Stop Reading About System Design.
Start Building It.
You have read the blog posts. You have watched the videos. But when the interviewer says "Design a URL shortener," you freeze. ScaleDojo is the interactive system design lab where you drag real components, build real architectures, and get instant AI feedback on your design decisions.
No credit card required. Build your first architecture in 5 minutes.
New to system design? Start with our learning pathsWhat You Will Build
Practice the Exact Systems That Get Asked in Interviews
From URL shorteners to distributed message queues. Build the architectures that separate Senior from Staff engineers.
HLD Architecture Challenges
The Static App
Design a single server static application.
The 3-Tier Web App
Add database replication and user session management.
URL Shortener
Design a highly-available URL shortening service like TinyURL.
Rate Limiter
Design an API Rate Limiter to prevent DOS attacks.
Notification System
Design a scalable multi-channel notification engine.
Consistent Hashing
Implement load balancing and server ring partition.
Distributed Message Queue
Design a high-throughput partitioned messaging queue like Kafka.
Uber Driver Matcher
Design a low-latency driver matching service using geospatial indexing.
Pick any challenge and start building. Every design gets scored by AI with detailed architectural feedback.
Start Building FreeThree Steps to System Design Confidence
Go from theory to hands-on system design practice in minutes. No setup, no prerequisites.
Pick a Challenge
Choose real-world system design scenarios across HLD, LLD, API Design, GenAI, SQL Lab, and Mock Interview. Start with a URL shortener or go straight to designing a distributed message queue.
Build Your Architecture
Drag components onto an interactive canvas. Connect load balancers, databases, caches, and message queues. Make the same trade-off decisions you would face in a real system design interview.
Get Instant Feedback
Submit your design and receive a detailed review of your architectural choices. Identify gaps, fix mistakes, and understand why senior engineers make different decisions.
Murphy's Lab:
If It Can Break, It Will
Building an architecture is only half the challenge. Knowing if it survives real-world failure is what separates good engineers from great ones. Murphy's Lab is a chaos engineering simulator built into every HLD system design challenge. Crash servers, spike traffic, sever connections, and watch your design respond under pressure in real time.
247ms
Latency
12.4%
Error Rate
842 rps
Throughput
Draw Your Own Design
Not every idea fits a level. Sometimes you just want a blank canvas: an interview whiteboard, a design doc diagram, or something you're building at work and want to pressure-test before committing to it. Drop in cloud components, wire them up, and fire real traffic at it to see how it holds up.
Prove It On Your Profile
Earn your first verifiable system design certificate in under a week. Each comes with a unique credential ID, a public verification page, and one-click sharing to LinkedIn and X.
Certificate of Achievement
HLD Architecture Foundations
This certifies that
Your Name Here
Demonstrated proficiency in core distributed system design patterns including load balancing, caching, database replication, and URL shortening architectures.
Levels Completed
12 / 12
Credential ID
SD-A1B2-C3D4
Free to start. No credit card required.
One Skill. Permanent Value.
Most system design courses charge $39 to $99 per month for video lectures. ScaleDojo gives you hands-on practice with AI feedback for a fraction of that cost. System design knowledge compounds. Engineers who truly understand distributed systems earn more, lead more, and build better.
7-day full refund policy. No questions asked.
- Act 1 + Act 2: 12 HLD Architecture Levels
- 10 LLD Schema Design Missions
- 10 API Design Challenges
- GenAI: Primer Levels
- AI Lab: First 6 Challenges
- SQL Lab: First 10 Cases
- Personalized AI Roadmap access
- Global Leaderboard Access
- 20 Credits on signup + 5/day
- 15 Credits per referral
- 2 MYD Architectural Slots
- Everything in Explorer, plus:
- 40 HLD, 30 LLD, 30 API & 40 GenAI
- 20 AI Lab levels + 30 SQL Cases
- 35 levels of Forge Algorithm lab
- Mock Interview Arena access
- 800 AI Credits instantly
- 15 MYD Architectural Slots
- AI-Powered Logic Analysis
- Quizzes & Interview Signal on every Learn chapter
- PRO badge on profile
- Standard Support
- Everything in Pro, plus:
- All HLD, LLD, API, GenAI & AI Lab levels
- All SQL Cases & Forge Algorithm lab levels
- Mock Interview Arena: Unlimited
- 3,000 AI Credits instantly
- 50 MYD Architectural Slots
- Full AI Reviews & Hints
- Quizzes & Interview Signal on every Learn chapter
- ARCHITECT badge on profile
- Priority Support
Creators Are Talking About ScaleDojo
Independent tech creators sharing ScaleDojo with their communities.

Okay real talk. When I was working at Google, I prepared for my Atlassian interview for months. I had notes, flashcards, could explain consistent hashing to my roommate at 2am without even thinking. Walked in feeling confident. First 10 minutes went well. Then the interviewer goes “alright, your primary database just went down. 10,000 users are hitting your system right now. Walk me through what happens.” I just... sat there. For way too long.
Read on LinkedIn
From preparing for Google interviews to discovering a better way to practise System Design. Shivam shares the gap he experienced between learning System Design and actually designing systems, and why hands-on practice matters.
Read on LinkedIn
After working as SDE III at Google and mentoring a bunch of engineers through mock system design interviews, there's one thing I keep running into. So many of them can explain almost every concept I throw at them. Caching? Check. Sharding? Check. Message queues, load balancing? They knew it all. So I'd tweak the question a little. "Why this approach, for this problem, and not some other alternatives?" Silence. Almost every time.
Read on LinkedIn
Okay real talk. When I was working at Google, I prepared for my Atlassian interview for months. I had notes, flashcards, could explain consistent hashing to my roommate at 2am without even thinking. Walked in feeling confident. First 10 minutes went well. Then the interviewer goes “alright, your primary database just went down. 10,000 users are hitting your system right now. Walk me through what happens.” I just... sat there. For way too long.
Read on LinkedIn
From preparing for Google interviews to discovering a better way to practise System Design. Shivam shares the gap he experienced between learning System Design and actually designing systems, and why hands-on practice matters.
Read on LinkedIn
After working as SDE III at Google and mentoring a bunch of engineers through mock system design interviews, there's one thing I keep running into. So many of them can explain almost every concept I throw at them. Caching? Check. Sharding? Check. Message queues, load balancing? They knew it all. So I'd tweak the question a little. "Why this approach, for this problem, and not some other alternatives?" Silence. Almost every time.
Read on LinkedInReal Feedback from Engineers Who Practice Here
"One of the most valuable parts of ScaleDojo was the Wiki section and the origin files. Instead of just covering interview patterns, they helped me build a deep understanding of core system design concepts from the ground up. The content is well-structured, practical, and goes beyond surface-level explanations. Combined with the mentorship and interview preparation, it gave me the confidence to reason through system design problems rather than memorize answers. Highly recommended for anyone preparing for top-tier engineering interviews."
"ScaleDojo played a huge role in helping me crack system design interviews. The sessions were practical, focused on real interview scenarios, and helped me build a structured approach to tackling complex design problems. The feedback was honest, actionable, and significantly improved both my confidence and communication during interviews. Highly recommended for anyone serious about leveling up their system design skills."
"ScaleDojo has a very well-organized System Design learning experience. The content is easy to follow, breaks down complex topics into simple concepts, and helps build a strong understanding step by step. I would highly recommend it and encourage every beginner or aspiring engineer to check it out."
"ScaleDojo has a clean and attractive user interface that makes learning web development concepts interesting and engaging. The mission-based learning approach is a great idea for practicing concepts step by step. The design is modern, and the platform feels beginner-friendly. It would be even better with more practical coding challenges, detailed explanations, and improved mobile responsiveness. Overall, it is a promising platform for developers to learn, practice, and improve their skills."
"This is a great tool for practicing System Design. Learning by visually connecting the components helps to visualize the entire system better and the AI feedback is great."
"Interview prep can easily become too much about reading and not enough about actually thinking through problems. I used ScaleDojo during both my internship and placement preparation, and it helped me practice system design in a much more hands-on way. Designing systems, getting feedback, and breaking them under different scenarios made me much more confident in handling the kind of follow-up questions that interviews throw at you. Definitely worth trying if you're preparing for tech interviews. 😊"
"Okay real talk. When I was working at Google, I prepared for my Atlassian interview for months. I had notes, flashcards, could explain consistent hashing to my roommate at 2am without even thinking. Walked in feeling confident. First 10 minutes went well. Then the interviewer goes “alright, your primary database just went down. 10,000 users are hitting your system right now. Walk me through what happens.” I just... sat there. For way too long. Because I had read about failure scenarios. I had never actually sat with one and figured my way through it. Huge difference. That moment stayed with me for a long time. Most of our prep is passive. We consume. We do not build. We definitely do not break things and learn to fix them. So when I came across ScaleDojo I actually used it for a few weeks before posting anything here. You build architectures yourself on a canvas. Submit your design and get AI feedback on exactly what an interviewer would push back on. And Murphy’s Lab breaks your system in real time, crash a server, spike traffic, cut a network, watch your latency respond live. Then you fix it. That is the skill interviews are actually testing. If that blank moment sounds familiar, you are probably preparing the same way I was. Go try one challenge, free, no card needed. Come back and tell me if Murphy’s Lab did not completely change how you think about your architecture."
"Its great till now, the labs are very useful with topic help in daily learning goal and building concept incrementally, quizzes and challenge help checking your understanding of concept, live dashboard rating keep you motivated, very well built platform which makes learning fun."
"I loved the UI of this site. It provides an interactive learning experience. It is easy to understand. Config details are also helpful. It's a breakthrough way of learning system design."
"Really loved my experience with ScaleDojo. The platform is easy to use, and the way concepts are explained makes learning much simpler. I’ve genuinely learned practical things here that I can actually apply. Definitely worth it."
"One of the most valuable parts of ScaleDojo was the Wiki section and the origin files. Instead of just covering interview patterns, they helped me build a deep understanding of core system design concepts from the ground up. The content is well-structured, practical, and goes beyond surface-level explanations. Combined with the mentorship and interview preparation, it gave me the confidence to reason through system design problems rather than memorize answers. Highly recommended for anyone preparing for top-tier engineering interviews."
"ScaleDojo played a huge role in helping me crack system design interviews. The sessions were practical, focused on real interview scenarios, and helped me build a structured approach to tackling complex design problems. The feedback was honest, actionable, and significantly improved both my confidence and communication during interviews. Highly recommended for anyone serious about leveling up their system design skills."
"ScaleDojo has a very well-organized System Design learning experience. The content is easy to follow, breaks down complex topics into simple concepts, and helps build a strong understanding step by step. I would highly recommend it and encourage every beginner or aspiring engineer to check it out."
"ScaleDojo has a clean and attractive user interface that makes learning web development concepts interesting and engaging. The mission-based learning approach is a great idea for practicing concepts step by step. The design is modern, and the platform feels beginner-friendly. It would be even better with more practical coding challenges, detailed explanations, and improved mobile responsiveness. Overall, it is a promising platform for developers to learn, practice, and improve their skills."
"This is a great tool for practicing System Design. Learning by visually connecting the components helps to visualize the entire system better and the AI feedback is great."
"Interview prep can easily become too much about reading and not enough about actually thinking through problems. I used ScaleDojo during both my internship and placement preparation, and it helped me practice system design in a much more hands-on way. Designing systems, getting feedback, and breaking them under different scenarios made me much more confident in handling the kind of follow-up questions that interviews throw at you. Definitely worth trying if you're preparing for tech interviews. 😊"
"Okay real talk. When I was working at Google, I prepared for my Atlassian interview for months. I had notes, flashcards, could explain consistent hashing to my roommate at 2am without even thinking. Walked in feeling confident. First 10 minutes went well. Then the interviewer goes “alright, your primary database just went down. 10,000 users are hitting your system right now. Walk me through what happens.” I just... sat there. For way too long. Because I had read about failure scenarios. I had never actually sat with one and figured my way through it. Huge difference. That moment stayed with me for a long time. Most of our prep is passive. We consume. We do not build. We definitely do not break things and learn to fix them. So when I came across ScaleDojo I actually used it for a few weeks before posting anything here. You build architectures yourself on a canvas. Submit your design and get AI feedback on exactly what an interviewer would push back on. And Murphy’s Lab breaks your system in real time, crash a server, spike traffic, cut a network, watch your latency respond live. Then you fix it. That is the skill interviews are actually testing. If that blank moment sounds familiar, you are probably preparing the same way I was. Go try one challenge, free, no card needed. Come back and tell me if Murphy’s Lab did not completely change how you think about your architecture."
"Its great till now, the labs are very useful with topic help in daily learning goal and building concept incrementally, quizzes and challenge help checking your understanding of concept, live dashboard rating keep you motivated, very well built platform which makes learning fun."
"I loved the UI of this site. It provides an interactive learning experience. It is easy to understand. Config details are also helpful. It's a breakthrough way of learning system design."
"Really loved my experience with ScaleDojo. The platform is easy to use, and the way concepts are explained makes learning much simpler. I’ve genuinely learned practical things here that I can actually apply. Definitely worth it."
"Usually, prep sites stop at high-level blocks. ScaleDojo goes down to the API specs, payload structures, and LLD table indexes. Designing microservices visually while specifying route constraints and database schemas feels incredibly close to actual design reviews we do internally. Excellent resource for anyone targeting Senior/Staff loops."
"It helped me implement those concepts in practice. Really helpful tool. I highly recommend this platform if you are in the computer science field."
"I've recently started using ScaleDojo's System Design Lab, and honestly, it's been a fun way to learn system design beyond just reading theory. What I like most is being able to build an architecture, connect different components, and see how everything works together. Its easier to understand not just how things work, but also why we make certain design decisions and what trade-offs come with them. Looking forward to exploring more scenarios, making mistakes, and learning along the way. 🚀"
"This tutorial website is an absolute lifesaver for mastering system design! It breaks down highly complex distributed systems architectures into clear, bite-sized, and beginner-friendly concepts. What makes it stand out is the perfect balance between deep-dive theory and practical, real-world case studies (like scaling Netflix or designing Twitter). The visual diagrams are incredibly sharp, making abstract concepts like load balancing, sharding, and caching instantly click."
"When I was preparing for my Google placement while in college, LeetCode was already a huge part of my DSA preparation. Hundreds of problems. Instant feedback. A clear way to know where I stood. System Design never really had that kind of practice loop. I read blogs, watch videos to understand caching, databases, queues, load balancers and all the usual concepts. But when I had to actually design a system myself, I kept getting stuck on the same questions: Why this database? Why a queue here? What happens when traffic goes 10x? What breaks first? That's when I realised that knowing System Design and actually designing a system are two very different things. Recently, a junior from IIT Ropar reached out asking me for System Design resources. While looking for something useful to send to her, I came across ScaleDojo."
"After working as SDE III at Google and mentoring a bunch of engineers through mock system design interviews, there's one thing I keep running into. So many of them can explain almost every concept I throw at them. Caching? Check. Sharding? Check. Message queues, load balancing? They knew it all. So I'd tweak the question a little. "Why this approach, for this problem, and not some other alternatives?" Silence. Almost every time. Not because they didn't know the concepts. Because knowing what something does and knowing when to reach for it are two different skills, and only one actually gets tested in the room. Most of us prepare by consuming, videos, blogs, case studies on how Uber or Netflix solved something at scale. Eventually you start recognising patterns. But recognising a pattern is one thing. Defending it under pressure, live, with someone pushing back on every choice, is a lot harder. Should you cache here, or does it add complexity you don't actually need? Would relational hold up, or does this genuinely need NoSQL? Honestly, you only find that out by making the call yourself, getting it wrong once, and sitting with why. That's what grabbed my attention when I tried ScaleDojo. 👩💻 I opened the Architecture Lab, worked through the requirements, and designed the system within a budget. Then I threw it into Murphy's Lab, simulated real traffic, and watched my own design start to crack under it. I fixed what broke, submitted it, and got an AI backed review, not just on whether the diagram looked complete, but on whether the thinking behind it actually held up. That's the part I think most prep misses, treating this like something you memorise rather than something you get comfortable being wrong about first. That's the kind of practice I'd want more engineers to experience through scaledojo.dev ✌️"
"I had a great experience using this system design website. The content is well-structured, easy to understand, and covers concepts in a practical way. It’s especially helpful for preparing for system design interviews and improving overall architectural thinking. Highly recommended!"
"It's really amazing to see something like this like I'm preparing something for a real interview It is helping me a lot so yeah end up Murphy's lab is also great to see the how the system is actually behaving under load spikes we flash types of simulation that's absolutely great"
"I'm really impressed with ScaleDojo. The hands-on approach to learning system design, instant architecture reviews, detailed scoring, and intuitive interface make practicing distributed systems enjoyable and highly educational. This is one of the most innovative learning platforms I've used."
"The app is good. so far solved two HLD problems and it was great. The levelling up and the type of problems in each level is good. good progressive levelling"
"Usually, prep sites stop at high-level blocks. ScaleDojo goes down to the API specs, payload structures, and LLD table indexes. Designing microservices visually while specifying route constraints and database schemas feels incredibly close to actual design reviews we do internally. Excellent resource for anyone targeting Senior/Staff loops."
"It helped me implement those concepts in practice. Really helpful tool. I highly recommend this platform if you are in the computer science field."
"I've recently started using ScaleDojo's System Design Lab, and honestly, it's been a fun way to learn system design beyond just reading theory. What I like most is being able to build an architecture, connect different components, and see how everything works together. Its easier to understand not just how things work, but also why we make certain design decisions and what trade-offs come with them. Looking forward to exploring more scenarios, making mistakes, and learning along the way. 🚀"
"This tutorial website is an absolute lifesaver for mastering system design! It breaks down highly complex distributed systems architectures into clear, bite-sized, and beginner-friendly concepts. What makes it stand out is the perfect balance between deep-dive theory and practical, real-world case studies (like scaling Netflix or designing Twitter). The visual diagrams are incredibly sharp, making abstract concepts like load balancing, sharding, and caching instantly click."
"When I was preparing for my Google placement while in college, LeetCode was already a huge part of my DSA preparation. Hundreds of problems. Instant feedback. A clear way to know where I stood. System Design never really had that kind of practice loop. I read blogs, watch videos to understand caching, databases, queues, load balancers and all the usual concepts. But when I had to actually design a system myself, I kept getting stuck on the same questions: Why this database? Why a queue here? What happens when traffic goes 10x? What breaks first? That's when I realised that knowing System Design and actually designing a system are two very different things. Recently, a junior from IIT Ropar reached out asking me for System Design resources. While looking for something useful to send to her, I came across ScaleDojo."
"After working as SDE III at Google and mentoring a bunch of engineers through mock system design interviews, there's one thing I keep running into. So many of them can explain almost every concept I throw at them. Caching? Check. Sharding? Check. Message queues, load balancing? They knew it all. So I'd tweak the question a little. "Why this approach, for this problem, and not some other alternatives?" Silence. Almost every time. Not because they didn't know the concepts. Because knowing what something does and knowing when to reach for it are two different skills, and only one actually gets tested in the room. Most of us prepare by consuming, videos, blogs, case studies on how Uber or Netflix solved something at scale. Eventually you start recognising patterns. But recognising a pattern is one thing. Defending it under pressure, live, with someone pushing back on every choice, is a lot harder. Should you cache here, or does it add complexity you don't actually need? Would relational hold up, or does this genuinely need NoSQL? Honestly, you only find that out by making the call yourself, getting it wrong once, and sitting with why. That's what grabbed my attention when I tried ScaleDojo. 👩💻 I opened the Architecture Lab, worked through the requirements, and designed the system within a budget. Then I threw it into Murphy's Lab, simulated real traffic, and watched my own design start to crack under it. I fixed what broke, submitted it, and got an AI backed review, not just on whether the diagram looked complete, but on whether the thinking behind it actually held up. That's the part I think most prep misses, treating this like something you memorise rather than something you get comfortable being wrong about first. That's the kind of practice I'd want more engineers to experience through scaledojo.dev ✌️"
"I had a great experience using this system design website. The content is well-structured, easy to understand, and covers concepts in a practical way. It’s especially helpful for preparing for system design interviews and improving overall architectural thinking. Highly recommended!"
"It's really amazing to see something like this like I'm preparing something for a real interview It is helping me a lot so yeah end up Murphy's lab is also great to see the how the system is actually behaving under load spikes we flash types of simulation that's absolutely great"
"I'm really impressed with ScaleDojo. The hands-on approach to learning system design, instant architecture reviews, detailed scoring, and intuitive interface make practicing distributed systems enjoyable and highly educational. This is one of the most innovative learning platforms I've used."
"The app is good. so far solved two HLD problems and it was great. The levelling up and the type of problems in each level is good. good progressive levelling"
The Research Behind the Systems You're Studying
Dense, original papers like MapReduce and Attention Is All You Need, broken down with diagrams and plain-language explanations.
MapReduce: Simplified Data Processing on Large Clusters
Google turned web-scale data processing into two functions: map and reduce. This paper explains how that simple model let a framework handle parallelization, failures, and network efficiency automatically, and became the blueprint for Hadoop and the entire big-data ecosystem.
Jeffrey Dean, Sanjay Ghemawat · OSDI 2004
Brewer's Conjecture and the Feasibility of Consistent, Available, Partition-Tolerant Web Services (The CAP Theorem)
A distributed system split by a network partition must choose: answer with data that might be stale, or refuse to answer at all. Gilbert and Lynch turned Brewer's conjecture into a two-page proof that still decides how every database you use behaves when the network breaks.
Seth Gilbert, Nancy Lynch · ACM SIGACT News 2002
Dynamo: Amazon's Highly Available Key-value Store
Amazon's shopping cart can never say no. This paper shows how Dynamo trades strict consistency for always-on availability using consistent hashing, sloppy quorums, and vector clocks, the same ideas behind Cassandra and Riak today.
Giuseppe DeCandia, Werner Vogels et al. · SOSP 2007
Attention Is All You Need: The Transformer Architecture Explained
RNNs process language one word at a time, which is slow to train and struggles with long-range dependencies. This paper introduces the Transformer, which replaces recurrence entirely with self-attention and became the architecture behind every modern large language model.
Ashish Vaswani, Noam Shazeer et al. · NeurIPS 2017
Frequently Asked
Questions
Everything about ScaleDojo's labs, pricing, and how to actually get better at system design - organized by topic so you can jump straight to what you need.
Your Next System Design Interview Is Coming
Every pattern you will drag onto the canvas started as a real engineering decision. The HLD Origin Files trace 8 chapters and 60 years of system design history, so you understand why load balancers, caches, and consistent hashing exist before you ever place one.
Free to read. No signup required.

