What is the difference between broadcasting and alignment in Pandas?

Broadcasting expands scalar/small arrays; alignment matches index labels.

Broadcasting is shape-based expansion (like NumPy), while alignment is label-based matching unique to Pandas. Alignment happens first; if labels match, computation proceeds; otherwise NaNs are introduced.