What is federalism?can vertical as well as horizontal power sharing be called Federal?Is it a boon or a bane?

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What is federalism?can vertical as well as horizontal power sharing be called Federal?Is it a boon or a bane?is India benefiting from this?why was federalism adopted?is it the best form of power sharing?