Disruption slows as cloud and non-relational technology take
their place beside traditional approaches, the leaders extend their lead, and
distributed data approaches solidify their place as a best practice for DMSA
(Data Management Solutions for Analytics).
Gartner defines a data management solution for analytics
(DMSA) as a complete software system that supports and manages data in one or
many file management systems, most commonly a database or multiple databases.
These management systems include specific optimization strategies designed for
supporting analytical processing — including, but not limited to, relational
processing, non-relational processing (such as graph processing), and machine
learning or programming languages such as Python or R. Data is not necessarily
stored in a relational structure, and can use multiple data models —
relational, XML, JavaScript Object Notation (JSON), key-value, graph,
geospatial and others.
![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhRbV0_lSN4vCLjmfBmh24v2o8QTnnmQR-q6bGeTWD8ZNjxk_V8T9VCd-oEaCPedh_AY8CbuDJFkRyDznmsIUfcLKqSZTMF-M_2CZgxV5qIKmiSdivhixPBrXw8NBMfnbxDEPZUTqXVYxY/s320/dams.png)
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