Number of possible components

Question

In Principal Components Analysis, how many components are possible? If we have $n$ observation and $p$ variables, is it possible to have $n$ components?

Answer 1

You may have up to $p$ components (this is the typical case), since PCA is done by taking the $n \times p$ matrix $X$ and computing the eigenvalues of $X^TX$.