Using PolyBase to Bridge On-Prem and Cloud SQL
By Tom Nonmacher
The rise of cloud technologies has revolutionized the way we approach data management, with an increasing number of companies migrating their databases to the cloud. However, on-premise SQL Server databases continue to play a crucial role in many organizations. This creates a challenge for data professionals who need to bridge the gap between on-premises and cloud-based SQL Server instances. In this post, we will explore how PolyBase, a feature in SQL Server 2022, can help bridge this gap and facilitate seamless data transfer between on-premises and Azure SQL Database.
PolyBase is a technology that allows SQL Server to run queries on external data in Azure SQL Database, Azure Blob Storage, and other heterogeneous data sources. It streamlines the process of reading data from external sources, eliminating the need for complex ETL processes. In SQL Server 2022, PolyBase has been enhanced with the ability to connect to Azure SQL Database, providing an efficient way to access and combine data from both on-premises and cloud databases.
-- Creating an external data source to Azure SQL Database with PolyBase
CREATE EXTERNAL DATA SOURCE AzureSQLDatabase
WITH
(
TYPE = RDBMS,
LOCATION = 'myazuresqldb.database.windows.net',
DATABASE_NAME = 'MyAzureSQLDB',
CREDENTIAL = MyAzureSQLDBCredential
);
One of the key benefits of using PolyBase for data transfer is its integration with Microsoft Fabric, a cloud-based, distributed computing platform. Microsoft Fabric allows for the parallel processing of data, significantly speeding up the data transfer process. When running a query on an external table in Azure SQL Database, PolyBase uses Microsoft Fabric to distribute the query to multiple nodes, resulting in faster query performance.
PolyBase also supports Delta Lake, an open-source storage layer that provides ACID transactions for large-scale data-intensive applications. By using PolyBase, you can easily read data from a Delta Lake table in Azure Databricks, further enhancing the interoperability between different data sources.
-- Creating an external table that references a Delta Lake table in Azure Databricks
CREATE EXTERNAL TABLE [dbo].[DeltaLakeTable]
(
[MyColumn] INT
)
WITH
(
DATA_SOURCE = AzureDatabricks,
LOCATION = '/databricks/delta/lakeTableName',
FILE_FORMAT = DELTAFORMAT
);
Lastly, with the emergence of AI-powered database technologies, PolyBase can work in harmony with OpenAI and SQL to bring intelligent features to your data workloads. OpenAI can be used to analyze and predict trends in your data, while PolyBase can facilitate the transfer of these insights between on-premises and Azure SQL Database. This combination provides a powerful tool for data professionals to leverage AI capabilities in their SQL workloads.
In conclusion, PolyBase provides a comprehensive solution for bridging the gap between on-premises and cloud SQL Server databases. With its ability to query external data in Azure SQL Database, support for Microsoft Fabric and Delta Lake, as well as integration with OpenAI, PolyBase is a powerful tool for any data professional working in a hybrid data environment.
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