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HELP!
Is your data warehouse making you money or costing you money? By consolidating out-of-control data marts into an enterprise data warehouse, you will tame escalating cost and management headachesand realize far greater return on investment.
IN THE WAKE OF the dot-com booms
irrational exuberanceand in the midst of economic uncertainty
and global instabilitybusinesses are struggling to contain
costs. IT managers are under increasing pressure to spend less
and focus on projects that will deliver a clear return on investment
(ROI). How dothese urgent priorities impact data warehousing
projects?
In truth, many data warehousing projects have
run amok. Few have ever been measured for their effectiveness
and ROI. The time has come for IT managers to take stock: Whats
the best way to deliver higher business valueand at the
same time, rein in and reduce the spiraling costs of data warehousing?
For many organizations, the number one problem
is data mart proliferation. Years of creating a new data mart
every time a department needs to do some analysis are coming
back to haunt them. According to research done by Teradata®,
a division of NCR Corp., the average annual support cost per
data mart is $1.5 to $2 million. The aggregate cost of all the
data marts being funded independently at the department level
would shock most CIOs and IT managers; they are just now coming
to realize how costly data mart proliferation has become. With
59 percent of the companies in the survey maintaining up to
30 data martsand some as many as 100annual support
costs easily dwarf the business benefits the data marts were
intended to bring.
But cost is only part of the story: The real
ROI killer is lost business value. When data is spread everywhere,
its difficult to find answers to questions critical to
understanding current business performance and making decisions
that affect future enterprise competitiveness. Data mart proliferation
leads to timewastingcorporate intramurals, as one
CIO calls it, in which different departments vie over who has
the correct view of the data. Added to these difficulties is
the unproductive and frustrating activity of developing and
maintaining new data marts over and over again.
Is there a reasonable solutionone that
doesnt itself cost an arm, a leg, and multiple years to
implement? For a growing number of organizations, the answer
is data mart consolidation. It may not be the Holy Grail, but
for many IT managers, its the next best thing. Data mart
consolidation allows you to save millions and give business
decision makers a more accurate, comprehensive, and timely view
of their data.
COME TOGETHER
What is data mart consolidation? It involves integrating data
from multiple department, division, or agency data marts into
a consistent whole that is better able to answer all of an organizations
needs, rather than just a subset. Using a shared data model,
a consolidation effort merges data from multiple channels and
functional areas to produce a more valuable resource that defines
data once for use by everyone. Theres no redundancy: Data
is stored in one place only, delivering a single version of
the truth. Imagine: Fewer systems. Fewer disk arrays. Lower
maintenance, thanks to fewer processes and systems to support.
You wont suffer the lag time that comes with loading data
into multiple locations. You will eliminate data inconsistencies.
Your users will enjoy direct access to all the highquality data
they need.
Data mart consolidation brings operational
efficiencies that directly improve the bottom line. But even
more important is the impact on overall business success. Many
of todays leading organizations credit their success to
the development of an integrated, enterprise-level data warehouse.
Some were fortunate to have begun with that objective but others,
frustrated by data-mart architectures that did not allow them
to achieve business benefits, have migrated. Here are some examples:
Harrahs Entertainment. Harrahs
has saved over $20 million per year in overall costs since implementing
its Total Rewards customer relationship program, which
is based on Teradata database technology. The enterprise data
warehouse has given Harrahs a much clearer picture of
its customers, enabling the company to create targeted marketing
campaigns that have nearly doubled the profit per customer.
In the first year, same-store sales have grown 14 percent over
the $242 million the company achieved in 1998. Even more impressive:
The data warehouse enabled Harrahs to craft incentives
that encourage select customers to visit Harrahs properties
nationwide, leading to 72 percent growth in the number of customers
who play at more than one Harrahs property.
Travelocity.com. With an enterprise
data warehouse, Travelocity improved gross bookings and earnings
by 100 percent in 2000. Gross profit margins improved 150 percent,
and booker conversion rates rose to 8.9 percent, the highest
in the online travel services industry. After TWA announced
a special, $360 round-trip air fare between Los Angeles and
San Juan, Puerto Rico, Travelocity used its Teradata enterprise
data warehouse to identify customers most likely to take advantage
of the offer. Approximately 25 percent of Travelocitys
targeted customers either accepted the offer or booked a different
flight to the Caribbean.
Texas Comptroller of Public Accounts.
The enterprise warehouse gave the organization intelligence
that led to the collection of $94 million in unpaid or underpaid
taxes. Running on Teradata, the warehouse enables the Comptroller
to uncover an average of $1 million per week in additional revenue.
Anthem Blue Cross Blue Shield. A centralized,
enterprise data warehouse helped Anthem achieve the ultimate
in customer service: saving lives. Using Teradata for trend
analysis, Anthem conducted a study to identify best in
class coronary bypass surgeons who had a patient mortality
rate lower than 1 percent, compared with the industry average
of 4 percent. Armed with information, Anthem was able to route
its policy holders to the most skilled and successful surgeons.
| Lucy in the Sky with Diamonds |
| Brent Lautenschlegar, one of
Delta Technologies enterprise data warehouse
consolidation project leaders and now principal consultant
with Reflection Technology, says that Delta Air Lines
consolidated 27 standalone data marts into a centralized,
integrated enterprise data warehouse based on Teradata.
Previously, analysts struggled to gather data manually
from multiple, disparate sources just to get answers
to common business questions. A good example is flight
profitability. Analysts tackling this business problem
required data from three key subject areas: Operational
Statistics, Ticket Revenue, and Cost. Making things
even more complicated, the Cost subject area was itself
pulling data from upwards of eight different sources.
The process often took weeks, with numerous analysts
gathering, cleansing, and analyzing data from each
of these sources to determine profitability by flight
for the previous month. Today, Delta can analyze flight
profitability daily. Delta can populate its enterprise
data warehouse nightly and make it available for access
by all users. Delta was able to get answers
to important questions that it just couldnt
do before in a timely manner, said Lautenschlegar.
The monthly ROI for flight profitability alone
is measured in millionsand this is just one
of dozens of areas with similar results. |
|
CAN YOU GET THERE
FROM HERE? Sounds good. Looks difficult. How do you
get there from here? Teradata offers a Data Mart Consolidation
program that begins with a Business Impact Model (BIM) assessment,
which uses your data to calculate what youre currently
spending and demonstrate what and where the cost savings will
be once youve consolidated. The patent-pending process
identifies data marts that are candidates for consolidation
and typically recommends a phased approach over a period of
months. To eliminate guesswork and minimize risk, it measures
your net cost savings, after the cost of installing and migrating
to the consolidated Teradata system, in terms of Internal Rate
of Return (IRR), Net Present Value (NPV), and estimated payback
period.
The program is delivering visible results
for Teradatas customers. After going through the process,
customers are surprised to discover:
How much theyre spending today
The cost savings they can realize
in a relatively short period
The business value of having an integrated,
enterprise data warehouse.
Even after assessing the projected costs of
consolidation itself, the savings remain so significant that
customers often accelerate the consolidation process. They want
to begin getting expenses in line as soon as possible. And users
are anxious to gain the ability to find answers to enterprise-
level questions that they previously couldnt even ask.
Thats because Teradata can do for data
warehouses what competitive database products cannot: store
data at the detail level and still provide industryleading performance.
With this powerful combination, your users can drill down to
get a real picture of their business. They can do predictive
analysis based on real dataa critical advantage when it
comes to reducing attrition, detecting fraud, or increasing
customer satisfaction through better customer knowledge.
TICKET TO RIDE
Teradata is uniquely positioned to support the consolidated
environment. Other relational DBMS products, built to support
online transaction processing (OLTP) applications, require a
lot of bending and shaping to handle decision support. From
day one, Teradata database technology has had a single focus:
to support complex and demanding data warehousing workloads
at an enterprise level. As they grow in strategic value, data
warehouses have to support rapidly rising data volumes and increasing
numbers of concurrent users, who ask demanding questions, both
planned and ad hoc. A database that requires excessive indexes,
optimizer hints, and modification of initialization parameters
just to handle known queries cant support
the unpredictable nature of an enterprise data warehouse.
Attempting to keep up with the workload and
maintain acceptable performance, other DBMS products use a variety
of workarounds:
Constraining queries to a defined
set of parameters, even though this limits the variety of
questions users can ask;
Forcing users to work with summary
tables instead of detail-level data, even though this compromises
the accuracy of analysis;
Limiting data warehouse update frequency,
even though this means forcing users to work with data that
is out of date.
From the point of view of business users,
these workarounds represent major concessions, preventing them
from gaining the full ROI from their data warehouse environment.
Databases that require IT managers to tune queries, frequently
reorganize data, and apply parallelism only intermittentlyinstead
of on all functions and queriessimply dont have
the flexibility to deliver high-value, timely analysis. Isnt
that what you wanted your data warehouse to provide in the first
place?
Other DBMS vendors claim to support the tough
demands of enterprise data warehouses, but have trouble coming
up with real-world examples. Teradata is proven: For over 20
years, Teradata has been the foundation of real-world, production
systems, ranging in size from very small to hundreds of terabytes
and thousands of users. With Teradata, there is no diminished
rate of return once the systems size and complexity grows.
| BRITISH AIRWAYS: All Together
Now |
| British Airways wanted a single
view across the airline of each transaction with the
customer. This will lead to improved customer service,
increased revenue and reduced costs, and help increase
returns from yield management. It will also enable
British Airways to design and implement higher impact
marketing initiatives. Prior to this, the company
stored its entire customer and commercial data on
multiple, disparate databases supplied by Teradata,
Oracle and IBM. |
|
REVOLUTION
One Teradata customer uses a newly consolidated data warehouse
to reduce losses on perishable goods through more accurate demand
forecasting. Another customer, battling competitors in a newly
deregulated market, has been able to minimize attrition to near
zero, thanks to far more complete knowledge of customers. And
in one dramatic case, a Teradata customer consolidated 22 of
76 data marts over a period of eight months, delivering actual
cost savings of over $6 million per quarter. Due to the deliberately
conservative design of the BIM, customers actual savings
are often greater than the initial estimate.
With news of such success spreading quickly,
consolidation has become a major trend in data warehousing.
In the last 18 months, I have spoken to over 100 companies,
said Allen Messerli, principal of Allen Messerli Enterprise
Systems. As CIO of 3M Corp., Messerli directed a massive consolidation
project. Now, he spends his days guiding other large organizations
through consolidation. Its tough to keep up with
the demand. The credibility of Teradatas Data Mart Consolidation
program is super.
For many organizations, the consolidation
process is an opportunity to correct other shortcomings with
their firstgeneration data warehouse and data mart environments.
A single, integrated data warehouse allows them to finally establish
measurable, business-driven objectivesand develop business-level
confidence in a platform that can meet not only present needs,
but also future expansion.
Following its own internal review, British
Airways recognized the importance of a single, consistent enterprise-wide
data source to improve its commercial decision-making through
a complete knowledge of its customers interaction with
British Airways, both in buying and in service delivery. As
a result, they are consolidating the airlines customer
and commercial data onto a single enterprisewide Teradata Warehouse.
American Eagle Outfitters recently announced
plans to implement its first enterprise data warehouse after
consolidating multiple databases running with IBM DB2 and Oracle.
Now, with a single system based on Teradata, the company will
finally enjoy a comprehensive, integrated view of its business.
By consolidating our information with this technology,
we can better manage our large amounts of data, said Ken
Watts, American Eagles CIO and vice president of Information
Services. This data warehouse will be a key component
in supporting our future growth.
| sunrise: Here Comes the Sun |
| TDC Switzerland (sunrise), Switzerlands
second largest telecommunications provider following
the early 2001 merger of diAx and sunrise, has announced
that it will replace its existing Oracle data marts
with a single Teradata database. The new architecture
will allow sunrise to consolidate multiple, costly
data marts into one Teradata system. Decision makers
across the enterprise will be able to use and analyze
transaction data from various business units for the
first time. |
|
TERADATA: PROOF POSITIVE
In response to strong financial as well as competitive pressures,
pencils have gotten sharper. Savvy buyers are more thorough
and careful than ever as they assess potential platforms. Benchmarks
using their own applications and data; detailed total cost of
ownership assessments; proof required of vendors statements;
and lots of good references: These kinds of requirements are
now the rule rather than the exception.
For example, Highmark Blue Cross Blue Shield
recently migrated its fiveyear- old, DB2-based data warehouse
to Teradataa process that the company accomplished in
90 days. Highmark decided to migrate after reviewing the results
of an internal head-to-head, full-warehouse benchmark that revealed
Teradatas 300- to 700-percent advantage in query processing
performance over the dedicated DB2 environment, according to
Darren Macioce, vice president of Healthcare Informatics at
Highmark. The new Teradata-based system will support numerous
strategic applications, including data mining, advanced analytics,
measurement of physician and hospital quality of care, and mandatory
reporting for accreditation. Consultant Messerli says that for
most clients, the decision to migrate from other database environments
to Teradata is an easy one. You cant do an enterprise
data warehouse on any other platform.
WE CAN WORK IT OUT
Let a Teradata data warehousing expert help you quantify your
companys potential data warehouse cost savings and business
benefits with a FREE consultation and ROI report.
*With apologies to The Beatles
©2002 NCR Corporation, Dayton, Ohio
U.S.A. Produced in U.S.A. , All rights reserved.
Teradata and NCR are registered trademarks
of NCR Corporation. NCR continually improves products as new
technologies and components become available. NCR, therefore,
reserves the right to change specifications without prior notice.
All features, functions, and operations described herein may
not be marketed in all parts of the world. Consult your Teradata
representative for further information.
British Airways is a registered trademark
of British Airways.
Delta Air Lines is a registered trademark of Delta Air Lines
, Inc. sunrise is a registered trademark of TDC Switzerland
AG.
Harrahs is a registered trademark of Harrahs Entertainment,
Inc.
Total Rewards is a registered trademark of Harrahs Entertainment,
Inc.
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