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For a pretty decent amount of time, doing analytics with MongoDB required additional overhead compared to modern SQL RDBMS and Data Warehouses associated with aggregation pipeline and MapReduce practices. While this approach allowed one to craft advanced custom tailored aggregation algorithms it required additional knowledge of how to build and maintain it.
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