ScaleLab AI

Tradeoff Lab

Compare architecture decisions with clear pros, cons, cost impact, and complexity impact.

SQL vs NoSQL

SQL

Pros

  • strong consistency
  • transactions
  • rich querying

Cons

  • harder horizontal writes
  • schema migrations
  • hot primary risk

NoSQL

Pros

  • horizontal scale
  • flexible schema
  • high write throughput

Cons

  • limited joins
  • eventual consistency tradeoffs
  • access pattern design upfront
Cost impact: SQL starts cheaper operationally, NoSQL can reduce unit cost at very high scale.
Complexity impact: NoSQL pushes complexity into data modeling and consistency handling.