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StudyLover Introduction to Data Warehousing
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  1. PHD Computer Science
  2. Data Warehousing and Mining
  3. Introduction to Data Warehousing
Evolution of Data Warehousing
Introduction to Data Warehousing

Data warehousing is a process of collecting, storing, and managing large amounts of data from various sources to support business intelligence (BI) and data analytics. A data warehouse is a centralized repository that stores data in a single location, making it easier to access, manage, and analyze.

 

The main characteristics of a data warehouse are:

1. Integrated: Data is collected from multiple sources and integrated into a single repository.

2. Time-variant: Data is stored over a long period, allowing for historical analysis.

3. Non-volatile: Data is not updated in real-time, but rather in batches.

4. Subject-oriented: Data is organized by business topics, such as sales or customer data.

 

Data warehousing is used for various purposes, including:

1. Business intelligence: Analyzing data to support business decisions.

2. Data mining: Discovering patterns and relationships in data.

3. Reporting: Generating reports and dashboards to monitor business performance.

4. Predictive analytics: Using data to forecast future trends and behaviors.

 

The benefits of data warehousing include:

1. Improved data quality: Data is cleaned and standardized.

2. Enhanced decision-making: Access to historical and current data supports informed decisions.

3. Increased efficiency: Data is readily available, reducing the need for manual data collection.

4. Better data management: Data is stored in a single location, making it easier to manage and maintain.

 

Some common data warehousing tools and technologies include:

1. Relational databases: MySQL, Oracle, Microsoft SQL Server.

2. Columnar databases: Apache Cassandra, HBase.

3. Cloud-based data warehousing: Amazon Redshift, Google BigQuery, Microsoft Azure Synapse.

4. Data warehousing software: SAP BW, Oracle OLAP, Microsoft Analysis Services.

 

Evolution of Data Warehousing
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