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Vendor Name : IBM
Exam Code : C2090-611
Exam Name : DB2 10.1 DBA for Linux, UNIX, and Windows
Questions and Answers : 118 Q & A
Updated On : January 16, 2019
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C2090-611 exam Dumps Source : DB2 10.1 DBA for Linux, UNIX, and Windows

Test Code : C2090-611
Test Name : DB2 10.1 DBA for Linux, UNIX, and Windows
Vendor Name : IBM
Q&A : 118 Real Questions

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IBM IBM DB2 10.1 DBA

IBM DB2 at 25 | killexams.com Real Questions and Pass4sure dumps

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IBM DB2 Will goal Oracle Database builders | killexams.com Real Questions and Pass4sure dumps

information

IBM DB2 Will target Oracle Database developers
  • by Jeffrey Schwartz
  • 04/24/09
  • IBM this week introduced a brand new edition of its flagship DB2 database with software that allows you to give compatibility with applications constructed for Oracle databases.

    Embedded in IBM's coming near near DB2 9.7, code-named "Cobra" and slated for unlock in June, is utility that offers compatibility with EnterpriseDB Corp.'s Postgres Plus advanced Server database, which supports all Oracle records forms, SQL syntax, semantics and different functions developed with Oracle PL/SQL stored tactics. Postgres superior Server is constructed on the open supply PostgreSQL database.

    "The set of applied sciences now we have brought will support developers of custom purposes and packaged purposes deploy to DB2," mentioned Bernie Spang, director of approach, analytics and statistics management for IBM's utility group.

    For IBM, it be the primary time the enterprise has licensed technology from a company of open source database utility, notwithstanding EnterpriseDB founder Andy Astor noted the utility embedded in DB2 is based on proprietary code.

    "here's no longer an open source play," Astor mentioned. "every little thing else we do is open supply but that is without doubt one of the approaches we make our money, via selling that compatibility know-how both to companies like IBM, in this case, and to clients in the kind of Postgres Plus superior Server."

    EnterpriseDB elements to a number of valued clientele together with FTD and Sony on-line amusement which have migrated applications developed for Oracle databases to Postgres Plus. The contend with IBM "provides them with confirmed functionality for enabling compatibility between DB2 and applications written for Oracle," spoke of 451 neighborhood analyst Matthew Aslett in an e mail.

    "Database migrations are complex, time-drinking, costly and infrequent, so any performance that makes the technique less difficult goes to be welcomed with the aid of these agencies that are prepared to make the start," he brought.

    The licensing pact is the primary by EnterpriseDB, but Astor referred to others are being negotiated.

    IBM is hoping the stream will motivate more consumers to migrate to its InfoSphere Warehouse 9.7 commercial enterprise version, an information-cleansing and business analytics platform based on DB2 and technology IBM obtained from Cognos.

    the brand new liberate is centered at bringing statistics mining, analytics and cubing to departments of businesses and smaller companies, Spang mentioned. also new in DB2 is help for performing simultaneous transactions across XML and relational records.

    concerning the creator

    Jeffrey Schwartz is executive editor, elements, for Redmond Developer information. that you could contact him at jschwartz@reddevnews.com.


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

    This chapter is from the e-book 

    IBM records Studio is protected in every DB2 version. IBM statistics Studio gives a single built-in atmosphere for database administration and software development. that you could function tasks which are regarding database modeling and design, developing database applications, administering and managing databases, tuning SQL efficiency, and monitoring databases multi functional single tool. it's an awesome device that may drastically benefit a crew atmosphere with diverse roles and responsibilities.

    IBM facts Studio is available in three favors: full customer, administration client, and web console.

    the entire client includes both the database administrative and the application construction capabilities. The development atmosphere is Eclipse-based. This presents a collaborative development ambiance through integrating with other advanced Eclipse-based tools corresponding to InfoSphere information Architect and InfoSphere Optim pureQuery Runtime. notice that one of the superior InfoSphere equipment are simplest protected in the DB2 advanced variants and the DB2 Developer edition. which you can also one by one buy the advanced tools.

    The administration client is a subset of the full customer. It nonetheless provides a wide array of database administrative performance corresponding to DB2 illustration administration, object management, statistics administration, and query tuning. fundamental utility building initiatives similar to SQL Builder, question formatting, visual clarify, debugging, editing, and running DB2 routines are supported. Use the total client for advanced software construction points.

    The web console, as the name implies, it's a web-based mostly browser interface that provides fitness monitoring, job management, and connection administration.

    IBM statistics Studio Workspace and the assignment Launcher

    you probably have correctly put in the IBM records Studio, you're requested to supply a workspace identify. A workspace is a folder that saves your work and initiatives. It refers to the desktop development atmosphere, which is an Eclipse-based mostly thought.

    project Launcher is displayed, which highlights the following class of initiatives:

  • Design
  • improve
  • Administer
  • Tune
  • computer screen
  • each and every class is described in more element in its own tab. click any tab, and also you see the important thing and first initiatives listed in the box on the left. See determine 4.26 to get an idea on the way to navigate the assignment Launcher.

    for instance, the figure shows you the strengthen tasks. that you could locate the important thing construction initiatives on the left. On the top correct, it lists more initiatives concerning development. On the bottom correct, IBM statistics Studio offers just a few documentation links where which you could be taught extra about development. where applicable, it also suggests the advanced tools attainable within the InfoSphere Optim portfolio that observe to the assignment you have got selected.

    Connection Profiles

    every project you have been to function in opposition t a database requires to first set up a database connection. To hook up with a database from IBM facts Studio, open the Database Administration standpoint. On the properly right nook, click on the Open perspective icon and select Database Administration.

    On the Administration Explorer, appropriate-click on the white area or under the brand new menu, choose New Connection to a database. From the new Connection window, you see so that you can use the IBM facts Studio to connect to different IBM data sources, as well as non-IBM facts sources. select the database supervisor and enter the vital connection parameters. figure 4.28 suggests an example.

    Figure 4.27

    determine four.27 Open the Database Administration viewpoint

    Pull down the JDBC driver drop-down menu, and you'll choose the class of JDBC driver to make use of. JDBC classification four driver is used with the aid of default.

    Use the examine Connection button to make certain the connection guidance you enter is valid. click on conclude.

    At this element, you have created a connection profile. Connection profiles contain advice about how to connect with a database such as indicating the class of authentication to be used when connecting the database, specifying default schema, and configuring tracing options. different crew contributors can import the connection profiles to their own IBM statistics Studio and be able to installation a group of consistent connection settings.

    To update the connection profile, appropriate-click on the database and choose residences. houses for the database are displayed as shown in figure four.29.

    typical Database Administration tools

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

    The control Connection characteristic makes it possible for you to rename the connection profile, delete the connection profile, alternate the user identification and password, and duplicate the profile. The returned Up and repair function enables you to setup a database or table area backups. in the applicable editor, that you could specify the category of backup, vicinity of the backup photographs, and efficiency alternate options for the backup. Database backup and recovery is mentioned in Chapter 10, “holding, Backing Up, and improving facts.”

    The installation and Configure feature allows you to configure the database. Database configuration and this IBM information Studio feature are coated in element in Chapter 5. notice from the menu, which you could launch the Configure computerized upkeep editor. DB2 gives automatic upkeep capabilities for performing database backups, reorganizing tables and indexes, and updating the database information as imperative. The editor permits you customise the automated preservation policy (see determine four.30).

    Figure 4.30

    determine 4.30 opt for the automated preservation policy alternate options

    The control Database feature makes it possible for you to delivery and stop the database. In DB2, that potential activating and deactivating the database. Activating a database allocates all the quintessential database reminiscence and services or processes required. Deactivating a database releases the reminiscence and forestalls DB2 capabilities and approaches.

    The display screen function launches the IBM data Studio web Console. check with the section, “IBM statistics Studio net Console,” for introduction of the device.

    The Generate DDL function makes use of the DB2 command-primarily based tool db2look to extract the information Definition Language (DDL) statements for the recognized database objects or the entire database. This function and power come effortless if you are looking to mimic a database, a set of database objects, or the database information to yet another database. as a result of the Generate DDL characteristic in IBM statistics Studio or the DB2 command db2look, you receive a DDL script. The script includes statements to re-create the database objects you have got selected. See determine 4.31 for a reference of the forms of statements that you would be able to generate using the IBM facts Studio.

    Figure 4.31

    determine four.31 Generate DDL feature within the IBM records Studio

    For complete alternate options for the DB2 command db2look, seek advice from the DB2 counsel middle.

    The beginning Tuning feature configures the database to allow query tuning. You may receive a warning indicating that you just should prompt the InfoSphere Optim query Workload Tuner (OQWT) license for superior tuning skill. be aware that IBM DB2 advanced commercial enterprise Server version comes with OQWT. observe the guidelines to follow the product license or click on yes to configure the database server for tuning with the features complementary in the IBM facts Studio.

    When the database is configured to make use of the tuning advisors and tools, you are offered with the question Tuner Workflow Assistant, as proven in figure 4.32.

    From the question Tuner Workflow Assistant, that you can acquire an announcement from a variety of sources and tune the statement. in the catch view, it offers you a list of sources where that you can catch the statements. figure four.33 shows an illustration on taking pictures the SQL statements from the package Cache. This instance captures over a hundred statements. appropriate-click on the commentary during which you are interested and select display SQL commentary or Run Single-question Advisors and tools on the selected remark.

    Run the query advisors and tools on the chosen statement. you can now enter the Invoke view. The device collects suggestions and facts and generates an information entry plan (see figure 4.34).

    When the question tuning actions are comprehensive, you're brought to the evaluate view. It items you the evaluation results and an advisor advice, such as the one shown in determine 4.35. The device documentation recommends gathering and re-collecting all of crucial statistics of the question.

    you can also review the access plan graph generated by way of the DB2 clarify feature (see figure four.36 for an example). be aware to keep the analysis for future references and examine them if necessary.

    The manipulate Privileges feature means that you can furnish database privileges to the users. seek advice from Chapter eight, “enforcing safety,” for particulars about privileges and database entry controls.

    commonplace Database construction equipment

    IBM records Studio consolidates the database administration and database construction capabilities. From the project Launcher – enhance, you locate a list of key construction tasks equivalent to growing and working SQL statements, debugging saved procedures, and consumer-defined features (UDFs). 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 include more than one SQL and XQuery statements. To launch the editor, open the data undertaking Explorer; below SQL Scripts choose New > SQL or XQuery Script. As proven in determine four.37, a pattern SQL script is entered. which you can configure the run alternatives for the script.

    The editor formats the SQL statements properly and provides syntax highlights for less demanding analyzing as you enter the SQL statements. The performance content material support is additionally very positive. It lists the entire latest schemas in the database so so that you can simply opt for one from the drop-down menu. The editor also parses the observation and validates the statement syntax. which you could validate the syntax in scripts with multiple database parsers and run scripts against assorted database connections.

    SQL question Builder

    The SQL query Builder permits you to create a single SQL statement, however does not support XQuery. because the name implies, the device helps you construct an SQL statement. It helps you seem at the underlying database schema or build an expression, as shown in determine 4.38.

    Database Routines Editor and Debugger

    saved procedures and person-defined services (UDFs) are database application objects that encapsulate application logic on the database server rather than in utility-level code. Use of utility objects assist in the reduction of overhead of SQL statements and the consequences that are passed in the course of the network. kept strategies and UDFs are also known as routines. IBM facts Studio helps routines development and debugging.

    From the statistics project Explorer, create a new facts building venture. within the mission, that you may create a variety of forms of database utility objects comparable to saved processes and UDFs (see figure 4.39). To debug a hobbies, correct-click on the hobbies and choose Debug.




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    DB2 10.1 DBA for Linux, UNIX, and Windows

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    Enhanced Progress® DataDirect Connect® and DataDirect Connect XE for JDBC Boast Performance Gains and Cloud Connection | killexams.com real questions and Pass4sure dumps

    BEDFORD, Mass.--(BUSINESS WIRE)--Progress Software Corporation (NASDAQ: PRGS), a global software company that simplifies and enables the development and deployment of business applications, today announced the release of DataDirect Connect® for JDBC 5.1 and DataDirect Connect® XE for JDBC 5.1. Both offerings enable fast, secure, and highly scalable connectivity for a broad spectrum of data sources, which now include cloud databases such as Microsoft SQL Azure™, IBM DB2 10.1, IBM DB2 pureScale 9.8, and Microsoft SQL Server 2012. This type of connectivity exemplifies Progress Software’s goal to help companies better access their data whether on premise, or in the cloud.

    In today’s fast-paced world, organizations are looking for better ways to enhance customer experiences and analyze available data for more focused revenue opportunities. Crucial to that success is highly efficient and performant data connectivity across a wide variety of data sources, both on-premise and in the cloud. The improved DataDirect® JDBC drivers handle communications and memory usage in a novel way – resulting in significant increases in both performance and efficiency. Memory and CPU usage is reduced overall while throughput levels are raised, which translates into reduced operating costs.

    In addition to these advances in high-performance SQL access using JDBC, the new releases of the DataDirect Connect drivers include the following features:

  • Cloud database connectivity, with high-performance support for the Microsoft SQL Azure database, enabling efficient SQL access to Microsoft’s relational database service in the cloud.
  • Expanded database coverage, with advanced support and certification:
  • IBM DB2 10.1 for Linux, UNIX, and Windows, including SQL enhancements and support for Time Travel Queries
  • IBM DB2 pureScale 9.8
  • Microsoft SQL Server 2012, including SQL enhancements and protocol upgrade.
  • Expanded native database security for Oracle Advanced Security (OAS), including support for ten additional encryption algorithms.
  • Progress Software is the software industry’s leading comprehensive provider of software for connecting the world’s most critical business applications to data and services, running on any platform, using proven and emerging standards. Developers worldwide depend on DataDirect products to connect their applications to an unparalleled range of data sources using standards-based interfaces such as ODBC, JDBC and ADO.NET, XQuery and SOAP. More than 300 leading independent software vendors and thousands of enterprises rely on Progress Software to simplify and streamline data connectivity for distributed systems and to reduce the complexity of mainframe integration.

    Quotes:

    “Building high performing applications is an art form, and many developers and business managers don’t realize the significant impact the JDBC driver has on the performance of the application. This release provides performance gains in raw speed and throughput coupled with continued reduction of memory and CPU usage per unit of work,” said Michael Benedict, vice president and business line manager, Progress DataDirect. “It also further widens the performance advantage that our drivers provide over others on the market. Enterprise’s using Progress DataDirect connectivity solutions see greater performance, scalability, and reliability—all with increased enterprise security.”

    About Progress Software Corporation

    Progress Software Corporation (NASDAQ: PRGS) simplifies the development, deployment and management of business applications on-premise or on any Cloud, on any platform and on any device with minimal IT complexity and low total cost of ownership. Progress Software can be reached at www.progress.com or 1-781-280-4000.

    Follow Progress Software on Twitter: @ProgressSW

    Follow Progress DataDirect on Twitter: @DataDirect_News

    Progress and DataDirect are trademarks or registered trademarks of Progress Software Corporation or one of its subsidiaries or affiliates in the U.S. and other countries. Any other names contained herein may be trademarks of their respective owners.


    General Information | killexams.com real questions and Pass4sure dumps

    Quick Menu
  • Location: CIWW 101
  • Time: Thursdays 5:00-6:50 PM
  • Students enrolling in this class should have taken introductory courses in databases and fundamental algorithms. Knowledge or experience in data warehousing, working knowledge of a mainstream database system (e.g., Microsoft SQL Server, IBM DB2, Oracle 11g), and previous programming experience in at least one higher-level procedural or object-oriented language are a plus.
  • Jiawei Han, Micheline Kamber, Data Mining: Concepts and Techniques (Second Edition), Morgan Kaufmann, ISBN-10: 1-55860-901-6, ISBN-13: 978-1-55860-901-3, 2nd Edition (2006)
  • Scott Cameron, Microsoft SQL Server 2008 Analysis Services Step by Step, Microsoft Press, ISBN-10: 0-73562-620-0, ISBN-13: 978-0-73562-620-31 1st Edition (04/15/09)
  • The powerpoint slides presented in class will be available for convenient browsing on the Web. The slide sets will also be available in PDF form for convenient printing and review.
  • Handouts may also be distributed in class and will, in some cases, be available in electronic form on the class Web site.
  • There will be one required lectures each week. Readings will be assigned at the end of each lecture. There will be assignments and projects throughout the course. The due date will be specified on each given assignment. Homework will be generally due right before class on the day the assignments are due. The due dates for the assignments will be announced when the assignments are assigned. The submission method (i.e. electronic submission, paper submissions, the format, etc.) will be specified in each assignment. Late homework will not be accepted without the instructor's prior permission (see syllabus for details). Extensions are available only in the case of dire emergencies.

    There is a final exam in this class, which will be either in-class or take-home.

    Each student will have access to an I5 account. Please check with the instructor for information concerning your I5 account.

    A class mailing list has been setup to facilitate communication with the class pertaining to questions, assignments, grades, changes in requirements etc. The class Web page is http://www.nyu.edu/classes/jcf/g22.3033-002/. This page will have further links to pages with announcements, handouts, etc. Students are required to log in and check the page at least once a week to make sure they are up to date with any information pertaining to the course.

    The Web site is the primary means of getting information outside of class. The mailing list will be used for urgent messages, such a updates and hints for the homeworks.

    If you have any questions, issues that you want to discuss, or things that you would like to have clarified, please see the instructor as soon as possible.

    The final grade for the course will be determined as follows:
  • Assignments 25%
  • Projects 35%
  • Attendance and class participation 10%
  • Final 30%
  • Extra credit will be granted periodically for particular clever or creative solutions.
  • To receive a passing grade, you must complete satisfactory work in every area. In other words, you must receive passing grades for your homework (cumulatively) and a passing grade on the final.

    If you have any concerns about your grade or about the grading, please feel free to see the instructor.

    In order to access the ITS Computer Labs and Clusters, you must have a valid NYU ID card. See how to obtain an NYU ID card if you do not already have one. You are required to do the assignments and projects by yourself; collaborating with other students or copying their work will not be tolerated. Anyone found copying or using another persons work will be dealt with under NYU's procedures for cheating. The consequences range from receiving a failing grade for the assignment to expulsion.

    Please consult the department's academic integrity policy for more details.

    However, we do strongly encourage students to discuss the materials covered in class. It is also acceptable to help or receive help from other students concerning features of Windows, Linux, or the UNIX operating system, or any other application that you use. There is a fine line between discussion and cheating. If you feel uncertain about whether you are crossing the line feel free to discuss these issues with the instructor before you do so.

    We would like the course to run smoothly and enjoyably. Feel free to let the instructor know what you find good and interesting about the course. Let the instructor know sooner about the reverse. See the instructor, leave him a note, or send him an email. Jean-Claude Franchitti, <jcf (followed by @, then cs, then a dot, then nyu, then a dot, and then edu)> Last modified: Thu. April 29 04:31:18 EDT 2010

    IT Skills Poised To Pay | killexams.com real questions and Pass4sure dumps

    In-Depth

    IT Skills Poised To Pay

    Advances in mobility, cloud, Big Data, DevOps and digital delivery, plus the shift to more rapid release cycles of software and services, are enabling businesses to become more agile. IT workforce research and analyst firm Foote Partners assesses the IT skills gap these trends are creating, their impact on salaries and where the demand for expertise is headed.

  • By David Foote
  • 12/05/2016
  • It's difficult to find an employer not struggling to come up with a unique tech staffing model that balances three things: the urgencies of new digital innovation strategies, combating ever deepening security threats, and keeping integrated systems and networks running smoothly and efficiently. The staffing challenge has moved well beyond simply having to choose between contingent workers, full-time tech professionals, and a variety of cloud computing and managed services options (Infrastructure as a Service [IaaS], Platform as a Service [PaaS], Software as a Server [SaaS]). Over the next few years, managers will continue to be tasked with leading a massive transformation of the technology and tech-business hybrid workforce to focus on quickly and predictably delivering a wide variety of operational and revenue-generating infrastructure solutions involving Internet of Things (IoT) products and services, Big Data advanced analytics, cybersecurity, and new mobile and cloud computing capabilities. Consequently, tech professionals and developers must align their skills and interests accordingly to help their employers meet existing and forthcoming digital transformation imperatives that are forcing deep, accelerated changes in technology organizations.

    As cloud infrastructure becomes more capable of economically delivering performance and data at capacities and speeds once never imagined, organizations of all sizes are seeking tech professionals and developers with the proper skills, knowledge, and competencies to create more agile and responsive environments.

    At the same time, they're grappling to ensure reliability of existing infrastructure where any amount of downtime is less acceptable than ever. Along with that is an onslaught of cybersecurity attacks occurring more frequently that have many IT managers saying they can't find adequate labor to help them protect their existing networks and endpoints. The latest reminder was in the spotlight following the most powerful denial of service (DoS) attack to date in late October resulting from unprotected endpoints on surveillance cameras. IoT, machine-to-machine communications and telematics have introduced new complexities ranging from the need to better secure the devices and the delivery points to which they connect. Meanwhile, the growing IoT landscape is unleashing an exponential flood of new data from hundreds of millions of devices, and organizations need to blend their IT and operational systems and find people with Big Data analytics skills to handle the cloud-based machine learning infrastructure that's now emerging. This generational shift in IT will put a premium on, or create a baseline requirement for, IT professionals willing to follow the money and see where their skills will be most applicable. Whether you're a manager looking to ensure your staff can deliver on these changes or an IT professional deciding on a career direction, workforce requirements and customer expectations are changing.

    If you're in the latter camp, it's important to understand that the supply-and-demand aspect that drives compensation is also a moving target. IT pay has a long history of volatility and in 2016 we have seen even sharper swings in those premiums. Based on hiring patterns, the following overriding trends will drive market demand for IT professionals who have the experience, drive and skills to deliver solutions:

  • Cybersecurity: The need to protect traditional infrastructure from pervasive and ongoing attacks from a growing number of vectors and sophistication. Evidence suggests pay premiums for cybersecurity will continue to be strong for the coming years as the threat landscape continues to become more complex and confounding. The elimination of traditional boundaries brought about by cloud computing and mobility and a massive new influx of data generated by IoT devices will only exacerbate this need. More than 25 percent of identified attacks will involve IoT, according to Gartner Inc.
  • Cloud: IT infrastructure over time is transitioning to an all-cloud model, whether provided by a services provider, in the datacenter or a hybrid mix of the two. The move to these elastic infrastructures and op-ex approach to IT is also enabling high-performance computing and storage capacity that's ushering in the ability to perform workloads and software-defined automation not possible with traditional client server or Web application tier infra­structures. Likewise, the move to cloud service-based apps such as Salesforce, Office 365 and Workday, to name just a few, is shifting the need for those with skills in building and managing traditional packaged software to those proficient in these new SaaS-based solutions. The amount spent on cloud this year was forecast at $111 billion, according to Gartner. By 2020, that spending is expected to climb to $216 billion.
  • Big Data Analytics/Machine Learning: The move toward digital transformation is all about empowering users to make quick decisions based on an overwhelmingly massive groundswell of data to be curated from new sources such as IoT endpoints using the cloud infrastructure and enabling predictive analytics utilizing the machine learning conversational computing frameworks that Amazon Web Services Inc. (AWS), Google Inc., IBM Corp. and Microsoft are developing.
  • DevOps: The drive to bring together IT operations and development is taking hold as the move to digital transformation, or at least the plan to do so, means organizations must be more agile. A more rapid release cadence in software delivery -- from Windows and Office to open source environments and vertical applications -- requires that IT shops can build, deliver and manage systems with these dynamics. Likewise, new programming environments and frameworks such as containers and micro-services are enabling new classes of cloud-native applications designed for new classes of devices and intelligent and modern infrastructure.
  • Digital Business Transformation: This is the end goal of many organizations that fear, rightfully so, their business models are at risk unless they can become digital businesses. This is the culmination of the four areas just noted but also includes the ability to leverage advances in UX and UI design and the ability to lever­age IT to help companies build new products, services and support that's tuned to the digital era.
  • Selected DevOps Skills & Certifications: Pay Premiums Performance DevOps Area Tool Median Pay Premium Noncertified Skills Build and packaging tools Apache Maven 11% Build and packaging tools Ant 10% Cloud computing AWS 11% Cloud computing OpenStack 11% Configuration management Puppet 9% Configuration management Chef 9% Configuration management Ansible 9% Configuration management Salt 9% Continuous integration tools Jenkins 11% Database Couchbase Server 13% Database CouchDB 12% Debugging Go language (Golang) 13% Debugging Node.js 8% Hosting environments AWS cloud tools and solutions  11% Methodology Agile software development 10% Open source databases MySQL 9% Open source databases PostgreSQL 11% Open source databases Redis 12% SCM tools Git/GitHub 9% Scripting languages Ruby on Rails/Ruby 12% Scripting languages Python 9% Virtualization Vagrant 8% Certifications Cloud computing AWS Certified DevOps Engineer - Professional 11% Cloud computing AWS Certified Solutions Architect - Associate (Cloud)      8% Cloud computing AWS Certified Solutions Architect - Professional (Cloud)     12% Cloud computing AWS Certified SysOpsAdministrator - Associate (Cloud) 8% Configuration management Red Hat Certified Architect - DevOps 8%


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