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learn-pr/wwl-data-ai/choose-power-bi-model-framework/5-determine-when-to-develop-composite-model.yml

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metadata:
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title: Determine when to develop a composite model
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description: "Determine when to develop a composite model"
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ms.date: 01/11/2023
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author: wwlpublish
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ms.author: anrudduc
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ms.date: 02/26/2025
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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learn-pr/wwl-data-ai/choose-power-bi-model-framework/includes/5-determine-when-to-develop-composite-model.md

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- Import (or dual, as described later) storage mode tables still require periodic refresh. Imported data can become out of sync with DirectQuery sourced data, so it’s important to refresh it periodically.
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- When an analytic query must combine imported and DirectQuery data, Power BI must consolidate source group query results, which can impact performance. To help avoid this situation for higher-grain queries, you can add import aggregation tables to your model (or enable automatic aggregations) and set related dimension tables to use dual storage mode. This scenario is described later in this unit.
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- When chaining models (DirectQuery to Power BI datasets), modifications made to upstream models can break downstream models. Be sure to assess the impact of modifications by performing [dataset impact analysis](/power-bi/collaborate-share/service-dataset-impact-analysis) first.
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- Relationships between tables from different source groups are known as limited relationships. A model relationship is limited when the Power BI can’t determine a “one” side of a relationship. Limited relationships may result in different evaluations of model queries and calculations. For more information, see [Relationship evaluation](/power-bi/transform-model/desktop-relationships-understand).
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- Relationships between tables from different source groups are known as limited relationships. A model relationship is considered limited when there's no guaranteed "one" side (The "one" side means the column contains unique values; the "many" side means the column can contain duplicate values.) This can occur in two situations. The first is when the relationship uses a many-to-many cardinality type, even if one or both columns contain unique values. The second is when the relationship spans different source groups, which only happens in composite models. Limited relationships may result in different evaluations of model queries and calculations. For more information, see [Relationship evaluation](/power-bi/transform-model/desktop-relationships-understand).
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## Boost DirectQuery model performance with import data
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learn-pr/wwl-language/csharp-choose-data-type/1-introduction.yml

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description: "Introduction to the module."
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learn-pr/wwl-language/csharp-choose-data-type/2-value-reference-types.yml

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description: "Learn about data types, and how data and data types work in C# and .NET."
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learn-pr/wwl-language/csharp-choose-data-type/3-exercise-integral-types.yml

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title: Exercise - Discover integral types
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description: "Discover integral types, and practice using signed integral types in C#."
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learn-pr/wwl-language/csharp-choose-data-type/4-exercise-floating-point-types.yml

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description: "Learn what floating-point data types are, and the nuanced differences between each data type."
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learn-pr/wwl-language/csharp-choose-data-type/5-exercise-reference-types.yml

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description: "Discover reference types, and how they're different from value types."
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learn-pr/wwl-language/csharp-choose-data-type/6-choose-right-data-type.yml

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title: Choose the right data type
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description: "Learn the best practices that will help you to choose the right data type."
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learn-pr/wwl-language/csharp-choose-data-type/7-knowledge-check.yml

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description: "Check what you've learned in this module."
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learn-pr/wwl-language/csharp-choose-data-type/8-summary.yml

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