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# Sample Categories
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## in-memory
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In-Memory OLTP can significantly improve OLTP database application performance. It is a memory-optimized database engine integrated into the SQL Server engine, optimized for OLTP. With In-Memory OLTP you can increase the transaction throughput by up to 30 times, depending on the specifics of the workload. The performance gains come from:
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- Tables use memory-optimized data structures and data access methods.
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- Core transaction processing is completely free of locks.
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- Natively compiled modules execute Transact-SQL statements more efficiently.
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Read the following resources for more information.
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- [In-Memory OLTP (In-Memory Optimization)] (https://msdn.microsoft.com/en-us/library/dn133186.aspx)
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- [Quick Start 1: In-Memory OLTP Technologies for Faster Transact-SQL Performance] (https://msdn.microsoft.com/en-us/library/mt694156.aspx)
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- [Get started with Columnstore for real time operational analytics] (https://msdn.microsoft.com/en-us/library/dn817827.aspx)
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- [Columnstore Indexes Guide] (https://msdn.microsoft.com/en-us/library/gg492088.aspx)
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## master-data-services
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Master Data Services (MDS) is the SQL Server solution for master data management. Master data management (MDM) enables you organization to discover and define non-transactional lists of data, and compile maintainable, reliable master lists.
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Master Data Services (MDS) samples are C# console application samples that demonstrate how to customize the way that you and your users interact with Master Data Services.
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For information about the new features in SQL Server 2016, see [What's New in Master Data Services (MDS)](https://msdn.microsoft.com/en-us/library/ff929136.aspx).
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For more information about the MDS API, see [Master Data Services Developer Documentation](https://msdn.microsoft.com/en-us/library/hh230994.aspx).
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## r-services
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For now, refer to:
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[https://github.com/Microsoft/SQL-Server-R-Services-Samples] (https://github.com/Microsoft/SQL-Server-R-Services-Samples)
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