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Data Warehouse Architecture and Design

Mohammad Rifaiea Keivan Kianmehrb Reda Alhajjb Mick J. Ridleya

aSchool of Informatics, Bradford University, West Yorkshire, UK

bDept of Computer Science, University of Calgary, Calgary, Alberta, Canada

Abstract A data warehouse is attractive as the main repository of an organization's historical data and is optimized for reporting and analysis. In this paper, we present a data warehouse the process of data warehouse architecture development and design. We highlight the different aspects to be considered in building a data warehouse. These range from data store characteristics to data modeling and the principles to be considered for effective data warehouse architecture.

1. Introduction Business communities all across organizations are becoming increasingly dependent on their ability to quickly access, easily use, effectively share and efficiently maintain, quality and timely, business information which they need to help achieve success in their business objectives. Meeting these needs is the basis of the business requirements for the creation and implementation of a data warehouse environment which will contain, and enable easy access to, all the required business information. These requirements include business user needs for: 1) More consistent, quality information on all aspects of the company's business; 2) Greater capability to work with information directly, and therefore quickly satisfy varying informational requirements; 3) A clear and concise capability to determine, and understand in their terms, what information is available and how to access it; 4) Less dependency on IT professionals; 5) Increased ability to access and work with enterprise data; 6) Increased ability to create and share enterprise data; 7) The ability to add value to data when producing information for analysis or decision making.

Data warehousing processes are used to design and develop data repositories for efficient enterprise reporting and decision support systems; data warehouse design and development already attracted the attention of several researchers, e.g., [1, 2, 4, 5, 6, 8, 9, 11, 12, 14, 15]. Sen and Sinha conducted data warehouse related comparative analysis [13]. Kimball states that a DW is a queryable presentation for enterprise data and that this presentation must not be based on an entity-relation model [6,7]. Data warehouses have become a very important aspect of data management for businesses. There is no de facto standard for data warehousing techniques but the basic methods and processes outlined by Kimball [7], Chaudhuri and Dayal are an excellent place to start [2].

This paper presents the requirements for a data warehouse architecture that meets the above enumerated needs effectively. The main motivation for choosing to build

a data warehouse is to enable users to report on tactical and strategic information. In other words, the enterprise data warehouse (see Figure 1) must have a robust, flexible, adaptable and scalable design and data architecture. This data architecture is essentially the enterprise's data infrastructure which maintains data on important historical and current business information. The data is structured in an easy to use and access manner for servicing the direct and immediate analysis and decision support needs of business users at all levels of the enterprise using methods and techniques considerably different from those used by existing transactional production applications for maintaining and accessing transactional data.

The rest of this paper is organized as follows. Section 2 covers data warehouse design. Section 3 presents data warehouse data stores. Section 4 describes the data model. Section 5 outlines enterprise data warehouse design principles. Section 6 is summary and conclusions.

2. Data Warehouse Construction Enterprise data warehouse (EDW) data originates from a variety of different sources. These could include: 1) The EDW database needs to be designed and integrated in a way which will eliminate many of the inconsistencies which have evolved over the years in many of the legacy system operational databases and local application data stores. 2) Metadata (technical and business information about the data) is an integral component of a robust Data Warehouse infrastructure. Without this information, it will be extremely difficult for both administrators of the Data Warehouse and users of the data to know and understand the data means and its appropriate usage. Metadata is also vital for the administrators for change management and impact analysis. 3) A metadata repository (see Figure 2) is required to maintain descriptive information of all available data in the information warehouse. The structure of the metadata enables business users with easy retrieval and access to the required information in a manner which is easily understood in business terms.

The data quality of these data stores should be managed by a process of certification, by the owners of the data, to assure all interested users that the data has met the minimum threshold levels of acceptable quality. Important factors of quality, which need to be monitored, include timeliness and completeness of the data stored in the data warehouse. Performance indicators are required to enable monitoring.

Some important design characteristics of information warehouse data-stores which distinguish them from existing production operational data stores include: 1) None Volatile:

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Real time updates occur to selective data warehouse data stores. Most data stores are refreshed in batch, not less than every 24 hours. Time consistent context of data across different sources need to be maintained. 2) Time Variant: A 3 to 7 year time horizon for maintaining data is normal for the information warehouse. The 7 year retention is typically driven by regulatory requirements for the retention of data. The data is periodic and maintained as a series of snapshots, taken as of some moment in time. The key structure of data tables must contain some element of time. 3) Granularized structure: Data is maintained at various levels of granularity and summarization. Frequently access data can be pre- jointed and summarized to enable quick turnaround on queries and reports. Detailed and atomic level data will be maintained alongside summarized and pre-calculated data. New approaches to data storage are evolving such as “multi- temperature” data storage to minimize costs associated with maintaining large and multi-year business data. The concept behind ‘multi-temperature’ data storage strategies is to optimize data access for more frequently used data and isolating infrequently accessed data.

EDW minimizes the need to maintain historical information within the operational application data stores. Operational data-bases in the production environment will only maintain historic information if it is absolutely required for processing in “transaction-based” production applications. Otherwise, all historical data beyond "current value" will be maintained in the EDW data stores for access and use by business users for informational analysis and reporting purposes. Costs for storing history data will be optimized by using tables containing different levels of summarization.

A successful approach in migrating towards an effectively architected enterprise warehouse environment is the one which requires much greater levels of involvement from business users than those typically required in the development of operational based applications in production. The best approach involves designing and building the warehouse data environment one increment at a time. This way, technical and business community staff can work closely together through a process of continuous iteration, to design and implement each component of the warehouse until the structure and content of the data, in each component, meets the satisfaction of the business.

The starting point for the migration is the creation of an EDW data model. Initially the model will include the definition and confirmation of subject areas (business and application specific) and high-level list of entities for the information warehouse data model. This level of the model will help to chunk out the planned warehouse data environment into components prioritized by business requirements, specific needs of business user groups, and the readiness of the users to move ahead with this initiative. The design of each enterprise warehouse component will involve a number of transformation and refinement activities to the related areas of the EDW.

Once the design is complete, and agreed upon by the business users, the tables will be generated and populated in

small increments. This will allow users to immediately test the data and report their satisfaction or request for changes. Data Management standards and guidelines need to be established and maintained for ensuring the quality and integrity of the data in the enterprise warehouse. Procedures and guidelines also need to be established for handling data stewardship, data sharing and change management for data stores within the information warehouse environment.

Figure 1 General enterprise data warehouse

Fi gure 2 Metadata repository contents

Figure 3 A high level distinction between levels of EDW

3. Enterprise Data Warehouse Data Stores The design, construction and effective implementation of an EDW represents a significant variation from the structure and design of the operational database tables maintained in the existing operational environments. The structure of the warehouse will consist of data stores categorized into two different levels (see Figure 3). Each level is distinguished by the need to either share the data store across the enterprise or share the data within a business-unit.

Significant differences exist between the properties and characteristics of operational data-stores in production

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environments and those of the EDW data-stores. These stem from differences in the intended storage and usage of data in the two environments. Operational data stores are typically transaction orientated, detailed, and accurate at the moment of access. The data warehouses data stores are analytical and reporting orientated; they may include summarized or refined data and snapshots of data over defined periods of time.

The following points describe the key characteristics of corporate-wide shared EDW data stores: EDW is a collection of shared data-stores which are subject oriented, integrated, and nonvolatile and time variant

EDW data-stores are organized within major data subject areas. These are defined in the Enterprise Data Model and could typically include areas of common business interest such as customer, product, arrangements etc.

Integration of the EDW data-stores eliminates many of the inconsistencies which have evolved over many years from the many different designs of applications developed and implemented. Examples of inconsistencies include encoding, naming conventions, physical attributes, etc.

Integration occurs when data passes from the application oriented operational environment to the data warehouse. For each operational application, routines are developed and run to eliminate data inconsistencies between individual application data-stores before added to EDW.

EDW data-stores are non-volatile as compared to the operational environment data-stores. EDW data is loaded in a series of batch updates and accessed on-line or in batch. No real-time update to this data occurs in the EDW environment. In contrast, operational data is regularly accessed, manipulated and updated a record at a time.

An important distinguishing characteristic of EDW data is that it is time variant. This shows up in several ways:

The time horizon for the data warehouse is significantly longer than that of operational systems. A 1 to 2 year time horizon is normal for operational systems based on the average lifecycle of transactions; a 3 to 7 year time horizon of data is normal for the EDW. Operational databases contain "current value" data - data whose accuracy is valid as of the moment of access. As such, current value data can be updated. By contrast, EDW data is a series of consistent snapshots, taken as of some moment in time such as end-of-day, end-of-week, and end-of-month as required enabling analytics about the business. The key structure of operational data may or may not contain some element of time, such as year; month days, etc. The key structure of the data warehouse always contains some element of time.

There are significant differences in the levels of detail of data within the data-stores of the two different environments: 1. Operational data-stores contain complete levels of

detail of the most current data as captured in the specific transaction of each operational application.

2. EDW contains data structured at various levels of detail. This could include an older level of detailed data

(usually in bulk archival storage), a current level of detailed data, a level of lightly summarized data, and a level of highly summarized data. Usually a significant amount of transformation of data occurs as data is moved from detailed operational level to various levels of summarized detail in information warehouse level.

3.1 Business Unit Data Stores EDW consists of data stores both at the enterprise and the business unit levels. The following include high-level guidelines for the positioning, development and implementation of business unit data-stores: Business unit level data stores (data marts) will be modeled, implemented, maintained jointly with the business unit. This includes those business users who are specifically interested and have the primary need for the data in the business unit data mart.

The business unit also assumes the role of the data stewardship of this data. They will be primarily responsible for "certifying" the integrity and quality of the data if it is needed for sharing by other business units across the enterprise.

These business unit data stores will generally have limited interface needs with other business unit data marts. They will physically reside on the same technology platform alongside the EDW and other business unit data marts. The capability of access from other data marts is available for authorized users from other business units.

A single enterprise data-model would contain all shared and non-shared data marts, although strict rules of "de- coupling" would be employed to ensure operational independence of various entity types within the model.

3.2 Historical Data One of the major impacts of establishing and implementing EDW will be in the handling of historical data. Currently, the operational data stores in the production environment handle and maintain both "current value" and historical data based on the specific applications for which the data store serves. With the implementation of an effectively designed EDW, the need to maintain historical data in the operational application data stores will change.

Historic information should only be maintained in the operational data-bases to a limited degree, if it is absolutely necessary for the processing of any production applications which have been built for updating, accessing or using transaction based operational data.

In all other cases, historic information and other related derived information will be maintained in appropriately designed data-bases within the Data Warehouse Environment. This is especially the case for historic data needed for analytical, data mining and reporting purposes. The purging of data in the Data Warehouse Environment is determined by the need of the enterprise to maintain history and regulatory specifications for the retention of data.

At first glance, this may appear to significantly increase the volume of, and hence the cost to maintain a large amount of data in the Data Warehouse Environment. Although, the volume will increase, the costs can be

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significantly minimized by using effective designs through the use of different levels of summarization and the elimination of data duplication generated by disparate applications.

4. Enterprise Data Model An important starting point for designing, building and implementing an EDW is the design and construction of an appropriate Data-Model for this environment.

However, the creation and construction of an adequate Data-Model for the Data Warehouse will require the adoption of new or changed techniques from the Classical Data-Modeling techniques which have been generally used for modeling the Operational Environments.

Classical data modeling techniques make no distinctions between operational and informational/analytical environments. These techniques merely try to gather and synthesize the informational needs of the organization resulting in an Enterprise Corporate Data Model which adequately covers the operational data needs of the enterprise, but which does not capture the structural needs of data which will be stored in the EDW. Another classic difference is the extensive number of additional data relationships that are to be considered for analytic purposes. Enterprise Data Model forms the foundation of the enterprise’s existing and ‘to-be’ data architecture. They represent the existing operational data needs of the enterprise as well provide a template for the integration of new subject matter data across the enterprise. It is specific in its scope for representing the structural data requirements of the data warehouse based on the characteristics of informational/analytical data.

The Enterprise Data Model for the operational environment requires extensive transformations and further refinements if it is to effectively represent the data requirements of the Data Warehouse. Before proceeding with the design and construction of the Data Warehouse data model it is important to understand, and take into consideration, the following three different levels of data- models: The conceptual data model. This is typically called the entity relationship model (ERD). This level determines the models "Subject Area" and defines the “what” entities (at the highest level) belong in each of these areas. The level also establishes the "scope of integration" which defines the boundaries of the data model. This scope must be agreed by the data architect, management and the ultimate user of the data, before the modeling process commences. This is the level of the enterprise ERD, which is a composite of many individual ERDs that reflect the different views of people across the enterprise.

The logical data model. This level further expands on the detail within the subject areas and high-level entities defined in the high-level data model. Very rarely are mid level models developed at once. The mid level data model for one major subject area is expanded, then the mid level model is fleshed out, and so forth. Constructing the logical data model is the first step towards the data-base design for the project application.

The physical data model. This is created from the logical data model merely by extending the logical ERD to include keys and physical characteristics of the model. This is the level at which most of the transformation takes place for refining the ERD and constructing the Data Warehouse physical model. The Enterprise Data Model is a very good place to start

the process of building a Data Warehouse. However, there is some amount of work that needs to be done on this model in order for it to be readied for the building of the Data Warehouse. A certain amount of transformation must occur to create the Enterprise Warehouse Data Model from. The activities in the transformation are outlined next. The removal of purely application specific operational data;

The addition of an element of time to the key structure of the Data Warehouse if one is not already present;

The addition of appropriate derived data; The transformation of data relationships into data artifacts. Artifacts are a way of capturing snapshots of relationships between entities which change over time.

Accommodating the different levels of granularity found in the data warehouse;

Merging like data from different tables together; Creation of arrays of data. Arrays are created by stringing together multiple occurrences of any given entity in the operational data store, and creating only one record in Data Warehouse. This reduces the amount of indexing required to retrieve multiple occurrences of the same entity, and can significantly reduce the cost for data summarizing and accessing for informational reporting.

The separation of data attributes according to their stability characteristics. This is the act of grouping attributes of data together based on their propensity for change. This list clearly indicates that a significant, carefully

planned and coordinated, effort must be undertaken in order to effectively "re-fine" Enterprise Data Model for constructing the Data warehouse Data Model.

An important premise, which cannot be overlooked, is that the Enterprise Data Model must be current and up-to- date before proceeding with its refinement. If the Enterprise Data Model does not adequately represent the most current business needs and requirements a lot of wasted work may go into constructing the Data Warehouse Data Model.

5. Enterprise Data Warehouse Principles The primary objective of the EDW is to create an integrated and standardized enterprise data foundation which facilitates improved analytics and reporting leading to better decision making and problem solving capabilities. It must be flexible to enable knowledge workers to ask new questions and ponder new and different approaches to address new needs and requirements, thereby uncovering new customer needs and changing business dynamics. The underlying data management infrastructure provides for: A holistic integrated and consistent view of the enterprise’s data.

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A consolidated single target for directing intuitive business user access tools and technologies, making data available to the business in a timely and cost-effective manner. To achieve the objective for building the EDW requires

that the data contained in it to be, not only of high quality but also reliably and consistently interpreted by Business users. The guiding principles in this section attempt to outline those characteristics which should be incorporated into the EDW in order to achieve that vision. It highlights the importance of common standards and practices in the development of the various components of the EDW as well as some of the awaiting gaps and pitfalls.

There is another objective of an EDW which has been largely adopted by the majority of corporations. This objective is that the EDW provides a framework and environment for the capture, retention and reporting of operational transactional data of the corporation. This implies that rather than each application being individually responsible for the archival of its data, the EDW would, in addition to providing for analytics and reporting of this data, also provide a "warehousing service" for those applications with all of the controls, security and retrieval capabilities necessary to meet the strategic, tactical and operational business requirements. The EDW will satisfy the audit and governmental responsibilities of the corporation for the retention of this data.

The Mission of the Data Warehouse is: “To provide the business with a standardized, consistent, timely and accurate information to improve the effectiveness, efficiency and timeliness of business insights and decisions.” The Mission of the Information Management team supporting the warehouse environment is: “Ensure operational excellence in the management of the organization’s Information Assets. Maximize the value, usefulness, accessibility and security of Information. Efficiently architect, build and support Information Solutions”

The EDW is an integrated data foundation offered as a service by Information Technology groups to all business units within corporations. All objects implemented within the EDW (i.e. architecture, models, programs, databases, software) must adhere to data and technical standards and be developed consistent with approved procedures.

5.1 Technology and Data Principles It has been said and written at ad-nauseam that change is the only constant in business. Additionally, the number of information and knowledge worker is growing. The business needs for improved knowledge of the customer, operational insights, compliance and regulatory requirements drive an increase in the volume and variety and periodicity of data stored in an EDW. The number and complexity of queries are on an exponential trajectory commensurate with increase in data and users. The EDW, therefore, must have the technical capabilities and characteristics which support the aforementioned increase and requirements. The success of the EDW and optimal

business value of the EDW is dependent on some technical principles: extensibility, scalability, and availability.

The design and creation of databases within the scope EDW will follow the enterprise-defined practices for database development and implementation. The population of databases within the scope of EDW will be done using enterprise standard tools. The extract-transform-load programs will follow accepted guidelines and procedures regardless of the source of the data. All databases within the scope of EDW will be data- modeled in compliance enterprise data standards. An operating manual for the databases within the scope of EDW will be established. The operating manual will define such rules as: the frequency of update/refresh, availability and data retention.

The metadata for each object contained in the EDW will contain not only information about the data structures and business rules, but also information about the specific data in the database (i.e. data source, data target, data quality, summarization rules, data vintage & retention, etc.).

Any data transformation, mapping, scrubbing or summarization must occur prior to the placing of the data in the EDW. Direct updating of databases within the scope EDW by any means other than the documented update procedure is prohibited.

5.2 Guiding Principles This section defines the guiding principles applied to the organization’s data architecture strategy. Data will be captured accurately and completely at the point of contact.

Meta Data will need to be integrated across the organization, so that it allows end users to communicate more effectively with IT and allow for increased efficiency in reporting processes.

Regardless of where we store data within the organization, the data must be consistent throughout the organization. Data must have enterprise-wide integrity.

An enterprise strategy will be developed to manage data, information and knowledge assets.

Develop a data quality strategy that addresses the information needs of the business.

A clear and consistent definition of data will be supported through the creation of an enterprise-wide data model.

Corporate data standards will be implemented to eliminate redundancy and enhance data integrity.

Data is owned by the organization and a data steward and a data custodian will be assigned to it.

Information accessibility and security will be determined by data stewards.

The data steward needs to clearly articulate data classification, entitlement, data definition, rules, security and privacy.

5.3 Data Usage In an organization, data is gathered, exchanged and shared. It produces analytical information, which is managed to produce knowledge. Leading organizations acknowledge, support and fully leverage their data assets. Data assets are grouped into 3 types, based on their purpose:

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Data: which supports business processes; it is system/process relevant.

Information: which supports the analysis, reporting and decision-making; information is created by aggregating and summarizing data. It has common, user understandable definition.

Knowledge: which provides the decision support and learning/discovery; knowledge is created by synthesizing and categorizing information. It is self-describing. (i.e. Business Intelligence Data) In any organization, data has to be assessed and analyzed

based on its usage. Technical infrastructure supports data retention for future business needs. As the usage changes, the architecture should be reviewed and possibly revised.

5.4 Data Quality Information is an important asset that everyone in the organization has responsibility to maintain and improve. The relevant policies related to data quality are given next: Data Accuracy: Individuals who enter, update or delete data are responsible for quality and accuracy of the data.

Data Consistency & Integrity: Regardless of where data is stored within an organization, the same data must be consistent throughout the organization. Data must have enterprise-wide integrity.

Data Capture: Data will be captured in electronic form as close to the source of origin as possible.

Data Exchange: Once captured, data will be stored and exchanged using electronic means to avoid manual transcription and re-entry.

For improved data quality, an organization needs to: Consider other users of the data and the business value of that information to the organization as a whole.

Have the information supplier (e.g. the customer) validate the information.

Use data items from information systems in the manner for which they were intended. For example, comment fields should not be used for storing codes. The system should be changed to match business needs.

Measure the quality of data and establish programs to improve that quality.

Enhance the Data Stewardship function to monitor and improve data quality. The resulting support for data quality will enhance the

accuracy, completeness and timeliness of data. This enhanced data quality is a critical building block for future initiatives. A robust data governance foundation can complement other initiatives, such as simplifying ongoing conversions to new applications, extending the life-span of key legacy applications, effective business partnerships and enhancing shared service support.

6. Summary and Conclusions The development of robust enterprise data warehouse architecture is necessary to eliminate redundancy and to avoid possible inconsistency in the data stores of an organization. A data warehouse provides for better issuing of integrated reports that otherwise might require combining data spanning different applications within the organization.

A successful data warehouse architecture and design should consider and incorporate different principles and rules as extensively described in this paper. Currently, we are concentrating on how the process described in this paper could be successfully applied in practice.

References [1] Ballard Chuck et al. Data Modeling Techniques for

Data Warehousing. - San Jose : International Business Machines Corporation, 1998.

[2] Chaudhuri, S. and Dayal, U. 1997. An overview of data warehousing and OLAP technology. SIGMOD Records, 26, 1, pp.65-74, Mar. 1997.

[3] Golfarelli, M., Maio, D., and Rizzi, S. 1998. Conceptual Design of Data Warehouses from E/R Schema. Proceedings of the Annual Hawaii international Conference on System Sciences- January 1998. HICSS.

[4] Greenfield Larry The Data Warehousing Information Center. LGI Systems Incorporated, 2006. www.dwinfocenter.org/

[5] Jukic, N. Modeling Strategies and Alternatives for Data Warehousing Projects. Communications of the ACM 49, pp.83-88. 4, 2006.

[6] Kimball Ralph [et al.] The Data Warehouse Lifecycle Toolkit, New York : Wiley Computer Publishing, 1998.

[7] Kimball Ralph and Caserta Joe The Data Warehouse ETL Toolkit- Indianapolis : Wiley Publishing, Inc., 2004.

[8] Bonifati, A., Cattaneo, F., Ceri, S., Fuggetta, A., and Paraboschi, S., Designing data marts for data warehouses. ACM transactions on software engineering and methodology. 10(4), October 2001.

[9] Gardner, S., Building the data warehouse. Communications of the ACM. 41(9), September 1998.

[10] Giorgini, P. Rizzi, S., and Garzetti, M., Goal-oriented requirement analysis for data warehouse design. Proceedings of the 8th ACM international workshop on Data warehousing and OLAP. Germany: Bremen, November 2005.

[11] Gorla, N., Features to consider in a data warehousing system. Communications of the ACM. 46(11), November 2003.

[12] Microsoft Corporation, Data Warehouse Design Considerations. Retrieved on January 2008 from http://www.microsoft.com/technet/prodtechnol/sql/200 0/reskit/part5/c1761.mspx

[13] Sen, A., and Sinha, A., A comparison of data warehousing methodologies. Communications of the ACM. 48(3), March 2005.

[14] Winter, R., and Strauch, B., Information requirements engineering for data warehouse systems. Proceedings of ACM symposium on applied computing. Cyprus: Nicosia, March 2004.

[15] Zepeda, L., Celma, M., and Zatarain, R., A methodological framework for conceptual data warehouse design. Proceedings of the 43rd ACM southeast conference. GA: Kennesaw, March 2005.

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