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数据仓库×ETL 流程×OLAP立方体设计×
领域信息系统信息系统信息系统
方法族Process / pipelineProcess / pipelineProcess / pipeline
起源年份199219961993
提出者William H. Inmon and Ralph KimballRalph Kimball and data warehouse pioneersE. F. Codd and colleagues (Arbor Software)
类型Data system architectureData integration methodologyAnalytical data structure design
开创性文献Inmon, W. H. (1992). Building the Data Warehouse. New York: QED Technical Publishing. link ↗Kimball, R. (1996). The Data Warehouse Toolkit: Practical Techniques for Building Dimensional Data Warehouses. New York: John Wiley & Sons. link ↗Codd, E. F., Codd, S. B., & Salley, C. T. (1993). Providing OLAP to user-analysts: An IT mandate. Arbor Software. link ↗
别名warehouse, DW designETL, data integrationOLAP, multidimensional cubes
相关211
摘要Data warehousing is an approach to designing integrated repositories of historical business data optimized for analysis and reporting. Pioneered by William Inmon and Ralph Kimball in the early 1990s, data warehouses consolidate data from diverse operational sources into a centralized, time-stamped, non-volatile store supporting complex queries across multiple dimensions.The Extract-Transform-Load (ETL) process is a systematic approach to moving data from source systems into a target repository. Formalized in the context of data warehousing, ETL pipelines extract data from diverse operational sources, apply business rules and data quality checks, and load the results into data warehouses and analytical systems.OLAP (Online Analytical Processing) cube design is the practice of structuring multidimensional data for interactive analysis. Formalized by Codd and colleagues in 1993, OLAP cubes organize facts (measurements) along multiple dimensions (attributes) enabling rapid pivoting, drilling, and aggregation for business analysis.
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ScholarGate方法对比: Data Warehousing · ETL Process · OLAP Cube Design. 于 2026-06-18 检索自 https://scholargate.app/zh/compare