Optimized for Analytics METASTORE SECURITY MANAGEMENT MONITORING DATA INTEGRATION Analytics Runtimes PROVISIONED SERVERLESS Form Factors SQL Languages Python .NET Java Scala R Experience Azure Synapse Studio Artificial Intelligence / Machine Learning / Internet of Things Intelligent Apps / Business Intelligence METASTORE SECURITY MANAGEMENT MONITORING
T-SQL queries over high scale data in Azure Storage. • No infrastructure • Pay only for query execution • T-SQL syntax to query data • Supports data in various formats (Parquet, CSV, JSON) • Support for BI ecosystem
Spark Notebook Train Model Convert to ONNX Export to Storage Storage Models Azure Synapse SQL SQL Script Read model Load into Table Insert Predictions Azure Synapse SQL SQL Script Load from Table Use Predict Create the model Register the model Use the model
a Data Warehousing solution, go with Azure Synapse Analytics. • If looking for a Spark solution and don’t have data warehousing needs, go with Azure Databricks. In case of Spark based ML scenarios, include Azure Machine Learning from within Azure Databricks for experiment tracking, automated machine learning and MLOPs. • If heavily invested in Spark and have data warehousing needs, go with both Azure Databricks and Azure Synapse.