If Peter Piper picked a peck of pickled peppers, where did he pick them from?

If Peter Piper picked a peck of pickled peppers, where did he pick them from? Pickled peppers are processed foods. What were the advantages and disadvantages of picking pickled peppers over raw peppers or traditional pickled cucumbers?