TRENDS IN DATA
WAREHOUSING
Chapter #3 Imran Khan
Agenda
•
Continued Growth in DW
•DW has become Mainstream
•Industries using DW
•
Vendor Solution & Products
•Status of DW market
•
Significant Trends
•Web Enabled DW
CONTINUED GROWTH IN DATA
WAREHOUSING
y Data warehousing is no longer a purely novel idea for
study and experimentation.
y It has become mainstream.
y True, the data warehouse is not in every dentist’s office
yet, but neither is it confined only to high-end businesses.
y More than half of all U.S. companies have made a
commitment to data warehousing.
y About 90% of multinational companies have data
warehouses or are planning to implement data warehouses in the next few months.
CONTINUED GROWTH IN DATA
WAREHOUSING
y In every industry across the board, from retail chain
stores to financial institutions, from manufacturing enterprises to government departments, from airline companies to pharmaceuticals, data warehousing has revolutionized the way people perform business analysis
and make strategic decisions.
y Every company that has a data warehouse continues to
realize enormous benefits that get translated into positive results at the bottom line.
y Many of these companies, incorporating Web-based
technologies, have enhanced the potential for greater and easier delivery of vital information.
Data Warehousing has Become
Mainstream
y In the early stages, four significant factors drove many companies to move
into data warehousing:
◦ Fierce competition
◦ Government deregulation
◦ Need to revamp internal processes
◦ Imperative for customized marketing
y Telecommunications, banking, and retail were the first industries to adopt
data warehousing.
y That was largely because of government deregulation in telecommunications
and banking.
y Retail businesses moved into data warehousing because of fiercer
competition.
y Utility companies joined the group as that sector was deregulated.
y The next wave of businesses to get into data warehousing consisted of
companies in financial services, healthcare, insurance, manufacturing, pharmaceuticals, transportation, and distribution.
Data Warehousing has Become
Mainstream
y Today, telecommunications and financial services
continue to lead in data warehouse spending.
◦ As much as 15% of technology budgets in these industries is spent on data warehousing.
y At present, data warehouses exist in every conceivable
industry.
y In 2008, pharmaceuticals was at the top of the list, with
Vendor Solutions and Products
y There are hundreds of data warehousing vendors andthousands of data warehousing products and solutions.
y Each company positioned its own products as the
proper set of data warehousing tools.
y Data warehousing was a new concept for many of the
businesses that adopted it.
y These businesses were at the mercy of the marketing hype of
the vendors.
y Over the past decade, the situation has improved
tremendously.
y The market is reaching maturity, to the extent of producing
Status of the data warehousing
market
SIGNIFICANT TRENDS
y
In the next few years, data warehousing is
expected make big strides in software, especially
for
◦ optimizing queries
◦ indexing very large tables
◦ enhancing SQL
◦ improving data compression
SIGNIFICANT TRENDS
y Real-Time Data Warehousing y Multiple Data Types
y Adding Unstructured Data y Searching Unstructured Data y Spatial Data
y Data Visualization
y Major Visualization Trends y Visualization Types
y Advanced Visualization Techniques
◦ Chart Manipulation.
◦ Drill Down.
SIGNIFICANT TRENDS
y Dashboards and Scorecards y Parallel Processing
◦ Parallel Processing Hardware Options
◦ Parallel Processing Software Implementation
y Data Warehouse Appliances y Query Tools
◦ Flexible presentation
◦ Aggregate awareness
◦ Crossing subject areas
◦ Multiple heterogeneous sources
◦ Integration
◦ Overcoming SQL limitations
SIGNIFICANT TRENDS
y Data Fusion
y Data Integration
◦ Data Integration
◦ Application Integration
◦ Business Process Integration
◦ User Interaction Integration
y Analytics
y Multidimensional Analysis y Predictive Analytics
y Agent Technology y Syndicated Data
SIGNIFICANT TRENDS
y Data in ERP Packages y Integration Options
SIGNIFICANT TRENDS
y
Data Warehousing and KM
yData Warehousing and CRM
yAgile Development
WEB-ENABLED DATA
WAREHOUSE
y
The Warehouse to the Web
◦ Bringing the Web to the warehouse essentially
involves capturing the clickstream of all the visitors to your company’s Web site and performing all the
traditional data warehousing functions.
◦ And you must accomplish this, near real-time, in an environment that has now come to be known as the dataWebhouse.
WEB-ENABLED DATA
WAREHOUSE
y
Clickstream data enables analysis of several key
measures, including:
◦ Customer demand◦ Effectiveness of marketing promotions
◦ Effectiveness of affiliate relationship among products
◦ Demographic data collection
◦ Customer buying patterns
WEB-ENABLED DATA
WAREHOUSE
y
The Webhouse can produce the following useful
information:
◦ Site statistics◦ Visitor conversions
◦ Ad metrics
◦ Referring partner links
◦ Site navigation resulting in orders
◦ Site navigation not resulting in orders