SSAS Gotcha: The Operation Has Been Cancelled Due To Memory Pressure

My team and I recently had an issue with our SSAS instance in which users were receiving the following message from Excel:

Data Could not be retrieved from the external data source. Error message returned by the external data source: Server: The operation has been cancelled due to memory pressure.