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Data Warehousing & DataMinig10CS755DATA WAREHOUSING AND DATA MINING PART UNIT 16 Chordata Warehousing: Introduction, Operational Data Stores (ODS), Extraction Transformation Loading (ETL), Data Warehouses.
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01
To fill out data warehousing and data, follow these steps:
02
Identify the data sources: Determine where the data will come from, such as databases, applications, or external sources.
03
Define data requirements: Clearly define the data that needs to be collected, including the type of data, format, and any specific attributes.
04
Design data models: Create a logical and physical data model that represents the structure and relationships of the data.
05
Extract data: Extract the required data from the identified sources, using appropriate tools and techniques.
06
Cleanse and transform data: Clean and transform the extracted data to ensure accuracy and consistency.
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Load data: Load the cleansed and transformed data into the data warehousing system.
08
Validate and verify data: Verify the correctness of the loaded data by performing integrity checks and validations.
09
Index and organize data: Organize the data in the data warehousing system by creating indexes and optimizing the storage structure.
10
Monitor and maintain data: Regularly monitor and maintain the data warehouse to ensure data quality and availability.
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Provide access and analyze data: Grant appropriate access to the data warehouse and use analytical tools to analyze the data and derive insights.

Who needs data warehousing and data?

01
Data warehousing and data are needed by various organizations and businesses, including:
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- Enterprises with large volumes of data: Organizations that accumulate significant amounts of data over time, such as e-commerce companies, financial institutions, and healthcare providers, can benefit from data warehousing to store and analyze their data efficiently.
03
- Business intelligence teams: Data warehousing is crucial for business intelligence teams that need to access and analyze data from various sources to derive meaningful insights and make informed decisions.
04
- Data-driven businesses: Businesses that heavily rely on data-driven strategies and decision-making, such as marketing agencies, retail companies, and research institutions, can greatly benefit from data warehousing.
05
- Compliance and regulatory requirements: Industries that have compliance and regulatory requirements, such as banking, healthcare, and telecommunications, often need data warehousing to secure and manage their data in a structured manner for auditing and reporting purposes.
06
- Data scientists and analysts: Data warehousing provides a centralized and organized repository of data, making it easier for data scientists and analysts to access and work with the data they need for research, analysis, and modeling.
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