DairyNZ chief executive Tim Mackle says cruel and illegal practices are not in any way condoned or accepted by the industry as part of dairy farming.
"The vast majority of farmers care about their animals and we are committed to farming to very high standards.
"DairyNZ works closely with the wider industry in the management of bobby calves, including the transport sector, meat processors and dairy companies, as well as Federated Farmers and MPI."
Mr Mackle said the video released by Farmwatch shows some footage of transport companies and their workers, as well as some unacceptable behaviour by farmers of dragging calves.
"Last year we saw footage of abhorrent treatment and cruelty of calves at a pet food processing plant. This footage of calves being passed and loaded on to trucks is nothing like that footage, and cannot and should not be compared.