We my journey started at night by train from Kolkata towards NJP, finally from there took a shared cab and reached Gangtok in afternoon. Then I headed for my ZOSTEL hostel and spend the day at leisure.
Price of the hostel varies so not mentioning here, please check any booking site like booking.com, MNT, etc.