Will I get an actual physical credit card ?

Yes, after you are approved on your iPhone, your digital wallet will show that the account is open, you will receive a physical Apple Card in white titanium in the mail about 2 weeks later.

Once you receive, it you will have to activate it:

Request and activate your titanium Apple Card - Apple Support

You have to request the physical card. it is not automatic.