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In: Operations Management

Explain the difference between a data warehouse and a data mart. Use the analogy of a...

Explain the difference between a data warehouse and a data mart. Use the analogy of a supply chain.

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Expert Solution

Difference between a data warehouse and a data mart:-

Sr.No. Basis of difference Data Warehouse Data Mart
1. Definition

Data warehouse is a large centralized repository of data which is used for reporting, data analysis and data mining. It is a large source of accumulated from different sources also known as enterprise data.

Data Mart is a subset of data warehouse which contains a single functional data set. Data mart is a structure or access pattern specific to data warehouse environment which is used for specifice business line.
2. Types

3 types of data warehouse:

  • Enterprise data warehouse
  • Operational data store
  • Data Mart

3 types of data mart:

  • Dependent
  • Independent
  • Hybrid
3. Sources of data Data warehouse many external and internal sources from variuos area/department of an organization. Data mart has only few sources which are linked to single line of business.
4. Centralization

Data warehouse is a centralized system.

Data mart is a decentralised system.
5. Size of data Data size is typically larger than 100 GB. Data size is less than 100 GB.
6. Focus Data warehouse focuses on multiple subject area and is a wide repository of data source. Data mart focuses on a single subject or functional organization area i.e. finance or sales.
7. Model Data warehouse is a top down model. While data mart is a bottom up model
8. Flexibility In this the data is flexible In this data is not flexible
9. Nature Data warehouse is data oriented in nature. While data mart is project oriented in nature.
10 Life span It has a long life can be more than a year. It has short life only for 3-6 months.
11. Decision types Data warehouse includes strategic decisions that affect the entire enterprise. Data mart contains tactiacl decision pertaining to specific business line.
12. Data held Data held in data warehouse is in detailed form i.e. raw data, meta data and summary data. While data held in data mart is summarized type.

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