I was recently doing some PowerShell work, and being a newbie I was stuck. The issue was I could only see a portion of the available commands. None of the SharePoint related commands I needed were present.
To rectify, I merely navigated Start –> Administrative Tools –> Windows PowerShell Modules. Once I did this the necessary cmdlets were available.