Tattoo ink can fade over time, and darker, saturated ink tattoos can cover up a rose tattoo. Most rose tattoos are in dark shades, and covering them up is challenging. Black and gray are the common inks used to cover faded rose tattoos. A creative tattoo artist can find innovative methods to cover up rose tattoos.