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C2090-552 - IBM InfoSphere Optim for Distributed Systems - V7.3.1 - BrainDump Information

Vendor Name : IBM
Exam Code : C2090-552
Exam Name : IBM InfoSphere Optim for Distributed Systems - V7.3.1
Questions and Answers : 129 Q & A
Updated On : January 22, 2019
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C2090-552 exam Dumps Source : IBM InfoSphere Optim for Distributed Systems - V7.3.1

Test Code : C2090-552
Test Name : IBM InfoSphere Optim for Distributed Systems - V7.3.1
Vendor Name : IBM
Q&A : 129 Real Questions

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IBM IBM InfoSphere Optim for

IBM records Studio | killexams.com Real Questions and Pass4sure dumps

This chapter is from the ebook 

IBM statistics Studio is covered in each DB2 version. IBM records Studio gives a single built-in ambiance for database administration and application development. which you can perform projects which are concerning database modeling and design, developing database purposes, administering and managing databases, tuning SQL efficiency, and monitoring databases multi functional single tool. it is a great device that can significantly advantage a group ambiance with diverse roles and responsibilities.

IBM records Studio comes in three favors: full client, administration client, and web console.

the full customer includes both the database administrative and the software construction capabilities. The construction environment is Eclipse-primarily based. This presents a collaborative construction ambiance by way of integrating with other advanced Eclipse-based mostly equipment equivalent to InfoSphere data Architect and InfoSphere Optim pureQuery Runtime. be aware that probably the most advanced InfoSphere tools are only protected within the DB2 superior editions and the DB2 Developer version. that you would be able to additionally one by one purchase the advanced tools.

The administration client is a subset of the whole customer. It still gives a big range of database administrative performance comparable to DB2 illustration management, object management, data management, and query tuning. basic utility construction projects equivalent to SQL Builder, question formatting, visible explain, debugging, editing, and operating DB2 routines are supported. Use the total client for superior utility construction features.

The net console, because the name implies, it's an internet-primarily based browser interface that provides health monitoring, job administration, and connection management.

IBM information Studio Workspace and the project Launcher

you probably have correctly installed the IBM statistics Studio, you are asked to give a workspace identify. A workspace is a folder that saves your work and projects. It refers to the laptop development ambiance, which is an Eclipse-based mostly concept.

project Launcher is displayed, which highlights right here category of initiatives:

  • Design
  • strengthen
  • Administer
  • Tune
  • video display
  • every category is described in additional detail in its personal tab. click any tab, and also you see the important thing and first tasks listed in the container on the left. See figure four.26 to get a concept on a way to navigate the project Launcher.

    for example, the figure shows you the advance projects. which you could locate the important thing construction tasks on the left. On the excellent appropriate, it lists extra projects related to construction. On the bottom correct, IBM data Studio gives a few documentation hyperlinks where you can study greater about building. the place appropriate, it additionally suggests the superior tools available in the InfoSphere Optim portfolio that follow to the project you have chosen.

    Connection Profiles

    each project you were to function towards a database requires to first establish a database connection. To connect with a database from IBM data Studio, open the Database Administration point of view. On the good right nook, click on the Open viewpoint icon and select Database Administration.

    On the Administration Explorer, right-click the white house or below the brand new menu, choose New Connection to a database. From the brand new Connection window, you see so that you can use the IBM facts Studio to connect to distinct IBM records sources, as well as non-IBM facts sources. choose the database supervisor and enter the quintessential connection parameters. figure 4.28 shows an illustration.

    Figure 4.27

    figure four.27 Open the Database Administration standpoint

    Pull down the JDBC driver drop-down menu, and you may choose the classification of JDBC driver to make use of. JDBC type 4 driver is used via default.

    Use the check Connection button to make certain the connection counsel you enter is valid. click on finish.

    At this point, you have got created a connection profile. Connection profiles include assistance about how to connect to a database reminiscent of indicating the class of authentication for use when connecting the database, specifying default schema, and configuring tracing alternatives. other crew members can import the connection profiles to their own IBM information Studio and be capable of installation a collection of consistent connection settings.

    To update the connection profile, correct-click the database and choose residences. houses for the database are displayed as proven in figure 4.29.

    well-known Database Administration tools

    There are few different advantageous administration tasks attainable within the menu illustrated in determine four.29.

    The manage Connection characteristic enables you to rename the connection profile, delete the connection profile, change the user identification and password, and replica the profile. The lower back Up and fix characteristic makes it possible for you to setup a database or desk house backups. within the appropriate editor, you could specify the category of backup, area of the backup pictures, and performance alternate options for the backup. Database backup and restoration is discussed in Chapter 10, “retaining, Backing Up, and getting better records.”

    The deploy and Configure characteristic permits you to configure the database. Database configuration and this IBM records Studio feature are covered in aspect in Chapter 5. observe from the menu, which you could launch the Configure computerized renovation editor. DB2 gives computerized maintenance capabilities for performing database backups, reorganizing tables and indexes, and updating the database statistics as critical. The editor permits you personalize the automatic upkeep policy (see determine 4.30).

    Figure 4.30

    determine four.30 choose the automated maintenance policy options

    The manipulate Database feature enables you to beginning and stop the database. In DB2, that means activating and deactivating the database. Activating a database allocates all of the quintessential database reminiscence and functions or procedures required. Deactivating a database releases the reminiscence and stops DB2 features and approaches.

    The computer screen function launches the IBM statistics Studio internet Console. seek advice from the part, “IBM records Studio internet Console,” for introduction of the device.

    The Generate DDL characteristic makes use of the DB2 command-primarily based device db2look to extract the information Definition Language (DDL) statements for the identified database objects or the total database. This function and power come easy when you need to mimic a database, a collection of database objects, or the database information to an extra database. because of the Generate DDL function in IBM statistics Studio or the DB2 command db2look, you obtain a DDL script. The script consists of statements to re-create the database objects you have got selected. See figure four.31 for a reference of the kinds of statements you could generate the usage of the IBM information Studio.

    Figure 4.31

    figure four.31 Generate DDL characteristic in the IBM records Studio

    For finished alternatives for the DB2 command db2look, refer to the DB2 advice center.

    The beginning Tuning function configures the database to permit question tuning. You might acquire a warning indicating that you just should activate the InfoSphere Optim question Workload Tuner (OQWT) license for advanced tuning ability. be aware that IBM DB2 superior commercial enterprise Server version comes with OQWT. follow the instructions to follow the product license or click on yes to configure the database server for tuning with the aspects complementary in the IBM data Studio.

    When the database is configured to use the tuning advisors and tools, you are introduced with the query Tuner Workflow Assistant, as proven in figure four.32.

    From the question Tuner Workflow Assistant, you can attain a statement from quite a lot of sources and tune the observation. in the catch view, it gives you a list of sources where which you can capture the statements. figure four.33 suggests an example on shooting the SQL statements from the equipment Cache. This example captures over 100 statements. right-click the remark through which you have an interest and choose display SQL observation or Run Single-query Advisors and tools on the chosen remark.

    Run the query advisors and tools on the chosen statement. that you could now enter the Invoke view. The tool collects information and facts and generates a data access plan (see figure four.34).

    When the question tuning activities are complete, you are dropped at the overview view. It presents you the evaluation results and an consultant suggestion, such because the one shown in determine 4.35. The device documentation recommends gathering and re-amassing all of imperative records of the query.

    that you could also evaluation the entry plan graph generated by using the DB2 clarify function (see figure four.36 for an example). bear in mind to save the evaluation for future references and examine them if needed.

    The control Privileges characteristic means that you can provide database privileges to the clients. check with Chapter eight, “implementing protection,” for particulars about privileges and database access controls.

    regular Database construction equipment

    IBM facts Studio consolidates the database administration and database development capabilities. From the project Launcher – advance, you find a list of key development projects comparable to creating and working SQL statements, debugging saved strategies, and person-defined features (UDFs). each and every project brings you to a tool that helps you accomplish it.

    SQL and XQuery Editor

    The SQL and XQuery editor helps you create and run SQL scripts that contain multiple SQL and XQuery statements. To launch the editor, open the information undertaking Explorer; below SQL Scripts opt for New > SQL or XQuery Script. As proven in determine 4.37, a pattern SQL script is entered. which you could configure the run alternate options for the script.

    The editor codecs the SQL statements properly and offers syntax highlights for easier reading as you enter the SQL statements. The functionality content assist is also very advantageous. It lists the entire existing schemas within the database so so you might just opt for one from the drop-down menu. The editor also parses the observation and validates the remark syntax. that you can validate the syntax in scripts with numerous database parsers and run scripts against diverse database connections.

    SQL question Builder

    The SQL question Builder allows you to create a single SQL commentary, however it does not aid XQuery. because the identify implies, the tool helps you build an SQL remark. It helps you look on the underlying database schema or build an expression, as shown in figure four.38.

    Database Routines Editor and Debugger

    stored processes and person-defined services (UDFs) are database software objects that encapsulate software logic on the database server as opposed to in utility-stage code. Use of utility objects aid cut back overhead of SQL statements and the consequences that are handed throughout the community. kept methods and UDFs are also called routines. IBM records Studio helps routines building and debugging.

    From the statistics project Explorer, create a brand new statistics building project. in the mission, which you can create numerous sorts of database software objects equivalent to saved processes and UDFs (see determine 4.39). To debug a movements, appropriate-click on the activities and choose Debug.


    IBM Ships 2 tips Governance items | killexams.com Real Questions and Pass4sure dumps

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    inner IBM's data Server supervisor and other database performance equipment | killexams.com Real Questions and Pass4sure dumps

    IBM offers a number of database efficiency tools, together with IBM records Server manager, which is an integrated database management platform for DB2 databases. DBAs can use it to computer screen efficiency, music configuration alterations, administer databases, and proactively or reactively optimize their database environment using one integrated, end-to-conclusion device.

    information Server manager's capabilities differ for DB2 for LUW and DB2 for z/OS. When managing DB2 for z/OS, database administrators can use IBM information Server supervisor Base edition V1.1.2.1 to connect and operate base operations. The product additionally integrates with DB2 query Workload Tuner for z/OS for advanced query tuning and with the DB2 Utilities answer Pack for z/OS for configuration management.

    facts Server supervisor makes it possible for DBAs and other IT authorities to auto-find DB2 for LUW databases by using instance, as well as predefined, customizable efficiency thresholds and alerts. Its business dashboard can scale to demonstrate metrics for lots of of databases. This contains real-time and historical performance information in addition to exact metrics for SQL statements, locking, workload, reminiscence, I/O and storage. Its built-in smart alert detection offers quick identification of poorly performing queries, lacking indexes and buffer pool hit ratios.

    The product additionally grants advisors and entry plan graphs that deliver techniques and evaluation for tuning poorly performing statements or workloads, together with indexes, statistics and optimizations. It additionally makes it possible for DBAs to analyze storage access patterns for potential storage savings.

    The platform became designed to be enterprise-in a position, with the skill to control hundreds of databases. It runs via a browser and may be set up on a computer, on the information server being monitored or on a separate laptop. Nothing else has to be put in on the statistics server being managed.

    IBM data Server manager licensing, pricing and assist

    statistics Server supervisor is available in two editions: the base version is protected with DB2 for LUW specific, Workgroup and commercial enterprise versions. The commercial enterprise version is protected with DB2 for LUW advanced enterprise and DB2 for LUW superior Workgroup editions. The commercial enterprise version can also be delivered to the non-advanced variants with the efficiency management providing for DB2 for LUW.

    For DB2 for z/OS, the facts Server manager Base version is free for download from IBM DeveloperWorks. DB2 query Workload Tuner for z/OS and DB2 Configuration supervisor for z/OS (a part of DB2 Utilities options Pack for z/OS) are one at a time priced add-ons.

    support is provided as a part of the DB2 for LUW support with the aid of DB2 version.

    further IBM database performance equipment

    IBM statistics Studio is an Eclipse-primarily based platform for database administration and performance management that can be used for DB2 for LUW and DB2 for z/OS. just like the IBM statistics Server manager, a couple of of the SQL question tuning and efficiency tools can be accessed and used in the statistics Studio product.

    The IBM DB2 efficiency answer Pack for z/OS is an integrated set of database performance equipment that allow DBAs to identify, diagnose, resolve and forestall performance complications in a DB2 for z/OS atmosphere. The answer pack contains right here application:

  • IBM Tivoli OMEGAMON XE for DB2 performance skilled on z/OS, which is a database gadget efficiency computer screen for DB2 for z/OS databases and functions. IBM additionally presents OMEGAMON monitors for z/OS, IMS, CICS and different device software.
  • IBM DB2 question video display for z/OS, which is a SQL monitoring and tuning device for tracking and deciding on poorly performing SQL.
  • IBM DB2 SQL efficiency Analyzer for z/OS, which offers the skill to research the efficiency of SQL queries without having to execute them.
  • IBM InfoSphere Optim query Workload Tuner for DB2 for z/OS, which -- as mentioned above -- displays and tunes SQL workloads in response to skilled innovations.
  • For DB2 for z/OS, the REORG and RUNSTATS utilities, which might be used to gather information about DB2 records and reorganize table areas and indexes, can be found from IBM as part of the DB2 Utilities answer Pack for z/OS.
  • For DB2 for LUW, IBM presents the IBM DB2 performance management offering, a collection of tools to video display, manipulate and enhance database and utility performance. accessible for DB2 commercial enterprise Server version, DB2 Workgroup Server edition and DB2 categorical Server version, the DB2 efficiency management offering helps DBAs determine issues and obtain notifications of degrading performance or emerging aid bottlenecks. This allows them to diagnose the foundation explanation for considerations and isolate complications throughout applications, networks and databases, and to resolve efficiency complications the use of tuning techniques for a complete workload.

    IBM InfoSphere Optim pureQuery Runtime, which is purchasable for both z/OS and LUW, provides a knowledge access platform that can enrich performance, protection and manageability of database client purposes. It uses a runtime environment and an API that enhances the performance of current in-condo functions while not having to adjust them.

    Contact IBM for counsel on the various product bundles and pricing for its database efficiency tools.




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    Hadoop and Data Security Move Forward | killexams.com real questions and Pass4sure dumps

    Mar 27, 2014

    Geoff Keston

    Big data has quickly become a transformative force, and it has even emerged as a consumer buzzword. Behind the scenes, much of the work is done by Hadoop. Created and maintained by which splits data across many servers, simplifying the management of large volumes. Hadoop also assists with the processing of the data using a program called MapReduce.

    Is a Focus on Hadoop Security Overdue?

    The popularity of Hadoop has risen as fast as has big data, with heavyweights such as eBay, Facebook, IBM, and Netflix using it for critical aspects of their businesses.1 But Hadoop has vaulted to prominence faster than its security has matured.

    “It is a well-known fact that security was not a factor when Hadoop was initially developed,” says Kevin T. Smith of big data company Novetta. “As the initial use cases of Hadoop revolved around managing large amounts of public web data, confidentiality was not an issue. For Hadoop's initial purposes, it was always assumed that clusters would consist of cooperating, trusted machines used by trusted users in a trusted environment."2

    The need for better Hadoop security is widely acknowledged, and a variety of organizations from different corners of the industry are working to fix the problem. As Smith notes, there are a range of new commercial products: "Cloudera Sentry, IBM InfoSphere Optim Data Masking, Intel's secure Hadoop distribution, DataStax Enterprise, DataGuise for Hadoop, Protegrity Big Data Protector for Hadoop, Revelytix Loom, Zettaset Secure Data Warehouse, and the list could go on," he says. And there are open source efforts, including Apache's Accumulo and Knox Gateway. 

    One of the most significant third party efforts is Intel's Project Rhino, which aims to help Hadoop better protect confidential data. According to Intel, the project's key goals are the following:

  • "Framework support for encryption and key management
  • "Common authorization engine for the Hadoop framework
  • "Token-based authentication and single sign-on
  • "Granular access control in HBase
  • "Enhanced Auditing"3
  • Hadoop Presents a Complex Security Challenge

    Hadoop is not a turnkey product for launching a big data program. Assembling the pieces requires specialized knowledge and customized programming work. These modules, as defined by Apache itself, are

  • "Hadoop Common: The common utilities that support the other Hadoop modules.
  • "Hadoop Distributed File System (HDFS): A distributed file system that provides high-throughput access to application data.
  • "Hadoop YARN: A framework for job scheduling and cluster resource management.
  • "Hadoop MapReduce: A YARN-based system for parallel processing of large data sets."4
  • But these modules are only part of Hadoop's "ecosystem," to borrow a term from Novetta’s Smith. Apache itself offers other tools that supplement Hadoop by providing needed capabilities. These tools include colorfully named software like Hive, Pig, and ZooKeeper. And third parties such as IBM, Microsoft, Oracle, and SAP are further expanding this ecosystem, notes Tony Baer, a big data analyst at Ovum.

    The complexity and constantly changing nature of Hadoop's ecosystem make it difficult to secure.

    Approach Big Data and Hadoop Cautiously

    Even as big data and Hadoop are delivering significant benefits to major companies, they are still creating confusion. And this confusion is not just about how they work, but also about what their benefits are. In an article titled "Security Is the Least of Hadoop's Concerns" Matt Asay summarizes the result of a Gartner webinar this way: "Hadoop's biggest roadblock may well be that people can't figure out what they're supposed to do with it."5 

    The point is that until an organization makes the business case for it to use big data and Hadoop, technical questions about security can wait. Organizations can also consider other ways to perform the functions for which Hadoop is used. 

    Big Data Initiatives Need Strategic Governance

    Big data primarily aims to provide business intelligence. It is not a tactical approach used by IT. Therefore, it is important for executives to govern big data programs, providing core strategic guidance. "You can't do big data without [information integration and governance]," says Michele Goetz, a senior analyst at Forrester Research.6 "When we looked at organizations that are embarking on big data or full force into it, their governance levels are so much more mature."

    Hadoop and other big data technologies are extremely complex and specialized, and making them work securely entails stitching together many pieces. An organization that wants to set up a big data program would be wise to get help -- not just for setting up Hadoop, but for every aspect of ensuring Big Data security.

    Follow Developments in Filling Hadoop Security Gaps

    The great potential of big data is spurring the industry to quickly fill Hadoop's security gaps. To keep pace with these developments, organizations must keep a close watch on the new tools and practices being deployed. In particular, as big data uses an increasing amount of users' personal information, people will expect companies to adhere to the latest and best available standards for protecting confidentiality.

    References1 Van Manen, T. "Expert Talk: Anjul Bhambhri (IBM) on Big Data Paradigm Shifts, Hadoop and Transforming Data." Sogeti. June 2012.2 Smith, K. T. "Big Data Security: The Evolution of Hadoop's Security Model." InfoQ. August 2013.3 Intel. "Support and Contributions to the Apache Hadoop Community." Available online from: http://hadoop.intel.com/community.4 Apache. "Welcome to Apache Hadoop." March 2014.5 Asay, M. "Security Is the Least of Hadoop's Concerns." readwrite. January 2014.6 Goetz, M. "You Can't Do Big Data Without Information Integration and Governance" (video). IBM.

    About the Author

    Geoff Keston is the author of more than 250 articles that help organizations find opportunities in business trends and technology. He also works directly with clients to develop communications strategies that improve processes and customer relationships. Keston has worked as a project manager for a major technology consulting and services company and is a Microsoft Certified Systems Engineer and a Certified Novell Administrator.

    This article is based on a comprehensive report published by Faulkner Information Services, a division of Information Today, Inc., that provides a wide range of reports in the IT, telecommunications, and security fields. For more information, visit www.faulkner.com. 

    To subscribe to the Faulkner Information Services, visit www.faulkner.com/showcase/subscription.asp.

    Copyright 2014, Faulkner Information Services. All rights reserved.


    New data analysis apps part of IBM's industry-specific BI vision | killexams.com real questions and Pass4sure dumps

    Staying true to past practices, IBM used the occasion of its latest Information on Demand (IOD) conference to unveil a slew of new and enhanced software and services, most focused on business intelligence (BI) and data analysis.

    Among them are new industry-specific data analysis applications for financial performance, human resources and customer management that IBM says will help customers analyze and manage large amounts of data in real time.

    New industry models for the financial sector, for example, are designed to make it easier for customers to comply with new SEC and international financial rules, while InfoSphere Clinical Analytics for Healthcare Providers lets customers integrate health data from financial, operational and clinical systems to get a better view of patients, improve care and save money by finding efficiencies, according to Bernie Spang, director of product strategy at IBM.

    IBM also announced a partnership with SPSS in which the company's statistical analysis capabilities will be embedded in future versions of Cognos BI and performance management software. The goal is to help financial, life sciences and other companies quickly spot and react to trends and anomalies among key products and services, Spang said.

    "The motivation is to use all the information available to you to rapidly make better decisions," he said. "By integrating the statistical analytic capabilities within the Cognos software, that analysis is more quickly distributed among those who can take action in the organization."

    IBM is also increasing the ranks of its information management consultants to help customers make the best use of the software to target and solve specific business problems, according to the company.

    The new software and services are part of IBM's ongoing IOD initiative, which aims to help companies take a holistic view of information management and make better use of data throughout the organization, according to the company. As part of the initiative, IBM seems to have settled on an industry-specific approach, analysts say.

    In September, for example, the company released 18 industry-specific "Information Agenda" guides and in-person workshops, and at its Las Vegas IOD conference in October, it debuted seven corporate performance management software offerings tailored to specific industries built on Cognos-based technology.

    Yvonne Genovese, an analyst with Stamford, Conn.-based Gartner, said that while none of today's announcements by IBM stands out as noteworthy on its own, the larger message to customers – take a holistic approach to information management – should resonate.

    "What they're doing is cutting through the noise of all the analytics capabilities that clients have today … and bringing it together in one place, which is a good thing," Genovese said. "The power is in the overall message, not necessarily with any one tool they're releasing."

    IBM's industry-specific approach should also help the company keep prices affordable, as it is generally less expensive than tailoring one-size-fits-all software and services to each individual customer, and makes it easier to target common problems in each industry, Genovese added.

    Recognizing that making the best use of the huge and growing data volumes is a top priority for CIOs, competitors SAP and Oracle are also aggressively expanding and sharpening their information management offerings and overall vision. At last month's Sapphire conference, for instance, SAP stressed how its Business Suite and SAP BusinessObjects software can work together to help companies improve clarity and decision-making -- what it calls its "clear enterprise" vision.

    IBM may have an advantage over SAP and others in this market, however, thanks to its formidable consulting services, according to Judith Hurwitz, president of Hurwitz & Associates, an IT consulting firm in Newton, Mass. "Having a really full consulting arm from a business services and implementation perspective definitely gives them a leg-up," she said.

    Gartner's Genovese agreed. "What SAP and Oracle are trying to do is offer packaged technologies in order to solve the problem," she said. "What IBM is saying is packaging can only take you so far. We're going to offer the services around those packages as well."

    Other announcements made by IBM today include a new service to help customers transfer paper-based records to electronic formats; the debut of Optim Development Studio, a tool to help developers quickly design and deploy applications across competing database platforms; and enhancements to its data quality suite, called InfoSphere Foundation Tools.

    IBM did not reveal pricing information related to today's announcements.


    Forrester Details Strengths, Weaknesses of EDW Power Players | killexams.com real questions and Pass4sure dumps

    Forrester Details Strengths, Weaknesses of EDW Power Players

    Forrester report helps enterprises distinguish between products in a crowded enterprise data warehouse marketplace

  • By Stephen Swoyer
  • 02/18/2009
  • With a fractious enterprise data warehousing (EDW) segment filled with dozens of vendors offering dozens of products and services, it's sometimes difficult to distinguish among them, let alone determine which has the superior offering.

    A new report from Forrester Research attempts to do just that -- to a degree.

    Forrester's recent "Forrester Wave: Enterprise Data Warehousing Platforms, Q1 2009" assesses EDW offerings from IBM Corp., Microsoft Corp. Netezza Corp., Oracle Corp., SAP AG, Sybase Inc., and Teradata Corp. It finds that a quartet of players -- IBM, Microsoft, Oracle, and Teradata -- lead the overall pack, with SAP and Sybase posting growth as well. (Perhaps not coincidentally, the DW packages of all four vendors are also based on creditable RDBMS underpinnings.) The Forrester report reveals key vendor strengths for performance, scalability, value, and growth.

    Forrester finds that Teradata is still tops in the scalability department, citing that vendor's ability to handle data into the petabyte range. At its 2008 user conference, for example, Teradata showcased a "Petabyte Club" of customers whose deployments have broken the 1 PB barrier. The Petabyte Club honor roll includes no less than five members, eBay and Wal-Mart among them.

    "Teradata provides the most scalable, mature, and flexible EDW solution on the market, and, through its recently released 2550 and 1550 platforms, offers an increasingly cost-effective solution portfolio for diverse customer requirements," writes Forrester analyst Jim Kobielus, in the report.

    In spite of fractious competition -- including newcomers in the DW appliance segment, all of which have compared themselves to Teradata at some point -- Teradata retains a number of what Kobielus describes as "key" competitive differentiators. "Teradata offers one of the widest sets of EDW packaging, licensing, pricing, and professional service options on the market, as well as certified integration with a broad range of partner application and middleware components," he writes.

    Teradata should remain atop the EDW heap, Kobielus says, despite withering competition from IBM, Oracle, and other DW players.

    "Teradata's longtime leadership in the EDW market, coupled with a substantial installed base among large enterprises and an appliance-based product strategy that is growing ever more scalable, modular, and cost-competitive, gives it a strong competitive advantage," he writes.



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