1) Current platform capabilities are insufficient to process amount of data needed
2) New data structure is inconstant with the schema of existing analytics datastore, resulting in a mix of information types
3) Data transmission rates are too high for analytics platform or there is a need to ingest data quickly without knowing its schema ahead of time
4) Need to move from analysis of short history to several years of data
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