Where can you buy tattoo machine in Dubai?

Because you have access to the internet, I would recommend looking online.
Check the link for a good source for beginner tattoo kits as well as supplies. Another option is to contact a medical supplies store. You can also ask a friend who is traveling into the country to give you the basics.