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If you’ve already established some volume as a dropshipper then you’ll be able to use that volume to keep your metrics safe as you feel out which suppliers are reliable.
If you are choosing to do this as a newby you should proceed with extreme caution. Give yourself HUGE buffers with handling and shipping times as you learn which suppliers are going to follow through with their promises.
Buyers on amazon are used to expecting fast shipping times. And they often don’t bother reading the estimated arrival times....they just assume since its amazon it should be fast. This will inevitably lead to negative feedback and without any prior feedback to level out the negatives, this could create problems. If I had a brand new account I would Not consider dropshipping from China. FBA would be a better option.