To prevent graphical errors or crashing/freezing, items are not transferrable across devices. The items in your inventory (lives, coins and boosters) are stored locally (computer, tablet and mobile phone).
To ensure you have your coins, lives or boosters on a specific device, be sure to use it when collecting or purchasing items.