Yes, one EORI number is assigned per legal entity, and this EORI number will be used for customs in every EU country.
On the contrary, a VAT number is country-specific, meaning that you need to register and file for VAT in all countries where you intend to store and sell your goods.
i.e. if you want to store and sell your goods in France, you must register for a FR VAT number.