How does Azure Analysis Services differ from Azure Synapse Analytics?

Azure Analysis Services is designed primarily for analytical workloads that involve querying and processing data in a sophisticated manner, particularly using tools for business intelligence. It allows users to develop models that provide insights into data through the use of measures, KPIs, and other analytical capabilities.

The choice indicating that Azure Analysis Services is suited for processing on a smaller scale captures the essence of its intended use. It is optimized for scenarios where businesses need to analyze data models and run complex analytical queries without the need for handling extremely large datasets or performing extensive data transformations. This makes it a great solution for teams and applications that require robust analytical capabilities but do not demand the vast scale or integrated data warehousing features of Azure Synapse Analytics.

In contrast, Azure Synapse Analytics serves as an integrated analytics service that combines big data and data warehousing capabilities. It is designed to handle large volumes of data and facilitate complex data ingestion, transformation, and analytics tasks at scale, catering to more comprehensive and extensive data environments.

Thus, the assertion that Azure Analysis Services is suited for processing on a smaller scale accurately reflects its role within the broader Azure ecosystem, focusing on providing analytical insights without the necessity of working with massive datasets like those typically handled by Azure Synapse Analytics.