You want to analyse huge amounts of data which are non-relational. For example, analyse varied logs from applications which are non-relational and require text based searching to make sense of it.
You are looking for lightning fast query results, especially if you are looking for text based search for dealing with autocompletion in your application.
You are looking for a schema-less data store (explicitly it is really good to store JSON documents).
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