SQL Server Analysis Services partitions – Create and Manage

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Partitions divide a table into logical parts. Each partition can then be processed (Refreshed) independent of other partitions. Partitions defined for a model during model authoring are duplicated in a deployed model. Once deployed, you can manage those partitions by using the 
Partitions
 dialog box in SQL Server Management Studio(SSMS), by using Tabular Model Scripting Language (TMSL), or programmatically with the Tabular Object Model (TOM).


By default, each table in a tabular model has one partition. Tasks in this section describe how to create and manage partitions in the model project's workspace database by using Partition Manager. After a model has been deployed (Azure Analysis Services, SSAS, Power BI), model database administrators can create and manage partitions in the deployed model by using SSMS or by script.


To create and manage partitions in Visual Studio, use Partition Manager. To view the Partitions Manager dialog box, click 
Extensions
 > 
Table
 > 
Partitions
, or in 
Tabular Model Explorer
, right-click a table, and then click 
Partitions
.


To create and manage partitions for a deployed tabular model database, use the Partitions dialog box in SSMS. To open the Partitions dialog box, in SSMS, right-click a table, and then click 
Partitions
.


Partitions are defined by the Partitions object in Tabular Model Scripting Language (TMSL). To create, copy, or delete partitions, execute a CreaterOrReplace, Create, Alter, or Delete command. To merge partitions, execute a MergePartitions command.





Granularity is influenced by various factors including how much data is required to be incrementally processed within an acceptable amount of time. For example, if only the last whole day needs to be processed daily, it may be beneficial to use daily granularity. Mixed granularity can be configured for scenarios such as near-real time refresh at low grain coupled with historical, static partitions at higher granularity. This results in fewer partitions, but also increases management overhead to ensure partition ranges are defined correctly.


When authoring models with the Tabular model designer in Visual Studio, you create new partitions, edit, merge, or delete partitions in the model workspace database by using Partition Manager. Depending on the compatibility level of the model you're authoring, Partition Manager provides two modes for selecting data to be included in a partition: For tabular 1400 and higher models with structured data sources, partitions are defined by using an Power Query M expression. For example, the following query defines a partition for the 2019 calendar year:


The Automated Partition Management for Analysis Services Tabular Models .pdf article, along with the accompanying AsPartitionProcessing code sample in GitHub provides both in-depth information and a solution example for the fictitious company, Advenure Works, by using the Tabular Object Model (TOM) to create and manage partitions. Concepts described in this article and project apply to all Analysis Services platforms.


You can create additional partitions for a measure group to improve processing performance. Having multiple partitions allows you to allocate fact data across a corresponding number of physical data files on local as well as remote servers. In Analysis Services, partitions can be processed independently and in parallel, giving you more control over processing workloads on the server.


Check whether you have either the business intelligence edition or enterprise edition. Standard edition does not support multiple partitions. To check the edition, right-click the server node in SQL Server Management Studio and choose 
Reports
 | 
Gener

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