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C2090-632 IBM Cognos 10 BI Metadata Model Developer

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C2090-632 exam Dumps Source : IBM Cognos 10 BI Metadata Model Developer

Test Code : C2090-632
Test Name : IBM Cognos 10 BI Metadata Model Developer
Vendor Name : IBM
Q&A : 53 Real Questions

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IBM IBM Cognos 10 BI

ExistBI’s IBM InfoSphere DataStage and IBM Cognos training for Excellence in enterprise | killexams.com Real Questions and Pass4sure dumps

As we settle for and welcome the entrepreneurial tradition with open palms, it offers hints to corporations concerning the possible dangers of going out of enterprise in the event that they do not take the vital precautions to survive the competition. This contains adopting alternate and opening your mind to new know-how that can benefit the business and help it dwell aggressive within the long-time period. IBM strives to present people and corporations expertise that contributes to their progress.

ExistBI brings you licensed IBM InfoSphere DataStage working towards and IBM Cognos practising from certified, skilled, and award-profitable people to stress the value of IT in operating a business. We accept as true with in using technology to empower each business to reside within the race and not be left behind.

Why You need IBM Infosphere Datastage practicing

With a strong ETL (Extract, seriously change, and cargo) technique, a company can dig deep into huge records units via queries and retrieve significant tips that should be advisable for the business. additionally, with effective integration, that you may steer clear of any delays in resolution-making, which could aid you gain first-mover advantage in an already saturated market. With InfoSphere DataStage, IBM brings you an advanced ETL device in order to not handiest support you assemble records, but additionally allow you to latest it graphically and take decisions in true time, saving you from a misplaced probability.

ExistBI’s working towards program covers everything, from administration to structure and programming to information processing to help you get a complete idea of the utility. moreover, our partnership with IBM allows for us to convey licensed gaining knowledge of fabric and palms-on working towards from certified individuals all across the globe. With DataStage, we can assist you examine a strategic growth.

How IBM Cognos is diverse

unlike InfoSphere DataStage, IBM Cognos is a business intelligence device this is web-based. It presents enjoyable equipment for analytics, reporting, metrics, rating carding, and monitoring. The several components of IBM Cognos that consist of a framework manager, dice dressmaker, and transformer allow for the efficient processing of records and system of relationships to arrive at actionable effects. The Cognos express addition additionally allows for business users to devise, finances, and forecast, which is effective in creation, earnings, advertising, analysis and construction, and other departments.

With a company intelligence tool like Cognos with the aid of your side, you could arrive at useful and important tips it truly is unique and catered to your specific wants. The sources can be previous business facts or information picked up from a lot of sources in the users’ group to support you be aware the market traits and what can also be expected sooner or later. with no BI tool, surviving this modified period may well be a problem. With ExistBI’s IBM Cognos training, you've got more suitable probabilities of stumbling upon anything pleasing so as to interest the hundreds than devoid of it.

Why choose ExistBI

Our commitment to empowering businesses with know-how is just a step in opposition t achieving everything the realm has to offer. agencies need BI application and tools to make extra counseled selections and emerge because the winners. With our IBM training capabilities and solutions, we intention to help companies regulate to the contemporary world.

To be taught extra about us, visit our YouTube channel, “ExistBI — Uniting enterprise and know-how.” To beginning off with, click on this link and go through our videos on company intelligence: https://www.youtube.com/playlist?record=PLREDZv-uBI06RtZQVGpI15_ETc3ExlJab.

For greater suggestions about our functions, that you may get involved with us nowadays! conveniently visit www.existbi.com or provide us a call.


Cognos 10 and the way it Represents the IBM Cloud method | killexams.com Real Questions and Pass4sure dumps

IBM’s cloud computing strategy is obvious to a point with Cognos 10, the newest release of the business intelligence platform.

As part of Cognos 10, IBM is delivering a cloud-based mostly provider they call Cognos 10 within the Cloud.

It’s a hosted provider for agencies that wish to transfer its license to the cloud or totally host on-line.

The method offers some perception into the IBM software neighborhood’s method to cloud computing.

We see three distinctions to the Cognos method and the way it displays on IBM’s strategy.

Hosted, not SaaS

The provider has the equal aspects that comes with Cognos 10, arguably the highlight of IBM’s suggestions on Demand convention. It aspects predictive analytics and social collaboration capabilities via its integration with Lotus Connections.

Cognos 10 in the Cloud isn't in the vein of a traditonal SaaS service. You pay a license payment for internet hosting your license. shoppers might also swap the license from on-premise to the IBM Cloud. consumers may additionally also decide to purchase a hosted license without investing within the on-premise service.

Streaming information from the Cloud

Cognos 10 is a heavy responsibility analytics engine. SPSS is baked in. It pulls in information from the cloud, including unstructured information. clients can use third-birthday party records to get a historic analysis, see a true-time circulation or do “what if,” analysis.

less About Cloud, more About start

It’s questionable if there is demand for a pure cloud computing carrier. businesses have deep investments in facts facilities however they are trying to find tips on how to lengthen to a cloud environment. That’s a trend we see a great deal from SAP, VMware, Microsoft and a host of others.

IBM says it’s approach with Cognos 10 is much less concerning the cloud than beginning. valued clientele desire a place to put their software license. That’s the start IBM is making with Cognos 10 in the Cloud.

we now have questions in regards to the IBM method. it’s only a small part of IBM’s cloud offering however it’s illustrative of a bigger strategy to make use of the cloud as an choice start mannequin for traditional software offerings.


IBM Combines Analytics, enterprise Intelligence in Cognos 10 | killexams.com Real Questions and Pass4sure dumps

Posted October 26, 2010 via Paul Shread     comments

IBM provides collaboration, cellular help and easy-to-use analytics to its flagship BI utility.

At its new business Analytics discussion board in Las Vegas this week, IBM (NYSE: IBM) continued its aggressive push into enterprise intelligence and analytics with a couple of new product releases, together with the latest free up of its flagship BI application, Cognos 10.

also on the new convention for Cognos and SPSS users, large Blue unveiled DB2 10 database software with a forty percent performance boost, IBM InfoSphere Server 8.5 information integration and exceptional utility, and a expertise preview of Hadoop-based huge records analytics utility.

Cognos 10 boasts a few new facets, together with collaboration and analytics capabilities and iPad, iPhone and BlackBerry help.

IBM expenses Cognos 10 as "probably the most significant analytics providing when you consider that the acquisition of Cognos" three years ago. The addition of Lotus Connections application provides social collaboration and the capacity to talk as issues come up.

IBM also claims "intuitive navigation capabilities and simplified consumer event" that "removes the frustration of having to interrupt user instruct of notion on account of the deserve to switch between views to get the appropriate information."

The utility presents an integrated view of historic advice with true-time updates. clients can choose a range of views from elementary precise-time suggestions to superior predictive analytics.

IBM mentioned Cognos 10 "takes analytics out of the traditional layout of reviews and charts to a greater interactive design and broader analysis and insight, making it simpler with the aid of providing developed-in pictures and videos to book business clients. they can now benefit rapid insight with analytics in a simple to use layout every time, any place on their cellular contraptions."

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IBM Cognos 10 BI Metadata Model Developer

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Cognos Basics Tutorial — ABC LEARN | killexams.com real questions and Pass4sure dumps

Data Warehouse Concepts

What is a Data Warehouse?

A warehouse in general terms is a repository where we store our information. Coming to the data warehouse, it is a collection of data organized in a specific manner and categorized information.

A data warehouse stores historical data of an organization so that they can analyze their performance over the past years and plan for the future.

The popular definition of the data warehouse by WH Inmon:

A data warehouse is:

  • Subject oriented: Data in the warehouse is categorized in different subject areas. For example, consider a KFC store. It has many branches all over the world. If we have to analyze “sales” for India, this is termed as “subject”.
  • Integrated: A data warehouse has data coming from multiple sources which are integrated into the warehouse. For example, consider the same KFC store, stores in India may store date field as “dd/mm/yyyy” whereas the same data in another country will be stored as “MM/DD/YYYY”. The data warehouse will have only one format fixed to say “MM/DD/YYYY”.
  • Time-Variant: A data warehouse stores historical data with which we can identify patterns of sales over a time period of 3 months,6 months or 2 years of any organization which has a warehouse.
  • Non-Volatile: Data in the warehouse will not change once it is entered.
  • Another definition from Ralph Kimball is more precise:

    A data warehouse is a copy of transaction data specifically structured for query and analysis.

    What is a Data mart?

    A data mart is a subset of a data warehouse. Suppose we have an organization established in many different locations and each location maintains a data warehouse which we call it as data mart because a warehouse will have all the data integrated and as far as data mart is considered it will be a part of the data warehouse.

    What are uses of having a Data Warehouse?

    A Data Warehouse, in general, is used to analyze trends over a period of time and enhances the decision making of an organization. Once the data is loaded into the warehouse will be creating an OLAP cube or directly use the data to analyze trends. Basing on which the top level management will approach their future business strategies.

    Data warehouse Architecture

    We will multiple sources there all the operational data will be stored. Some may store them in flat files and some in databases. We will have to read all the sources and perform ETL (Extract, Transform and Load operations) which will be used to integrate data from these sources and transform them into one unique structure and then load into our target data warehouse.

    Data Warehouse Architecture

    There are 2 approaches in designing your data warehouse. First one is “Top-Down approach” and second is “Bottom-up approach”.

    Top — Down Approach: The above image shows the top-down approach, where we are reading data from multiple sources and transforming the data and loading into your warehouse, then on top of that we are creating our data marts.

    Bottom-up Approach: The opposite of the above approach is this. Here we will be creating data marts first and then we will create our data ware house on top of all the data marts.

    Data Warehouse Terms

  • Dimension: A Dimension is a categorical information which is stored in a data warehouse.
  • Fact: Fact is a measurable quantity by which we can actually figure out what the dimension does.
  • Attribute: Attributes are the elements in a dimension  Ex: Suppose we have product information classified in a dimension. The attributes of the “Product dimension” are: “Product_ID, Product_Name, Product_Color” etc.  Sales is a fact table where you store numeric values associated with the dimension attributes.For instance, we have to calculate the number of sales of each product for the current month.In this case, Product is the dimension and Month is a dimension and numbers of product sold is the fact.
  • OLAP: Online Analytical Processing is a multidimensional model using which users can view data in multiple dimensions at a single glance.
  • Types of OLAP’s:
  • Relational OLAP
  • Multi-dimensional OLAP
  • Hybrid OLAP
  • OLTP: Online transactional processing is a transaction based model where the main aim will be to retrieve data faster and update transactions quickly.
  • Schemas in Datawarehouse

    The schema is a logical arrangement of tables in a data warehouse. We have schemas in relational databases. Very much like same Data warehouse has schema’s namely Star schema, Snowflake schema, and Fact-Constellation.

    Star Schema

    In this logical arrangement of tables, the fact table will be at the center of the schema surrounded by multiple dimension tables. Fact and dimension tables are linked via a Primary — Foreign Key relationship.  Fact table will be having foreign keys of all the Dimension tables along with the facts whereas a Dimension table will be having attributes which describe the Dimension.

    Snowflake Schema:

    In this logical arrangement of tables, we have dimension tables connected to other dimension tables which in turn are connected to fact table via a primary-foreign key relationship.  Else we can say that the Dimension tables in Snowflake schema are normalized.  Because of the normalization, the data redundancy will be reduced and a lot of storage space is saved.

    Fact Constellation Schema:

    A fact constellation schema, unlike the start or snowflake, will have multiple fact tables. It is also called as Galaxy Schema.

    Star Schema Example

    In this schema shown, a fact table (sales) is connected to multiple dimension tables item, location, time and branch. Each dimension table has attributes describing the dimension and fact table has the foreign key of all dimension tables along with facts like dollars_sold and units sold.

    Snowflake Schema Example:

    In this schema, a fact table (sales) is connected to multiple dimensions, whereas the dimensions item and location are again connected to City and Supplier dimension respectively.

    Fact Constellation schema Example:

    In this schema, we can find two fact table Sales and Shipping connecting with each other and are again connected to multiple dimension tables individually.

    Now we are jumping into the actual topic “Cognos Business Intelligence”.

    Overall DWH architecture

    We will be dealing with Cognos reporting tool and Cognos Metadata managing tool and other useful tools that Cognos BI has.

    Let’s go through where BI will actually come into picture

    The below image shows overall Data warehouse Architecture. From data load to using the data loaded into the tables for enhancing the business of your organization. From all the data sources (may it be Operational databases, Flat files etc.) we load the data into data warehouse through different ETL process and creating cubes and using the data for mining purpose.

    The below figure will describe the Business Intelligence flow how the data will be used for Business optimization. Business intelligence is a process from where you will be able to derive methods to enhance your business with the data that you have. Using BI one will be able to look at their data at different levels and will be able to make decisions to make their business better.

    Cognos BI will be used to generate reports (list, crosstab, and charts). The below figure will show you the entire flow that happens with Cognos.

    The first step in using Cognos BI is to gather requirements. This is possible when you understand your business structure and the data that drives your business. Once the requirement is finalized the next step is to create your framework metadata model. You can choose either to you star schema or snowflake schema or you can use the existing relational model.

    After this step is done with we have to publish the model that we have created. Publishing the model will make your metadata model available for reporting purpose. Once your model is published, we can use the model to create different types of reports as per your requirement and we will schedule the reports basing your requirement.

    Different Versions of Cognos

    Cognos ReportNet

    Cognos ReportNet (CRN) is a web-based software product for creating and managing ad-hoc and custom-made reports. ReportNet is developed by the Ottawa-based company Cognos (formerly Cognos Incorporated), an IBM company. The web-based reporting tool was launched in September 2003. Since IBM’s acquisition of Cognos, ReportNet has been renamed IBM Cognos ReportNet like all other Cognos products.

    Components:

  • Cognos Report Studio — A Web-based product for creating complex professional looking reports
  • Cognos Query Studio — A Web-based product for creating ad-hoc reports.
  • Cognos Framework Manager — A metadata modeling tool to create BI metadata for reporting and dashboard applications.
  • Cognos Connection — the Main portal used to access reports, schedule reports and perform administrator activities.
  • Cognos 8.x

    IBM Cognos 8 BI, initially launched in September 2005, combined the features of several previous products, including ReportNet, PowerPlay, Metrics Manager. There are also Express and Extended versions of Cognos 8 BI. Full features:

    Components:

  • Report Studio (Professional report authoring tool formatted for the web)
  • Query Studio (Ad hoc report authoring tool with instant data preview)
  • Analysis Studio (Explore multi-dimensional cube data to answer business questions)
  • Metric Studio (Monitor, analyze, and report on KPIs)
  • Metric Designer (Define, load, and maintain metrics to be available in Metric Studio)
  • Event Studio (Action based agents to notify decision makers as events happen)
  • Framework Manager (Semantic metadata layer tool which creates models or packages)
  • PowerPlay Studio (formerly PowerPlay Web)
  • Analytic Applications (Packaged BI Applications, built on an adaptable platform and extensible into Business Analytics)
  • Cognos 10.x

    We can see different components and how they are fitting in. The top most layer, where we can see Cognos Connection, Administrator, Business Insight and different studios. They all are web-based and end-user needs not to install any client side software if he has the latest web browser installed.

    The bottom layer is basically data layer where you may have homogeneous or heterogeneous database systems. Data may be relational or multi-dimensional. On top of it, we can see three modeling tools there — Framework Manager, Transformer, and Metric Designer. All of them are client based installation.

    We’ll maintain the flow of components from top to bottom as shown in below BI components figure.

    Before getting into the actual topics about how you create the model, deploy it and use it to create reports we have to first know the architecture of Cognos.

    Cognos Architecture:

    Cognos Business Intelligence framework is 3- tier architecture. The first tier of the architecture will be having the Web server which is responsible for the accessing the user interfaces. The second tier will be having IBM Cognos BI Server which will be having gateways and dispatchers to route requests from different UI’s to Database and communicate back to the server.

    The Third Tier will have the data sources. You can have multiple data sources and they will connect to the Cognos server using JDBC or API’s.

    The Below figure shows the architecture of Cognos BI:

    In the data tier, you can see one more component called the “Content Store” which is a repository for the Cognos server. Whenever you save any objects reports, models everything the data is stored in Content Store database which once you reopen or reuse the existing object created will fetch the data from the Content Store. All this work will be performed by the “Content Manager”.

    Content Manager: The content manager is responsible for connecting with the Content Store database and saving any report or model back to the Content Store.

    Dispatcher: The job of dispatchers is to route requests sent from and to the Web UI/Windows based components.

    Web-based and Windows Based components of Cognos

    Cognos BI has two types of components,

    1. Web-Based components.

    2. Window based components.

    Web-based components includes

  • Cognos Connection: This is the portal from where you can access all the web-based components of IBM Cognos BI.
  • Cognos Administration: Using this web-based UI you can perform administrative tasks like granting access, revoking access, creating users, groups and defining roles etc.,
  • Cognos Report Studio: Using Report studio tool we can create reports and format the reports. We can create multiple types of reports like list report, crosstab reports, graph’s etc.,
  • Cognos Query Studio: Here we create ad-hoc reports. Ad-hoc reports are useful when a user wants to see the report without any prompts and less formatting. Using query studio we can create a report instantly.
  • Cognos Metric Studio: This studio is used to build customized scorecards reports to monitor and analyze metrics.
  • Cognos Analysis studio: This studio is used to analyze data from different dimensions and also compare trends.
  • Cognos Business Insight: This tool is used to build dashboards. A dashboard allows a user to quickly look into the data and enhance the decision making.
  • Cognos Business Insight Advanced: With this tool, we can build more powerful dashboards and as well as simple reports.
  • Window-based Components:

  • Cognos Framework Manager: Cognos framework manager is a tool used to create metadata models which we can use in Report studio or analysis studio.
  • Cognos Map Manager: Using this tool we can create maps which will allow you to create a new region by using the existing regions.
  • http://www.abclearn.com/courses/cognos/cognos-tutorial/cognos-framework-manager


    Too Much Pessimism Discounted Into MicroStrategy Shares | killexams.com real questions and Pass4sure dumps

    No result found, try new keyword!IBM has incorporated smart discovery in both its Watson Analytics and Cognos Analytics offerings and it is the leader in ML enabled BI. On the demand side ... design and build its core Metadata model ...

    Sales and Marketing: Analytics in the Cloud | killexams.com real questions and Pass4sure dumps

    I’d like to thank Patrick Callahan, Senior Director at AmberLeaf for his contributions to this article.

    Based on the interest from my last article on hosted analytics, I decided to continue the trend and talk about businessintelligence in a software as a service (SaaS) mode. Customer relationship management (CRM) applications flocked to SaaS models based on the success of salesforce.com. Traditional on-premise vendors like Siebel, SalesLogix, Microsoft, Oracle, Onyx and the rest followed suit by providing SaaS solutions. The lure of no administration, no hassle upgrades, low switching barriers and fastimplementation times attracted many customers into the new model.

    However, business intelligence, database marketing and data warehousing have typically lagged these types of trends. It reminds me of the shift to the offshore implementation and support model. Datawarehousing lagged this trend due to the closer relationship between users and their support staff, the numerous requests for small enhancements that need to be performed quickly and the massiveamount of systems integration between legacy systems.

    Trepidation with SaaS models for business intelligence (BI) appeared for the same reasoning. As business intelligence became the center of large data integration and data quality efforts, concernsover the scalability and sophistication of SaaS vendors in this regard raised cautionary flags. In fairness, CRM systems are not without their data integration challenges, and the SaaS vendors haverisen to the occasion with APIs and other connectivity tools.

    Nevertheless, progress cannot be stopped. It is BI’s turn to flock to the cloud and the software industry is responding.

    Data Warehouse Infrastructure The first major technologies from BI SaaS models are coming from the infrastructure side. New startups are aiming at the Teradata/Netezza marketplace as highly scalable, incredibly fast, query(and data loading) processors. Using proprietary databases (sometimes columnar, inverted index structures with unique compression algorithms, sometimes with proprietary hardware, sometimes not), SaaSvendors are raising the bar in price per performance benchmarks. Though Netezza is probably still the leader in the performance category, Netezzainstallations charge a large premium for the effort.

    Vertica may be the leader in this category. With some formalized benchmarks against Oracle, some price/performance studies against Netezza, andover 60 clients, they have grabbed some early market share. They have opted for an open architecture by creating an ODBC interface to their database so you can continue using your favorite reportingapplication. Business Objects and Cognos on the business intelligence side and Informatica on the ETL side have all certified on the Vetrica engine. Some new skills will be learned as the physicalmodel for a columnar architecture is slightly different than a typical relational model. Vertica provides a data administration application that lets modelers design the logical model and Verticaconverts and generates the physical model.

    Birst differs from Vertica in the sense that it provides an automated solution with its own front end to its database and a data loader. Basically,you load up your data, and Birst figures out the optimal data model given its technology. The metadata is captured and automatically generates the user interface for the reporting piece, with sometailoring capabilities available. With its dashboard, Birst’s SaaS offering provides a consistent and central location for reporting output, making it easily accessible to many consumers.

    With similar aspects to Vertica’s and Birst’s solutions, PivotLink’s SaaS delivery model includes a columnar architecture for their data store for performance, integrating data from various sources, and an optimized front-end to generate and deliver reports and dashboards for on-demand needs. With the front-end capabilities, PivotLink also provides report subscription and alert capabilities. Originally started as SeaTab in 1998, PivotLink has a solid customer list and several recent awards; PivotLink offers a strong SaaS BI option.

    Other niche players worth keeping tabs on in this space are Information Builders, Oco and Good Data.

    Depending on the organization, you might find the open architecture of Vertica or the turnkey aspects of Birst and PivotLink, or the vertical analytics of LucidEra more advantageous. Each promote jumpstart implementations and offer attractive pricing options and each should be closely evaluated for your specific BI needs.The SaaS model and each of these solutions are not right for everyone – if they do fit, they provide a nice advantage. Consider the following when evaluating SaaS:

  • Open architecture to utilize standard BI (ETL, reporting, etc.) tools
  • Query performance
  • Data load performance
  • Dashboard and reporting sophistication
  • Pricing options
  • In the end, each of these organizations sees their fit in your business intelligence architecture similarly:
  • For smaller organizations who have not adopted business intelligence just yet, these applications can act as your enterprise data warehouse or a federation of data marts.
  • For larger organizations, these services can act as specialized data marts with superior performance for extraordinarily demanding users, huge volumes of users, or users with heavy exploratory requirements.
  • For all organizations, offering solutions with shorter implementation timelines and less IT involvement.
  • Applications Analytical applications in a SaaS model is the other type of genre I have noticed in the marketplace. Since many CRM tools come in SaaS, their reporting applications also come in the sameformat. However, specialized analytical applications have surfaced for specific business processes.

    Probably most notable is Omniture as a web analytics provider. Omniture is by far the market leader in web analytics (maybe except forWebTrends and/or NetRatings). They provide management reports, ad hoc query and lately a suite of applications to help test your website design. For instance, if you are thinking of changing your registration page, you can use their suite to perform an A/B (or far more complicated multivariate) test and monitor the results.

    Hitwise, Compete, and Coremetrics provide countrywide (and in some cases international) web analytics across organizations. You can use these applications to competitively benchmarkyour website activity against your competitors. You can see if you have spikes at the same time as your competitors or if changes in your website stole page consumption.

    To illustrate how important analytics is to on-demand applications, VerticalResponse has recently overhauled the analytical component oftheir core email application. VerticalResponse is one of the leaders in providing marketing technology for small businesses. They now provide benchmarks and scorecards so their customers can evaluatethe effectiveness of their campaigns, offers, creative and overall approach. They can essentially rank their campaigns and strategies in order to increase response rates.

    Maybe you can even consider Panorama’s deal with Google Apps and Salesforce.com a hosted analytical application. Panorama has recently embedded their query technology into Google Spreadsheetsto help make Google Apps more Excel-like. Base functionality is free and advanced functionality is only $29/year.

    LucidEra is my final solution in this group, offering SaaS BI analytics for ERM and CRM needs, having available pre-built vertical solutions or more general use of their enterprise solution. Diverging somewhat from the prior solutions, LucidEra provides connectors for data integration and targets the ease of setup and use for their solutionto very specific CRM (salesfoce.com) and ERM (Oracle) focuses. Like most of the others, LucidEra’s executive team has a strong pedigree in the business intelligence and CRM arenas, and their direction has strengthened their position in the market.

    I think the idea of pre-canned, hosted applications for marketing response, sales targeting, sales analysis or customer analytics may provide a huge value for organizations – especially ifthese applications have plug-ins to popular CRM and marketing automation tools like Siebel, salesforce.com, RightNow and Unica.

    Summary Though there is still hefty concern (for good reason) about the ease of enterprise integration, quick changes and flexibility with business intelligence SaaS solutions, this wave will continueto increase as more customers opt for the model. I think that the infrastructure vendors will need to prove that time to market does decrease, that this is just not a total cost of ownership play andthat they can make their information pervasive throughout the organization (possibly in near real-time) if need be. Regardless, the several recent acquisitions by the BI behemoths (IBM and Cognos,for one) have altered the BI industry landscape, and the SaaS solutions mentioned in this article already have several competitive advantages that will make it difficult for the larger organizationsto catch up in the short term.

    The issue with the application vendors is the long-term aspect of integrating their application with the rest of the organization’s data. For instance, for user level behavior, many clients wind up extracting detailed data from Omniture into their corporate BI systems. Is that effort worthwhile or should they bring web analytics completely in house? Point applications on a hosted levelwill need to have easy ways of integrating data with the enterprise so they don’t become just another island of analytics.

    Recent articles by Larry Goldman



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