Do you need a health certificate during the training in the tea shop?

Yes

As long as it is related to food, you need to apply for the corresponding health certificate, so the tea shop needs a health certificate when training.

Health certificate refers to the proof of preventive health examination, which proves that the examinee has the health quality to engage in the prescribed business.