Non-perennials (which basically are either annuals or the rare biennial) are plants that grow for one warm season, then die (or in the case of biennials, two warm seasons). Many vegetables and cheap...
Petunias are perennial. Except perhaps some hybrids. They don't usually get the care they need to survive the winter. They need trimmed back after flowering and maybe potted inside when it gets cold...