As nouns the difference between granules and powder
is that
granules is while
powder is the fine particles to which any dry substance is reduced by pounding, grinding, or triturating, or into which it falls by decay; dust.
As a verb powder is
to reduce to fine particles; to pound, grind, or rub into a powder.