Few resources I know of to learn about scalability in web apps.
- High scalability by Todd Hoff link
- Scalability for dummies 4 part series link
- Storage scalability on interview bit link
- System Design on interview bit link
Please let me know in the comments if you know anything else. May be a good book that I can look into. But from my experience I can only learn this thing from experience.