Dispose refers to the cleaning up of resources used by an object during its lifetime. The .NET Framework is a garbage-collected runtime, which means this happens automatically, however SharePoint has a habit of maintaining its unmanaged resources, which may result in high memory usage if disposal is not performed manually.
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