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000-737 DB2 9 System Administrator for z/OS

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000-737 exam Dumps Source : DB2 9 System Administrator for z/OS

Test Code : 000-737
Test Name : DB2 9 System Administrator for z/OS
Vendor Name : IBM
: 103 Real Questions

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IBM DB2 9 System Administrator

Database Administrator (DBA) with IBM DB2 competencies earnings | killexams.com Real Questions and Pass4sure dumps

The typical pay for a Database Administrator (DBA) with IBM DB2 advantage is $37.fifty seven per hour.

The common pay for a Database Administrator (DBA) with IBM DB2 potential is $85,995 per yr.

salary $fifty nine,001 - $119,955 Bonus $998 - $11,298 profit Sharing $four,000 total Pay (? XTotal Pay combines base annual income or hourly wage, bonuses, earnings sharing, tips, commissions, extra time pay and other kinds of cash salary, as relevant for this job. It doesn't encompass equity (stock) compensation, money value of retirement advantages, or the value of alternative non-money advantages (e.g. healthcare). ) $fifty eight,004 - $124,713 Hourly fee $15.seventy seven - $65.89 overtime $fifty one.22 Bonus $998 - $eleven,298 income Sharing $four,000 complete Pay (? XTotal Pay combines base annual income or hourly wage, bonuses, profit sharing, counsel, commissions, extra time pay and other kinds of money salary, as applicable for this job. It does not consist of fairness (stock) compensation, cash value of retirement benefits, or the cost of different non-money advantages (e.g. healthcare). ) $58,004 - $124,713 Job Description for Database Administrator (DBA)

A database administrator (DBA) is an IT professional who ensures that the utility used to manipulate a database is properly maintained to permit fast access when vital. because regular access, searches, traffic are likely to have a dangerous effect on any business database, the DBA works to retain the effectivity of the servers. he or she additionally will customarily work to be certain records security, coordinating with an IT security skilled or group in greater businesses to support keep the integrity of sensitive business records.

study extra...

probably the most main jobs of a database administrator is to preserve a corporation's information accessible in an efficient method. Many agencies require that information be attainable via cloud servers in order that it can be accessed at any time. truly, a DBA homes most effective a small percent of facts in a cloud setting, due to the rate and protection concerns created when doing so. youngsters, the DBA ensures that cloud access to information can also be accomplished immediately and efficaciously.

To work as a database administrator, an individual typically will need a bachelor's diploma in laptop science, an associate's degree in database administration, or a similar degree. Many agencies will additionally require a DBA candidate to have a history in IT work on database administration teams. typically, an administrator works common company hours all the way through the week, but many corporations require a DBA to be purchasable on name consistently, in case of a device emergency. (Copyright 2019 PayScale.com)

Database Administrator (DBA) initiatives

  • put in force, configure, and troubleshoot database instances, replication, backup, partitions, storage, and entry.
  • Set consumer privileges within the database ambiance.
  • video display and optimize gadget performance the usage of index tuning, disk optimization, and different methods.
  • installation, configure, troubleshoot, and maintain a database gadget.
  • Pay through journey level for Database Administrator (DBA)

    Pay via journey for a Database Administrator (DBA) has a positive fashion. An entry-level Database Administrator (DBA) with under 5 years of experience can are expecting to earn a standard total compensation of $71,000 in response to 33 salaries provided by using nameless users. normal complete compensation contains assistance, bonus, and extra time pay. A Database Administrator (DBA) with mid-career experience which comprises personnel with 5 to 10 years of journey can predict to earn a normal complete compensation of $seventy eight,000 based on 42 salaries. An skilled Database Administrator (DBA) which comprises employees with 10 to 20 years of adventure can expect to earn an average complete compensation of $ninety one,000 in accordance with 23 salaries. A Database Administrator (DBA) with late-profession journey which contains employees with superior than 20 years of journey can are expecting to earn an ordinary complete compensation of $ninety five,000 in line with 16 salaries.


    IBM Db2 query Optimization the usage of AI | killexams.com Real Questions and Pass4sure dumps

    In September 2018, IBM introduced a new product, IBM Db2 AI for z/OS. This artificial intelligence engine displays statistics access patterns from executing SQL statements, makes use of machine getting to know algorithms to pick out optimum patterns and passes this suggestions to the Db2 question optimizer to be used by subsequent statements.

    desktop getting to know on the IBM z Platform

    In can also of 2018, IBM announced edition 1.2 of its computer researching for z/OS (MLz) product. here is a hybrid zServer and cloud software suite that ingests performance statistics, analyzes and builds models that symbolize the health repute of a number of indications, monitors them over time and offers real-time scoring capabilities.

    a few elements of this product providing are aimed toward helping a group of mannequin builders and executives. for example:

  • It supports multiple programming languages corresponding to Python, Scala and R. This allows information modelers and scientists to use a language with which they are common;
  • A graphical user interface known as the visible mannequin Builder publications model developers with out requiring highly-technical programming capabilities;
  • It contains multiple dashboards for monitoring model outcomes and scoring features, as well as controlling the equipment configuration.
  • This computer getting to know suite turned into at first geared toward zServer-primarily based analytics applications. one of the most first obvious decisions changed into zSystem performance monitoring and tuning. system management Facility (SMF) records which are immediately generated by way of the working system deliver the uncooked facts for equipment resource consumption similar to relevant processor usage, I/O processing, reminiscence paging and the like. IBM MLz can assemble and shop these statistics over time, and construct and instruct fashions of gadget conduct, ranking those behaviors, identify patterns now not with no trouble foreseen through humans, enhance key efficiency warning signs (KPIs) and then feed the mannequin consequences returned into the device to affect equipment configuration changes that may improve efficiency.

    The next step changed into to implement this suite to analyze Db2 performance statistics. One answer, known as the IBM Db2 IT Operational Analytics (Db2 ITOA) answer template, applies the machine discovering know-how to Db2 operational statistics to profit an knowing of Db2 subsystem fitness. it might dynamically construct baselines for key efficiency indicators, provide a dashboard of those KPIs and provides operational workforce actual-time insight into Db2 operations.

    whereas general Db2 subsystem performance is an important factor in average utility health and performance, IBM estimates that the DBA support staff spends 25% or extra of its time, " ... fighting entry path issues which trigger efficiency degradation and repair affect.". (See Reference 1).

    AI involves Db2

    accept as true with the plight of contemporary DBAs in a Db2 environment. In trendy IT world they need to assist one or more large statistics applications, cloud application and database functions, software installation and configuration, Db2 subsystem and application efficiency tuning, database definition and management, disaster recuperation planning, and extra. question tuning has been in existence on account that the origins of the database, and DBAs are constantly tasked with this as neatly.

    The coronary heart of question route analysis in Db2 is the Optimizer. It accepts SQL statements from functions, verifies authority to entry the facts, studies the places of the objects to be accessed and develops a listing of candidate facts access paths. These entry paths can consist of indexes, table scans, quite a few table be part of strategies and others. within the information warehouse and large records environments there are usually further choices available. One of those is the existence of summary tables (once in a while known as materialized query tables) that include pre-summarized or aggregated records, accordingly permitting Db2 to evade re-aggregation processing. one more choice is the starjoin access path, normal in the records warehouse, where the order of desk joins is modified for performance motives.

    The Optimizer then reports the candidate access paths and chooses the access direction, "with the lowest cost." cost in this context capacity a weighted summation of aid usage together with CPU, I/O, memory and other components. finally, the Optimizer takes the bottom charge entry course, shops it in memory (and, optionally, in the Db2 directory) and starts off access direction execution.

    huge statistics and statistics warehouse operations now consist of software suites that permit the enterprise analyst to use a graphical interface to construct and manipulate a miniature facts model of the information they are looking to analyze. The programs then generate SQL statements in line with the users’ requests.

    The difficulty for the DBA

    with a purpose to do good analytics for your diverse information outlets you want a very good figuring out of the records necessities, an understanding of the analytical services and algorithms accessible and a high-performance statistics infrastructure. regrettably, the quantity and site of information sources is expanding (both in dimension and in geography), statistics sizes are becoming, and applications continue to proliferate in number and complexity. How may still IT managers support this ambiance, especially with essentially the most experienced and mature personnel nearing retirement?

    take into account additionally that a big part of reducing the total can charge of ownership of those systems is to get Db2 applications to run faster and more efficaciously. This always interprets into the usage of fewer CPU cycles, doing fewer I/Os and transporting less statistics across the network. seeing that it's regularly problematic to even establish which applications may advantage from efficiency tuning, one method is to automate the detection and correction of tuning issues. this is where laptop researching and artificial intelligence may also be used to incredible effect.

    Db2 12 for z/OS and artificial Intelligence

    Db2 edition 12 on z/OS uses the machine studying amenities mentioned above to gather and store SQL question textual content and access course details, as well as exact efficiency-linked old suggestions reminiscent of CPU time used, elapsed times and outcomes set sizes. This offering, described as Db2 AI for z/OS, analyzes and outlets the statistics in computer researching fashions, with the mannequin analysis results then being scored and made attainable to the Db2 Optimizer. The next time a scored SQL observation is encountered, the Optimizer can then use the model scoring statistics as input to its entry path choice algorithm.

    The effect should still be a discount in CPU consumption because the Optimizer makes use of model scoring input to select superior entry paths. This then lowers CPU expenses and speeds software response times. a major skills is that the usage of AI software does not require the DBA to have information science expertise or deep insights into question tuning methodologies. The Optimizer now chooses the most advantageous access paths based mostly no longer most effective on SQL query syntax and information distribution statistics but on modelled and scored ancient efficiency.

    This will also be above all crucial if you store facts in diverse locations. as an example, many analytical queries against large statistics require concurrent access to definite records warehouse tables. These tables are generally known as dimension tables, and that they contain the information elements usually used to control subsetting and aggregation. as an instance, in a retail environment accept as true with a table known as StoreLocation that enumerates every keep and its place code. Queries in opposition t store sales information may additionally are looking to combination or summarize earnings by means of place; hence, the StoreLocation desk can be used by way of some massive records queries. in this atmosphere it is general to take the dimension tables and replica them always to the large facts application. in the IBM world this place is the IBM Db2 Analytics Accelerator (IDAA).

    Now believe about SQL queries from each operational functions, records warehouse clients and massive statistics company analysts. From Db2's perspective, all these queries are equal, and are forwarded to the Optimizer. youngsters, within the case of operational queries and warehouse queries they may still absolutely be directed to entry the StoreLocation desk within the warehouse. nonetheless, the query from the business analyst towards large data tables may still likely access the reproduction of the table there. This consequences in a proliferations of potential entry paths, and greater work for the Optimizer. luckily, Db2 AI for z/OS can provide the Optimizer the assistance it must make sensible access direction selections.

    how it Works

    The sequence of pursuits in Db2 AI for z/OS (See Reference 2) is often here:

  • throughout a bind, rebind, prepare or clarify operation, an SQL statement is passed to the Optimizer;
  • The Optimizer chooses the statistics access course; as the option is made, Db2 AI captures the SQL syntax, entry route choice and question performance statistics (CPU used, and so on.) and passes it to a "gaining knowledge of assignment";
  • The studying project, which may also be carried out on a zIIP processor (a non-commonplace-purpose CPU core that does not ingredient into software licensing charges), interfaces with the computer getting to know software (MLz mannequin capabilities) to save this tips in a mannequin;
  • because the amount of records in each model grows, the MLz Scoring service (which also can be achieved on a zIIP processor) analyzes the mannequin facts and ratings the behavior;
  • right through the next bind, rebind, put together or explain, the Optimizer now has entry to the scoring for SQL models, and makes applicable alterations to entry route selections.
  • There are additionally a number of consumer interfaces that give the administrator visibility to the status of the accrued SQL statement efficiency records and model scoring.

    summary

    IBM's desktop studying for zOS (MLz) providing is getting used to outstanding impact in Db2 edition 12 to enrich the efficiency of analytical queries in addition to operational queries and their associated applications. This requires management attention, as you must verify that your enterprise is ready to eat these ML and AI conclusions. How will you measure the expenses and advantages of the usage of laptop learning? Which IT support team of workers have to be tasked to reviewing the outcomes of model scoring, and maybe approving (or overriding) the outcomes? How will you assessment and justify the assumptions that the utility makes about access path selections?

    In other words, how smartly do you know your facts, its distribution, its integrity and your latest and proposed access paths? this can examine where the DBAs spend their time in assisting analytics and operational utility performance.

    # # #

    Reference 1

    John Campbell, IBM Db2 individual EngineerFrom "IBM Db2 AI for z/OS: enhance IBM Db2 utility efficiency with desktop discovering"https://www.worldofdb2.com/hobbies/ibm-db2-ai-for-z-os-boost-ibm-db2-utility-efficiency-with-ma

    Reference 2

    Db2 AI for z/OShttps://www.ibm.com/aid/knowledgecenter/en/SSGKMA_1.1.0/src/ai/ai_home.html

    See all articles by way of Lockwood Lyon


    IBM's DB2 9 'Viper' database to ship July 28 | killexams.com Real Questions and Pass4sure dumps

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    DB2 9 System Administrator for z/OS

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    Connecting DSX — RStudio to on-prem DB2 for z/OS database | killexams.com real questions and Pass4sure dumps

    IBM Data Science Experience provides an environment that brings together all of a data scientist’s tools into one location. It includes the most popular Open Source tools and IBM value-add functionality with integration of community and social features to make data scientists more successful.

    A wide variety of cloud data sources are easily connected to DSX, or a user could upload data from DB2 on z/OS (by creating a copy) into the environment. However, the ability to access to data in-place on the system of record, has great appeal.

    In this guide, I will outline the steps needed to configure DSX to access an on-prem DB2 for z/OS database using JDBC and provide the ability to utilize RStudio to perform advanced analytics operations on this data.

    Here is an outline of the steps they will go through in the guide to set up the DSX environment for DB2 for z/OS connectivity:

  • Examine the RStudio interface.
  • Identify the JDBC driver files and configure the initial environment with RStudio.
  • If required, setup a Bluemix Secure Gateway.
  • Use the RJDBC package to connect with a DB2 for z/OS database, and run a query.
  • Data Science Experience — RStudio Interface

    (Note: The screenshots in this tutorial are from a Mac OSX environment running Firefox. If you are running from Windows or Linux, there may some differences in the appearance of the native dialogs and browser interfaces.)

    Once setup with your account, click on the DSX Logo at the top of your screen, and this will take you to the main Community page. Once there, if you click the far left drop-down menu, you will see your project options, including RStudio. Click on the the RStudio option, and this will open up your RStudio instance.

    If you have opened DSX RStudio before, the instance opened will have retained any history or enviroment settings that you had saved/autosaved from before. If you are familiar with RStudio and have used a native version of RStudio on Windows/Mac OSX, it will look exactly the same. The only difference is that the underlying infrastucture is running in a Bluemix virtual machine. There is limited access to the underlying operating system, but they can access the filesystem to upload the JDBC driver and license file and configure the connection for DB2 for z/OS.

    The RStudio interface should look similar to what is shown below……

    (For a complete guide to using RStudio, please see the documentation linked to in the ‘Help’ Section)

    Next, they will confirm that the correct packages are installed/loaded that enable JDBC access to their on-prem database.

    In the bottom right panel of the RStudio desktop you will see the ‘Packages’ tab, and within that is an ‘Install’ tab. If you click “Install”, you will get a dialog box that allows you to load the required packages from the CRAN repo. You will need to install ‘RJDBC’. If the ‘Install dependencies’ box is checked, you will also be installing ‘rJava’ and ‘DBI’ (which load automatically). Once you install these packages, you should see them in the User Library. If they are unchecked, please check them, and they will be enabled in the environment.

    Next, they will need to upload the appropriate DB2 for z/OS data server driver .jar files to the DSX environment. The files they will need are: db2jcc.jar and db2jcc_license_cisuz.jar

    If you already have a licensed version of DB2 Connect installed, these driver files are already available on one of your existing client environment setups. Ask your DB2 system administrator for the location of these files in your client environment.

    This guide is based on DB2Connect Version 11.1 for Linux, Unix and Windows (client) and DB2 for z/OS Unlimited Edition (server). If you are not currently licensed for DB2Connect, see the Appendix at the end of this guide for instructions on how to obtain the correct data server drivers and license files that are required.

    From the RStudio desktop (shown above), go to the lower right panel again, to the “Files” section. Then, click “Upload” and you will get a dialog box that allows you to browse your local file system to upload the driver files. For both db2jcc.jar and db2jcc_license_cisuz.jar, upload these to the current directory of your DSX/RStudio environment.

    Connecting to the z Server over TCPIP — Secure Gateway

    With the JDBC driver files in place, they now need to configure access to the server which is running the DB2 for z/OS instance. The assumption for most IBM customers is that their target z server is running on a secure internal network, which is accessed externally through a VPN or from an internal private network access point. If this is the case, you will also need to set up a Bluemix Secure Gateway, that will allow the Bluemix/DSX cloud app to access your z server through a firewall, using the same VPN/internal network acces point that you use for other client connections from a desktop.

    For more general information on Bluemix Secure Gateways, please go to: https://console.ng.bluemix.net/docs/services/SecureGateway/secure_gateway.html

    If you do not need to configure a Secure Gateway, you can skip to the “Connecting to DB2/zOS with JDBC” section.

    To configure the secure gateway, please go to https://console.ng.bluemix.net/dashboard/services/, log in to Bluemix with the same credentials you are using for DSX, and then use the drop-down menu on the left to go to the ‘Services’ and then ‘Dashboard’ menu.

    Once within the Services dashboard, click the “Create Service +” button.

    Next, they will go to “Integrate” and then choose the “Secure Gateway” service from the menu.

    Leave the service “Unbound” and click “Create”.

    And, then “+ Add Gateway’

    Choose a name for your gateway, uncheck both of the boxes listed, and then click “Add Gateway”.

    Now, they can setup the destination details, and the client. Click on the gateway.

    Then click on “+ Add Destination”.

    Choose “On-Premises” and click Next.

    On the next screen add your host name/IP , and the DB Port of your DB2z Subsystem. Click ‘Next’

    Then, select TCP protocol on the next screen, and click “Next” again.

    The next screen setting is related to server side authentication. If you typically connect with just a user and password, then choose “None”. If you are not sure whether or not your server requires additional authentication, ask your System Administrator, and you can change this later. Click ‘Next’.

    You can skip over the next setting, unless you want to privatize the IP address and port or your connection. Click ‘Next’.

    To complete the destination settings for the back-end server, they just need to give a name for their connection. Choose a name for your destination that describes the DB2 Subsystem you are connecting to, and then click “Finish”.

    Now let’s install the client for their secure gateway. Choose “+ Add Clients”

    Choose your preferred method of hosting the gateway client. For this demonstration, they will be using IBM Installer — Mac OSX version on a laptop that has a VPN connection to access an on-prem z server. The details for different OS installs and Using Docker or IBM DataPower are covered in detail in the online instructions. For specific install details, See the “Bluemix Documentation” link.

    At this time, copy the Gateway ID, for input later into the gateway client command-line interface.

    After Downloading the client, double-clicking the image, you might have to go to your ‘Finder’ to see the mount point for the image.

    Click on the mount-point and then drag the ‘ibm’ folder into the Applications Folder.

    Now, they can go into the ‘IBM’ folder within Applicatons, and double-click to run the segw.command to open the CLI for the gateway.

    Enter the gateway ID you copied earlier, and then enter ‘none’ for the security token.

    Next, note the web address of the gateway interface — localhost:9003/dashboard  Enter that web address in your web browser.

    Below, they see the gateway web UI. You can see all the details of your secure gateway from this interface. There is one more setting, for the access control list. Please click “Access Control List”, and then enter your destination hostname/IP and port once again.

    Below, once you have added the host/IP and port, you can close the browser window, or minimize it.

    We are almost done. The Secure Gateway config is complete.

    Now they will return to the main Secure Gateway dashboard to copy the cloud hostname/port for the gateway. It will be used for the JDBC connection string in DSX/RStudio. From the Services Dashboard, click on the gateway you created.

    On this screen, click on the ‘settings gear’ of the destination server connection details. A dialog box will open.

    Copy the ‘Cloud Host : Port’ address to use in your JDBC connection in DSX/RStudio.

    Return to the RStudio desktop, and they can setup the JDBC driver and run a query.

    Connecting to DB2/zOS with JDBC

    In the RStudio desktop, they are now ready to enter the JDBC commands at the console prompt to setup the connection to their DB2 for z/OS database. Make sure the RJDBC, DBI, and rJava packages have loaded.

    Also, at this time, make sure you are running any VPN connection that is normally required to access your backend system from a desktop client.

    Enter the following commands in the RStudio console, noting the results you get for the classpath display:

    .jinit()  .jclassPath()  .jaddClassPath("/home/rstudio/db2jcc_license_cisuz.jar") .jclassPath() drv <- JDBC("com.ibm.db2.jcc.DB2Driver","/home <br> /rstudio/db2jcc.jar") .jclassPath()

    (* note the addition of the license file….its position in the classpath is important *)


    Infotel Issues Guidelines for Mainframe Application Best Practices in… | killexams.com real questions and Pass4sure dumps

    “[The mainframe] is the global computing workhorse, running in the shadows powering much of what they do on the internet. Application quality delivered from z/OS plays a huge role in your daily internet experience.”

    TAMPA, Fla. (PRWEB)March 21, 2019

    Infotel, international provider of data performance and optimization solutions for z/OS, recently issued guidelines for SQL code quality assurance for IBM z/OS in a latest thought-leading whitepaper. The whitepaper titled, “SQL Quality Assurance on IBM z/OS” offers actionable guidelines for best-practice code quality assurance to standardize SQL code and improve the quality of mainframe database applications.

    Since its introduction in 1983, IBM’s Db2 on SQL has become the dominant DBMS and data management language respectively, and it is where the most critical data and apps reside for both government and commercial industry. Every year, more software programs are built with SQL, more data is managed by Db2, and more programmers are trained on the enterprise systems that run the largest IT environments in the world. With this massive workload, Db2 optimization is critical to the mainframe’s ability to deliver applications to service level agreements.

    In the whitepaper, Infotel advises organizations to make sure CPU consumption is optimized, and code quality assurance technology with automation is the best way to achieve this.

    “If you swipe your credit card today, there’s a 99.9 percent chance that transaction will go through a mainframe computer,” said Carlos Almeida, business analyst at Tampa, Florida-based Infotel Corp. “There is a reason they call the mainframe ‘big iron’ in banking, finance, healthcare, and government. It is the global computing workhorse, running in the shadows powering much of what they do on the internet. Application quality delivered from z/OS plays a huge role in your daily internet experience.”

    Infotel’s whitepaper is aimed at Global 1000 organizations in these mainframe-rich industries where it is common for a host of developers to be working on the same Db2 SQL application. These developers then bring many different coding styles to a project, and since the coding environment for SQL for is very rich, this means that code is often cobbled together in a less-than-ideal way that may work but does not necessarily as intended. Coding inconsistencies from this diversity of developers and coding styles can ultimately lead to app failure or other major performance problems down the line in production.

    DBAs address this problem with some coding standards but spend an inordinate amount of time manually checking to see that the code is up to preset standards set forth by the organization. Infotel’s SQL quality assurance whitepaper provides DevOps professionals, DBAs and developers some insight into the automated methodology it uses with clients to improve application delivery on Db2 for the mainframe. It is meant to arm database management professionals with the information they need to keep applications running on computers at top performance levels.

    To learn more about how Infotel helps clients enforce code quality standards for their mainframe applications, download the whitepaper “SQL Quality Assurance on IBM z/OS” at bit.ly/infotel-sql-wp, or contact us directly at software(at)infotel(dot)com.

    About Infotel

    Infotel Corp., based in Tampa, Florida, is a software vendor and IT consulting firm specializing in data performance and optimization solutions for the Mainframe z/OS platform. For more than 40 years, Infotel has delivered proven solutions to help clients improve their data management systems. For more information on Infotel Corp., please visit https://www.infotel.com/us/.


    IBM Db2 Query Optimization Using AI | killexams.com real questions and Pass4sure dumps

    In September 2018, IBM announced a new product, IBM Db2 AI for z/OS. This artificial intelligence engine monitors data access patterns from executing SQL statements, uses machine learning algorithms to decide on optimal patterns and passes this information to the Db2 query optimizer for use by subsequent statements.

    Machine Learning on the IBM z Platform

    In May of 2018, IBM announced version 1.2 of its Machine Learning for z/OS (MLz) product. This is a hybrid zServer and cloud software suite that ingests performance data, analyzes and builds models that represent the health status of various indicators, monitors them over time and provides real-time scoring capabilities.

    Several features of this product offering are aimed at supporting a community of model developers and managers. For example:

  • It supports multiple programming languages such as Python, Scala and R. This allows data modelers and scientists to use a language with which they are familiar;
  • A graphical user interface called the Visual Model Builder guides model developers without requiring highly-technical programming skills;
  • It includes multiple dashboards for monitoring model results and scoring services, as well as controlling the system configuration.
  • This machine learning suite was initially aimed at zServer-based analytics applications. One of the first obvious choices was zSystem performance monitoring and tuning. System Management Facility (SMF) records that are automatically generated by the operating system provide the raw data for system resource consumption such as central processor usage, I/O processing, memory paging and the like. IBM MLz can collect and store these data over time, and build and train models of system behavior, score those behaviors, identify patterns not readily foreseen by humans, develop key performance indicators (KPIs) and then feed the model results back into the system to affect system configuration changes that can improve performance.

    The next step was to implement this suite to analyze Db2 performance data. One solution, called the IBM Db2 IT Operational Analytics (Db2 ITOA) solution template, applies the machine learning technology to Db2 operational data to gain an understanding of Db2 subsystem health. It can dynamically build baselines for key performance indicators, provide a dashboard of these KPIs and give operational staff real-time insight into Db2 operations.

    While general Db2 subsystem performance is an important factor in overall application health and performance, IBM estimates that the DBA support staff spends 25% or more of its time, " ... fighting access path problems which cause performance degradation and service impact.". (See Reference 1).

    AI Comes to Db2

    Consider the plight of modern DBAs in a Db2 environment. In today's IT world they must support one or more big data applications, cloud application and database services, software installation and configuration, Db2 subsystem and application performance tuning, database definition and management, disaster recovery planning, and more. Query tuning has been in existence since the origins of the database, and DBAs are usually tasked with this as well.

    The heart of query path analysis in Db2 is the Optimizer. It accepts SQL statements from applications, verifies authority to access the data, reviews the locations of the objects to be accessed and develops a list of candidate data access paths. These access paths can include indexes, table scans, various table join methods and others. In the data warehouse and big data environments there are usually additional choices available. One of these is the existence of summary tables (sometimes called materialized query tables) that contain pre-summarized or aggregated data, thus allowing Db2 to avoid re-aggregation processing. Another option is the starjoin access path, common in the data warehouse, where the order of table joins is changed for performance reasons.

    The Optimizer then reviews the candidate access paths and chooses the access path, "with the lowest cost." Cost in this context means a weighted summation of resource usage including CPU, I/O, memory and other resources. Finally, the Optimizer takes the lowest cost access path, stores it in memory (and, optionally, in the Db2 Directory) and begins access path execution.

    Big data and data warehouse operations now include software suites that allow the business analyst to use a graphical interface to build and manipulate a miniature data model of the data they wish to analyze. The packages then generate SQL statements based on the users’ requests.

    The Problem for the DBA

    In order to do good analytics on your multiple data stores you need a good understanding of the data requirements, an understanding of the analytical functions and algorithms available and a high-performance data infrastructure. Regrettably, the number and location of data sources is expanding (both in size and in geography), data sizes are growing, and applications continue to proliferate in number and complexity. How should IT managers support this environment, especially with the most experienced and mature staff nearing retirement?

    Understand also that a large part of reducing the total cost of ownership of these systems is to get Db2 applications to run faster and more efficiently. This usually translates into using fewer CPU cycles, doing fewer I/Os and transporting less data across the network. Since it is often difficult to even identify which applications could benefit from performance tuning, one approach is to automate the detection and correction of tuning issues. This is where machine learning and artificial intelligence can be used to great effect.

    Db2 12 for z/OS and Artificial Intelligence

    Db2 version 12 on z/OS uses the machine learning facilities mentioned above to gather and store SQL query text and access path details, as well as actual performance-related historical information such as CPU time used, elapsed times and result set sizes. This offering, described as Db2 AI for z/OS, analyzes and stores the data in machine learning models, with the model analysis results then being scored and made available to the Db2 Optimizer. The next time a scored SQL statement is encountered, the Optimizer can then use the model scoring data as input to its access path choice algorithm.

    The result should be a reduction in CPU consumption as the Optimizer uses model scoring input to choose better access paths. This then lowers CPU costs and speeds application response times. A significant advantage is that using AI software does not require the DBA to have data science skills or deep insights into query tuning methodologies. The Optimizer now chooses the best access paths based not only on SQL query syntax and data distribution statistics but on modelled and scored historical performance.

    This can be particularly important if you store data in multiple places. For example, many analytical queries against big data require concurrent access to certain data warehouse tables. These tables are commonly called dimension tables, and they contain the data elements usually used to control subsetting and aggregation. For example, in a retail environment consider a table called StoreLocation that enumerates every store and its location code. Queries against store sales data may wish to aggregate or summarize sales by Location; hence, the StoreLocation table will be used by some big data queries. In this environment it is common to take the dimension tables and copy them regularly to the big data application. In the IBM world this location is the IBM Db2 Analytics Accelerator (IDAA).

    Now think about SQL queries from both operational applications, data warehouse users and big data business analysts. From Db2's perspective, all these queries are equal, and are forwarded to the Optimizer. However, in the case of operational queries and warehouse queries they should most likely be directed to access the StoreLocation table in the warehouse. On the other hand, the query from the business analyst against big data tables should probably access the copy of the table there. This results in a proliferations of potential access paths, and more work for the Optimizer. Luckily, Db2 AI for z/OS can provide the Optimizer the information it needs to make smart access path selections.

    How It Works

    The sequence of events in Db2 AI for z/OS (See Reference 2) is generally the following:

  • During a bind, rebind, prepare or explain operation, an SQL statement is passed to the Optimizer;
  • The Optimizer chooses the data access path; as the choice is made, Db2 AI captures the SQL syntax, access path choice and query performance statistics (CPU used, etc.) and passes it to a "learning task";
  • The learning task, which can be executed on a zIIP processor (a non-general-purpose CPU core that does not factor into software licensing charges), interfaces with the machine learning software (MLz Model Services) to store this information in a model;
  • As the amount of data in each model grows, the MLz Scoring Service (which also can be executed on a zIIP processor) analyzes the model data and scores the behavior;
  • During the next bind, rebind, prepare or explain, the Optimizer now has access to the scoring for SQL models, and makes appropriate changes to access path choices.
  • There are also various user interfaces that give the administrator visibility to the status of the accumulated SQL statement performance data and model scoring.

    Summary

    IBM's machine learning for zOS (MLz) offering is being used to great effect in Db2 version 12 to improve the performance of analytical queries as well as operational queries and their associated applications. This requires management attention, as you must verify that your business is prepared to consume these ML and AI conclusions. How will you measure the costs and benefits of using machine learning? Which IT support staff must be tasked to reviewing the result of model scoring, and perhaps approving (or overriding) the results? How will you review and justify the assumptions that the software makes about access path choices?

    In other words, how well do you know your data, its distribution, its integrity and your current and proposed access paths? This will determine where the DBAs spend their time in supporting analytics and operational application performance.

    # # #

    Reference 1

    John Campbell, IBM Db2 Distinguished EngineerFrom "IBM Db2 AI for z/OS: Boost IBM Db2 application performance with machine learning"https://www.worldofdb2.com/events/ibm-db2-ai-for-z-os-boost-ibm-db2-application-performance-with-ma

    Reference 2

    Db2 AI for z/OShttps://www.ibm.com/support/knowledgecenter/en/SSGKMA_1.1.0/src/ai/ai_home.html

    See all articles by Lockwood Lyon



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