Integrating SQL Server Analysis Services with Hadoop

Übersicht

Explore the integration of SQL Server Analysis Services with Hadoop, focusing on leveraging big data for enhanced business intelligence and analytics capabilities.

Lehrplan

• Introduction to SQL Server Analysis Services (SSAS)
Overview of SSAS capabilities
Key concepts in multidimensional and tabular models
• Introduction to Hadoop
Fundamentals of Hadoop ecosystem
Hadoop Distributed File System (HDFS)
Overview of MapReduce and YARN
• Understanding Big Data in Business Intelligence
Importance of big data in analytics
Role of SSAS in business intelligence
• Configuring SSAS for Hadoop Integration
Setting up SSAS for new data sources
Configuring data connections between SSAS and Hadoop
• Data Import and Export between SSAS and Hadoop
Techniques for importing big data into SSAS
Exporting processed data from SSAS to Hadoop
• Leveraging Hive for Data Queries
Introduction to Apache Hive
Querying Hadoop data with Hive
Integrating Hive queries into SSAS models
• Building Analytical Models with Hadoop Data
Designing multidimensional cubes with big data
Creating tabular models with Hadoop input
• Performance Optimization for Large Scale Data
Optimizing SSAS performance for Hadoop datasets
Best practices for data processing efficiency
• Security and Data Governance
Ensuring data security in SSAS and Hadoop integration
Implementing data governance policies
• Case Studies and Real-World Applications
Case studies of SSAS and Hadoop integration
Exploring real-world business intelligence solutions
• Tools and Resources
Tools for SSAS and Hadoop integration
Additional learning resources
• Final Project
Practical implementation of SSAS and Hadoop integration
Presentation of project outcomes and insights

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Fachgebiete

Conference Talks