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Azure HDInsight vs Azure Synapse: What are the differences?
Azure HDInsight and Azure Synapse are both used for big data processing and analytics. Let's discuss the key differences between them.
Scalability and Performance: Azure HDInsight is a cloud-based big data analytics service that offers Apache Hadoop, Spark, Hive, and other open-source frameworks. It allows for massive scalability, enabling you to process and analyze large volumes of data efficiently. On the other hand, Azure Synapse (formerly known as Azure SQL Data Warehouse) is a fully managed analytics service that combines enterprise data warehousing and big data processing. Synapse is optimized for high performance and can handle large-scale data warehousing workloads and complex analytics queries.
Unified Analytics Platform: Azure Synapse provides a unified platform that integrates big data, SQL-based analytics, and data integration. It offers a single interface for all your data analytics needs, allowing you to seamlessly analyze data stored in various formats and locations. HDInsight, on the other hand, is primarily focused on big data processing and analytics using Apache Hadoop and Spark. While it supports integration with Azure services like Azure Data Lake Storage and Azure Blob Storage, it does not provide the same level of integration with other data sources as Azure Synapse.
Data Warehousing Capabilities: Azure Synapse offers comprehensive data warehousing capabilities, including columnar storage, advanced data compression, and automatic query optimization. It supports the use of familiar SQL-based querying and provides advanced analytics capabilities using Azure SQL Database and Apache Spark. HDInsight, on the other hand, is more focused on distributed processing and analysis of large datasets using open-source frameworks like Hadoop and Spark. While it supports SQL querying through tools like Hive and Phoenix, it may not offer the same level of performance optimization and data warehousing features as Azure Synapse.
Pricing and Billing: Azure HDInsight follows a pay-as-you-go pricing model, where you are billed based on the number and size of the compute and storage resources provisioned. The pricing for HDInsight includes the cost of virtual machines, storage, networking, and any additional components or services you choose. Azure Synapse, on the other hand, follows a different pricing model based on Data Warehouse Units (DWUs). DWUs determine the amount of compute resources allocated to your Synapse workspace, and you are billed accordingly. The pricing for Synapse includes the cost of compute resources, storage, and data transfer.
Integration with Azure Services: Azure Synapse offers seamless integration with various Azure services, enabling you to build end-to-end data pipelines and workflows. It supports integration with Azure Data Factory, Azure Machine Learning, Azure Data Lake Storage, and other Azure services, allowing you to leverage their capabilities within the Synapse workspace. HDInsight also integrates with Azure services like Azure Data Lake Storage, Azure Blob Storage, and Azure Event Hubs, making it easier to ingest and process data from these sources. However, it may not offer the same level of integration with other Azure services as Azure Synapse.
Security and Governance: Both Azure HDInsight and Azure Synapse provide robust security and governance features to protect your data and comply with regulatory requirements. HDInsight supports authentication and authorization using Azure Active Directory, integration with Azure Virtual Network for private network connectivity, and encryption for data at rest and in transit. Azure Synapse offers similar security features, along with additional capabilities like data masking, row-level security, and dynamic data masking. It also provides built-in compliance with industry standards and regulations.
In summary, Azure HDInsight is a scalable big data analytics service that focuses on distributed processing and analysis using open-source frameworks, while Azure Synapse is a unified analytics platform that combines big data processing, SQL-based analytics, and data warehousing. Synapse offers more comprehensive data warehousing and integration capabilities, whereas HDInsight provides extensive support for open-source frameworks. The pricing and billing models are also different for both services.
Pros of Azure HDInsight
Pros of Azure Synapse
- ETL4
- Security3
- Serverless2
- Doesn't support cross database query1
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Cons of Azure HDInsight
Cons of Azure Synapse
- Dictionary Size Limitation - CCI1
- Concurrency1