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React / Intermediate

Memoize only expensive work

Use memoization for costly derived values, not as decoration around every expression.

Why this matters

The production reason.

Memoization is useful when a calculation is expensive or when a stable reference prevents a costly child render.

Using useMemo everywhere adds dependency noise and can hide simpler data-flow problems.

Measure or at least identify the expensive operation before adding memoization.

Copy-ready example
const visibleRows = useMemo(() => {
  return rows
    .filter((row) => row.status === activeStatus)
    .sort((a, b) => b.score - a.score);
}, [rows, activeStatus]);

Platform notes.

How this applies outside a perfect demo, including frameworks, CMS platforms, stores, and builder workflows.

React: Memoize filtered, sorted, or grouped lists when they are large.

TanStack Table: Memoize column definitions so the table does not rebuild constantly.

Next.js: Do heavy data shaping on the server when the browser does not need to own it.

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