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system_design_considerations.md

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System Design Considerations

The application is intended to be scalable, though not insanely so. The goal is to be able to handle 1k new URLs/day, where each URL gets 20k hits/day.

Metrics and Scaling

  • This is a read-heavy system
  • 20:1 read-to-write ratio
  • QPS for the system:
    • New URLs per second: 1,000 writes/day x 1 day/86400 seconds = 0.0115740740741 writes/s
    • Redirections per second: 0.0115740740741 x 20 read/write ratio = 0.231481481482 reads/s
  • Storage estimates:
    • assume we store every shortened URL for 5 years, the total number of stored objects will be: 30,000 URLs/month x 5 years x 12 months/year = 1.8M URLs
    • assume each object = ~ 500 bytes; 1.8M x 500 bytes = 0.9GB needed for storage

Caching considerations

  • Using 80-20 rule, 20% of URLs are assumed to generate 80% of traffic. 1000 writes/day * .2 * 500 bytes = 100,000 bytes = 0.0001 GB

Summary of estimates

  • 0.0115740740741 writes/s
  • 0.231481481482 reads/s
  • 0.9GB storage for 5 years
  • 0.0001 GB memory for cache

A SQL database such as PostgreSQL can handle ~ 1000 QPS, therefore no concern for DB scaling at the moment since writes/second + reads/second fall well below 1000 QPS. Since estimation is extremely far away from the limit, no concern for the extra read/update requests for data that contains statistics on how many times the shortened URL was used. Memory for storage and caching are useful to know if intend to host the application and thus need to consider how much memory the host machine should have. In that case, can assume Rails application instance takes 200-250 mb in memory. The application is not memory intensive at all and even a 2 GB machine is good enough. A typical Rails app can handle 5 QPS, which is well above estimated DB QPS; therefore, this application assumes that 1 application server is enough to handle the load and don't need to worry about handling concurrent requests from separate Rails app servers.

Other considerations (outside project's scope)

  • No user model needed; no need to register account; no limit/quota/throttling
  • No custom URLs/aliases
  • No default expiration date; user manually expires URLs