Use same Apex Class for Visualforce Page and Lightning Component in Salesforce

You can use the same controller class but cannot share data via the controller fields. Lightning Components do not support the view state mechanism that is used in Visualforce (as that design approach tends to lead to unnecessary data being moved to and from the client). Yes, you could use the same controller.