System & Software
Krutika P. B.
Feb, 2026
Performance Isn’t a Tuning Issue
When software slows down, teams often:
Add caching
Scale servers
Optimize queries
Increase memory
Sometimes it helps.
Often it doesn’t.
Performance issues are rarely about speed.
They’re about structure.
If the design:
Moves too much data
Couples unrelated parts
Blocks concurrency
Centralizes bottlenecks
No amount of tuning will save it.
Chatty architectures
N+1 queries
Shared global state
Synchronous dependencies
Poor data ownership
Tight coupling
These are design decisions — not runtime mistakes.
Performance-aware design asks:
Where does data flow?
What is synchronous?
What can fail independently?
What scales horizontally?
What must stay consistent?
Design defines performance ceilings.
Good engineering:
Avoids obvious bottlenecks early
Keeps paths simple
Separates hot paths
Allows optimization without rewrites
Premature optimization is bad.
Premature architectural blindness is worse.
If performance feels impossible to fix —
the problem is already baked in.
Fast systems are designed, not patched.