Volkswagen South Africa said a significant number had failed to show up to work and its factories were running partial production.
Official figures suggest a quarter of all South Africans are unemployed, but some analysts put the figure at up to 40%.
The African National Congress (ANC) is still in a formal alliance with the unions and the Communist Party, but rifts have been appearing for several years.
Congress of South African Trade Unions