You can check this Australian dropshipper and supplier if they may have the products that you are looking for. It is good for you if they have because they are based locally. The last time I checked, they have tea bags and coffee mugs.
I suggest to look at coffee & tea dropshipper they may help you in dropshipping the products to Australia. They have a wide range of coffee collection.
Hope that could help,