Data Warehouse Design for E-Commerce Environments

Data warehousing and electronic commerce are two of the most rapidly expanding fields in recent information technologies. In this paper, we discuss the design of data warehouses for e-commerce environments. We discuss requirement analysis, logical design, and aggregation in e-commerce environments. We have collected an extensive set of interesting OLAP queries for e-commerce environments, and classified them into categories. Based on these OLAP queries, we illustrate our design with data warehouse bus architecture, dimension table structures, a base star schema, and an aggregation star schema. We finally present various physical design considerations for implementing the dimensional models. We believe that our collection of OLAP queries and dimensional models would be very useful in developing any real-world data warehouses in e-commerce environments.

[1]  Ian Abramson,et al.  Oracle8 i data warehousing , 1998 .

[2]  Surajit Chaudhuri,et al.  An overview of data warehousing and OLAP technology , 1997, SGMD.

[3]  Patrick Valduriez,et al.  Join indices , 1987, TODS.

[4]  Il-Yeol Song,et al.  The translation of star schema into entity-relationship diagrams , 1997, Database and Expert Systems Applications. 8th International Conference, DEXA '97. Proceedings.

[5]  Matteo Golfarelli,et al.  A methodological framework for data warehouse design , 1998, DOLAP '98.

[6]  Il-Yeol Song,et al.  Data warehouse design for pharmaceutical drug discovery research , 1997, Database and Expert Systems Applications. 8th International Conference, DEXA '97. Proceedings.

[7]  Gerald L. Lohse,et al.  Electronic shopping , 1998, CACM.

[8]  Vladimir Zwass,et al.  Electronic Commerce: Structures and Issues , 1996, Int. J. Electron. Commer..

[9]  Goetz Graefe,et al.  Multi-table joins through bitmapped join indices , 1995, SGMD.

[10]  Yannis E. Ioannidis,et al.  Bitmap index design and evaluation , 1998, SIGMOD '98.

[11]  Stefano Paraboschi,et al.  Design principles for data-intensive Web sites , 1999, SGMD.

[12]  Don Meyer,et al.  Building a better data warehouse , 1997 .

[13]  Ralph Kimball,et al.  The Data Warehouse Lifecycle Toolkit: Expert Methods for Designing, Developing and Deploying Data Warehouses with CD Rom , 1998 .

[14]  Maurice D. Mulvenna,et al.  Discovering Internet marketing intelligence through online analytical web usage mining , 1998, SGMD.

[15]  Dennis Murray,et al.  Data warehousing in the real world - a practical guide for building decision support systems , 1997 .

[16]  Barbara Dinter,et al.  The OLAP market: state of the art and research issues , 1998, DOLAP '98.

[17]  Barbara Dinter,et al.  Extending the E/R Model for the Multidimensional Paradigm , 1998, ER Workshops.

[18]  Chris Adamson,et al.  Data Warehouse Design Solutions , 1998 .

[19]  Mohamed Ziauddin,et al.  Materialized Views in Oracle , 1998, VLDB.