANG companies. Requires 3-5+ years experience to tackle effectively.
Preparation: Study system design patterns, understand distributed systems fundamentals, and practice mock interviews.
7 min read Consistent hashing distributes keys across a cluster of nodes such that adding or removing a node only remaps approximately 1/N […] Read article
7 min read Two-phase commit (2PC) is a distributed transaction protocol that ensures all participants in a multi-node operation either all commit or Read article
7 min read Service discovery lets microservices find each other without hardcoded IP addresses. In dynamic environments where containers start, stop, and move, Read article
7 min read The inbox pattern is the receiving counterpart to the outbox pattern. Where the outbox ensures a service reliably publishes events Read article
7 min read Push notification token management handles the lifecycle of device tokens issued by APNs (Apple) and FCM (Google): storing them when Read article
7 min read Change Data Capture (CDC) streams every insert, update, and delete from a database as an ordered event log. Instead of Read article
7 min read Pagination is not optional for any endpoint that returns a list — without it, a single request can return millions Read article
7 min read The saga pattern manages distributed transactions across multiple services by decomposing them into a sequence of local transactions, each publishing Read article
7 min read Video Transcoding Pipeline — Low-Level Design A video transcoding pipeline converts uploaded video files into multiple formats and resolutions for Read article
7 min read CDN Integration — Low-Level Design A CDN (Content Delivery Network) caches static assets and API responses at edge nodes close Read article
7 min read Graceful Degradation — Low-Level Design Graceful degradation keeps a system functional when individual components fail, returning reduced-quality responses rather than Read article
7 min read Database Sharding — Low-Level Design Database sharding horizontally partitions data across multiple database instances, each holding a subset of the Read article
7 min read Caching Strategy — Low-Level Design A caching strategy determines what to cache, for how long, how to invalidate stale data, Read article
6 min read Image Resizing Service — Low-Level Design An image resizing service generates and serves optimized image variants (thumbnails, responsive sizes, webp) Read article
7 min read Cursor Pagination — Low-Level Design Cursor pagination (also called keyset pagination) navigates large datasets stably and efficiently by using a Read article