There are a number of different species of Amaranthus in NZ. They tolerate drier, warmer conditions than many other weeds, making them problem weeds in Maize and other summer crops.
They typically germinate in late spring, flowering in summer. Most found in NZ are annuals, and die in the first winter frosts.