A rare species in Pennsylvania, purple milkweed looks similar to common milkweed with its large leaves and rounded flower heads, but purple milkweed has striking, deep pink/purple flowers, and it spreads less aggressively than common milkweed. Purple milkweed seems to prefer dappled sun and well-drained, but moist soil.