the amount of data that you can store on a tape depends upon the type of data being stored. Some data compresses better than others & in some cases use of compression can actually increase the amount of resources utilised (compressing a compressed file may result in the file becoming larger).
Just a 'real-world' example of the vagaries of data storage on tapes, we use LTO3 tape drives (400Gb native / 800Gb compressed) & the reported amount of data stored on our full tapes varies from 340Gb to 1Tb!