What Does IT Scalability Actually Mean?

Among the core IT department goals is a need to create a clear channel to enable applications, data repositories, IT services and all manner of internal system mechanics and functions to scale. But scalability itself doesn’t come in a bottle, so what does it really mean and how do we achieve it?