Coconote
AI notes
AI voice & video notes
Export note
Try for free
Comprehensive Guide to System Design
Aug 8, 2024
System Design Complete Course
Overview
Introduction to system design concepts and importance.
Topics covered include:
Relational data modeling
Horizontal vs. vertical scaling
Stateless vs. stateful systems
Load balancing
Caching
System design interview questions & mock interviews
Lecture Breakdown
1. Relational Data Modeling
Understanding user profiles and their attributes:
User Entity Table
Attributes: ID, Profile Pic, Name, Contact Info, Skills
Skills can be modeled using a mapping table due to many-to-many relationships:
User Skills Table
Attributes: ID, User ID, Skill ID
2. Educational Institutions and Employers
Create an Organization entity for both educational and employment data.
Split into two tables: Education and Employer with attributes like ID, Name, Start Year, End Year.
Create mapping tables for user education and user employment.
3. Recommendations
Create a Recommendation entity with:
Attributes: ID, Recommendation Giver (User ID), Recipient ID
4. Connections and Followers
Design a Connections table with:
Attributes: ID, User ID 1, User ID 2, Acceptance Flag
This helps manage followers and connections efficiently.
5. Posts, Comments, and Likes
Post Entity:
Attributes: ID, User ID, Text
Comment Entity:
Attributes: ID, User ID, Post ID, Text
Combine like tables for posts and comments into one to optimize space.
6. Load Balancing
Importance of load balancing in high-scale environments.
Load balancers can be hardware or software solutions (Layer 4 vs Layer 7).
7. Stateless vs Stateful Systems
Stateless systems: Do not store user state, easier to scale.
Stateful systems: Require context storage, harder to scale but may be necessary in certain applications.
8. Consistent Hashing
Efficient way to distribute load across servers without requiring reallocation of all keys when servers are added or removed.
9. Caching
Caching reduces latency by storing frequently accessed data closer to the user.
Discussed write-through and write-back caching strategies.
Example Case Study: Delicious
Overview of scaling challenges faced by the Delicious bookmarking site.
Transition from vertical scaling to horizontal scaling.
Importance of DNS and load balancing in handling traffic.
Key Takeaways
Design principles are crucial for scalability, efficiency, and user experience.
Understand the requirements before diving into system design.
Emphasize extensibility and maintainability when designing systems.
Conclusion
Importance of continuous learning in system design.
Subscribe for more videos and content on systems and software engineering.
📄
Full transcript