| Why
Businesses Need Clickstream Data Warehouses
The e-business environment
has a number of unique characteristics that make a clickstream data warehouse
the key business success. The Internet is a great leveler of the normally
high barriers to entry for many types of businesses or business functions.
In six months time it is not hard for your enterprise, or its competitors,
to create an e-business that has a worldwide reach and the promise of
a multi-million dollar revenue stream. Such businesses would have taken
decades to create in the past. And, in the totally technology driven Internet
environment, everyone has access to the same tools and the same infrastructure,
all at a very low entry cost. Although many Internet enterprises make
much out of their "first mover" business advantage or the novelty of a
particular e-business model, neither of these provides any sustainable
business advantage in such a level environment.
It may come as a terrible
shock, but the level Internet business environment actually rewards business
efficiency and savvy marketing even more than the much more bumpy traditional
brick-and-mortar environment. The challenge is to find the technology
that that enables an e-business to achieve efficient operations and gain
a deep understanding of its market. The answer to this problem is the
clickstream data warehouse. It is your competitive advantage engine and
your long-term success differentiator.
Without a clickstream data warehouse the e-business environment can be
quite opaque - often nothing more than a set of grand assumptions with
little understanding of the actual dynamics of the underlying market.
At least in the brick-and-mortar world one can get a sense of what is
happening by simple human observation, but in the cybernetic Internet
environment, without a clickstream data warehouse you are essentially
deaf and blind.
The irony is that
clickstream data is remarkably easy to collect. Unlike the tortured mechanisms
that have been created to extract data from operational systems into data
warehouses in traditional brick-and-mortar environments, clickstreams
are automatically recorded by all popular web servers in several standard
formats. This avalanche of detailed user behavior data can be transformed
and loaded into clickstream data warehouses, which we think will be the
largest data warehouses in existence.
The Rich Click Data Stream
One other aspect of
clickstream data that has yet to be fully exploited is the richness of
information collected by the clickstream. It is much richer than the CRM-style
data collected by leading-edge brick-and-mortar companies. In the Internet
environment, an enterprise can know everything about what a user does,
whether he is a customer or not. The enterprise can get a picture of total
market behavior that goes well beyond actual customers. Unless you are
a monopoly, your enterprise only has a small fraction of the total market
as its customers. And while you may understand these customers well in
the CRM sense, the key to growth and market dominance is the understanding
of what non-customers want and how to convert them. Clickstream data warehouses
are the mechanism you use to move beyond CRM to eRM, that is, electronic
relationship management of the entire marketplace, not just your customers.
n intermediate step
on the path to a clickstream data warehouse is the use of web server log
file analysis tools, like WebTrends, Analog, NetTracker, etc. These tools
are especially good for recording site hit statistics, site entry and
site exit pages, and other gross statistical aggregates. These tools are
typically not good at time sequence analyses, like what happened over
the course of a site visit, why was the shopping cart or visit abandoned,
what was the effectiveness of a promotion targeted at a particular user
population, or what are the overall trends in these statistics over time?
You need a clickstream data warehouse to do these kinds of time series
analyses. Interestingly, the output of log file analysis tools can be
used as part of the input data for a clickstream data warehouse, meaning
that log file analysis tools and clickstream data warehouses often coexist
in a synergistic fashion.
How Clickstream
Consulting Can Help Your e-Business
After being immersed
in e-business technology for several years, we have concluded that your
Internet enterprise is doomed without a clickstream data warehouse. To
address this need, we have formed Clickstream Consulting, which can help
you tackle a clickstream data warehouse in a number of ways.
At the top level we
offer clickstream data warehouse project assessments and management consulting.
A critical piece of this offering is a unique methodology that drives
cross-enterprise management consensus on the business goals of the clickstream
data warehouse. By getting everyone to buy into the project goals, scope,
costs, and timeline the project is far more likely to succeed.
Once the project assessment
is done, it is time to implement the clickstream data warehouse. While
Clickstream Consulting will professionally implement the entire project
for you, it is often better to teach your staff how do it themselves.
After all, since the clickstream data warehouse is the most strategic
technology component of your e-business, it only makes sense to have good
in-house expertise. In order to educate your staff, Clickstream Consulting
has a series of courses for management and technical staff explaining
the process of building and using a clickstream data warehouse in great
detail. Some of these courses are already being taught by our staff at
prestigious nationwide venues like the Data Warehouse Institute.
If you need consultation
on any aspect of a clickstream data warehouse project, please email us
at Project@ClickstreamConsulting.com
or call us at 408-396-9500.
|