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000-732 DB2 9 DBA for z/OS

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Test Code : 000-732
Test title : DB2 9 DBA for z/OS
Vendor title : IBM
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IBM DB2 9 DBA for

9 desirable Database protection materiel | actual Questions and Pass4sure dumps

Most recent items Articles

No matter number the step forward, no matter the newest fad or trend, the database has remained a partake of the IT mainstream for a lot of a long time. The world Database administration gadget (DBMS) market is dominated through Oracle, Microsoft and IBM, youngsters a few open source databases are gaining market partake impulsively.

These databases apartment the crown jewels of many agencies, vital software and client information. protection is paramount.

"Relational databases continue to breathe a first-rate goal for statistics thieves, and safety vulnerabilities are compounded through the adoption of huge records structures, similar to Hadoop, and NoSQL databases and DBaaS," talked about Deborah Kish, an analyst at IDC.

There are a pretty benign variety of protection materiel out there for the quite a lot of databases. Some are covered as partake of the database equipment, some are open source, and others achieve from safety vendors.;n=203;c=204660767;s=9477;x=7936;f=201812281314300;u=j;z=TIMESTAMP;a=20392941;e=i

Databases are topic to a number of protection risks corresponding to:

  • statistics corruption or loss
  • Inappropriate entry
  • Malware, phishing and different cyberattacks
  • security vulnerabilities or configuration problems
  • Denial of provider assaults
  • besides the fact that children, apples-to-apples comparisons of database protection tools are often tricky, as most materiel are tailor-made to a specific database, working gadget, platform or dealer. That said, privilege here is their listing of one of the vital benign materiel obtainable to cozy databases towards incursion, with a chart evaluating the carriers and links to deeper evaluation of each and every product. For more on their methodology, espy Their privilege protection seller Methodology.

    all the time Encrypted

    AE is a duty completely for clients of Microsoft SQL Server and Azure SQL Database. It ensures delicate information and its corresponding encryption keys are by no means revealed in plaintext to the database device. It in reality best adds cost to those databases in the event that they shop bank card, gregarious security numbers and different particularly delicate suggestions that would not need to breathe uncovered to clients for search and question. otherwise, SQL database administrators (DBAs) may quiet pass it along with those working other DB systems.

    See their in-depth evaluate of outright the time Encrypted

    Oracle Audit Vault and Database Firewall

    AVDF combines a community-based mostly database firewall capability with audit collection, alerting and reporting in an equipment-based mostly kind element. in response to IT principal Station rankings, Oracle AVDF scored slightly much less smartly than IBM and Imperva. It competes against each in compliance, besides the fact that children the others present a much broader latitude of functionality. but AVDF performs neatly in regulated industries as well as in those industries desiring added protection for client bank card facts to tackle laws equivalent to PCI-DSS. it's most fulfilling for Oracle database customers, who additionally exploit other databases.

    See their in-depth review of Oracle AVDFSee consumer reports for Oracle AVDF

    IBM Guardium

    Guardium goes beyond compliance to present discovery, classification, vulnerability evaluation, entitlement reporting, encryption, information redaction and extra. It scored larger than Oracle AVDF on IT primary Station however a runt bit in the back of Imperva SecureSphere. KuppingerCole gave it a accurate score. it's an outstanding felicitous for existing IBM shops typical with the processes of huge Blue. Others can furthermore struggle with management and implementation.

    See their in-depth overview of IBM GuardiumSee person reports for IBM Guardium

    Gemalto SafeNet ProtectDB

    Gemalto SafeNet ProtectDB protects bank card numbers, gregarious security numbers, country wide identification numbers, passwords, account numbers and balances, and email addresses. however, the enterprise's hub of attention is essentially on sensible cards and SIM playing cards, not IT in normal. That makes it a contender for encryption simplest for a very minute set of corporations.

    See their in-depth evaluation of Gemalto SafeNet ProtectDB

    Imperva SecureSphere

    Imperva SecureSphere mitigates database hazards and detects compliance and protection coverage violations. IT significant Station rated it greater than IBM Guardium and Oracle AVDF. despite the fact, KuppingerCole pointed out part items need to breathe deployed for finished database safety, and it lacks encryption. Imperva might furthermore now not breathe a pretty benign robust for SMBs, nevertheless it is a much candidate for medium and sizable regulated enterprise organizations.

    See their in-depth evaluation of Imperva SecureSphereSee consumer experiences for Imperva SecureSphere


    HexaTier combines facts discovery, dynamic information protecting and undertaking monitoring to give protection to from insider and outsider threats. As its focus is on SMBs operating smaller cloud-based mostly databases and it can't accomplish infrastructure discovery, its enchantment is restricted to a fairly slender region of interest. however, it now has Huawei as its proprietor and may espy a shift in course. however any person favoring cloud-based, as hostile to on-premises databases, may quiet bewitch a glance at HexaTier.

    read their in-depth review of HexaTier

    Mentis Suite

    The Mentis Suite includes discovery, dynamic and static data covering, monitoring of database exercise, analyzing application entry, database entry manage, and tools for automation of statistics retention policies. KuppingerCole rated it incredibly on facts discovery, facts insurance policy, scanning and overlaying. it is aimed principally at clients of Oracle and PeopleSoft databases. but a want of database assessment, desultory prevention, and comparatively few third-celebration integrations will restrict its value in some organisations.

    See their in-depth evaluate of Mentis Suite

    Thales Vormetric records safety Platform

    The Vormetric platform present database encryption, entry manage, records protection, and extra. It receives tall marks from KuppingerCole, however is lacking some key areas of database safety, so the Vormetric data safety Platform is doubtless extra appealing to those in search of universal facts security as hostile to database safety. these wishing to snug handiest databases may locate it lacking a number of key points, and offering greater common safety facets than they need.

    See their in-depth assessment of Thales Vormetric statistics safety Platform

    McAfee records middle protection Suite for Databases

    here is set aside together from numerous McAfee points. Its ranking from KuppingerCole became inordinate in discovery, evaluation, and risk protection. however those that need records classification, access administration, or statistics insurance device will deserve to loom somewhere else. McAfee shops can find those functions in other McAfee equipment. despite the fact, non-McAfee clients will likely seem in other places.

    See their in-depth evaluate of McAfee records hub protection Suite for Databases

    top database security tools

    IBM Db2 question Optimization using AI | actual Questions and Pass4sure dumps

    In September 2018, IBM introduced a recent product, IBM Db2 AI for z/OS. This synthetic intelligence engine screens data entry patterns from executing SQL statements, uses computer getting to know algorithms to select premier patterns and passes this tips to the Db2 query optimizer for utilize by subsequent statements.

    machine studying on the IBM z Platform

    In may additionally of 2018, IBM announced version 1.2 of its computing device researching for z/OS (MLz) product. here's a hybrid zServer and cloud application suite that ingests efficiency information, analyzes and builds models that symbolize the health popularity of quite a few symptoms, screens them over time and gives actual-time scoring capabilities.

    several features of this product providing are aimed toward helping a neighborhood of model developers and executives. for example:

  • It supports diverse programming languages corresponding to Python, Scala and R. This enables statistics modelers and scientists to utilize a language with which they're general;
  • A graphical consumer interface referred to as the visible mannequin Builder publications mannequin developers with out requiring enormously-technical programming advantage;
  • It comprises part dashboards for monitoring model consequences and scoring services, as well as controlling the device configuration.
  • This laptop learning suite was at the birth aimed at zServer-primarily based analytics applications. some of the first evident decisions was zSystem performance monitoring and tuning. device administration Facility (SMF) information which are automatically generated by means of the operating device give the uncooked facts for device useful resource consumption similar to crucial processor usage, I/O processing, reminiscence paging etc. IBM MLz can collect and shop these information over time, and construct and educate fashions of gadget behavior, score those behaviors, establish patterns not readily foreseen by course of people, enlarge key performance indications (KPIs) and then feed the model consequences lower back into the system to bear an outcome on gadget configuration adjustments that may enhance efficiency.

    The next step became to set aside in oblige this suite to anatomize Db2 performance information. One answer, called the IBM Db2 IT Operational Analytics (Db2 ITOA) solution template, applies the computer learning technology to Db2 operational information to profit an understanding of Db2 subsystem health. it can dynamically build baselines for key performance warning signs, deliver a dashboard of these KPIs and provides operational staff precise-time insight into Db2 operations.

    while time-honored Db2 subsystem efficiency is a crucial aspect in overall software fitness and performance, IBM estimates that the DBA aid carcass of workers spends 25% or extra of its time, " ... fighting access path complications which antecedent performance degradation and service bear an outcome on.". (See Reference 1).

    AI involves Db2

    believe the plight of modern DBAs in a Db2 ambiance. In latest IT world they must advocate one or greater big records functions, cloud application and database services, utility setting up and configuration, Db2 subsystem and application efficiency tuning, database definition and administration, catastrophe healing planning, and more. query tuning has been in existence for the understanding that the origins of the database, and DBAs are always tasked with this as well.

    The heart of question route analysis in Db2 is the Optimizer. It accepts SQL statements from functions, verifies authority to access the information, reports the places of the objects to breathe accessed and develops a listing of candidate facts entry paths. These access paths can embrace indexes, desk scans, quite a few table breathe partake of methods and others. within the statistics warehouse and big data environments there are continually extra decisions accessible. One of these is the existence of abstract tables (from time to time called materialized query tables) that accommodate pre-summarized or aggregated data, hence allowing Db2 to sojourn away from re-aggregation processing. another choice is the starjoin entry course, common within the statistics warehouse, where the order of table joins is changed for efficiency reasons.

    The Optimizer then experiences the candidate entry paths and chooses the entry direction, "with the bottom charge." cost in this context capacity a weighted summation of resource usage including CPU, I/O, memory and different elements. finally, the Optimizer takes the lowest can suffuse access course, retailers it in memory (and, optionally, within the Db2 directory) and starts entry direction execution.

    big facts and information warehouse operations now encompass application suites that permit the commerce analyst to utilize a graphical interface to build and exploit a miniature information model of the facts they are looking to analyze. The packages then generate SQL statements in line with the clients’ requests.

    The issue for the DBA

    so as to accomplish decent analytics to your part data shops you want a much realizing of the facts requirements, an figuring out of the analytical features and algorithms obtainable and a excessive-performance records infrastructure. regrettably, the quantity and site of records sources is increasing (each in measurement and in geography), records sizes are becoming, and purposes proceed to proliferate in quantity and complexity. How should IT managers guide this ambiance, mainly with essentially the most experienced and mature staff nearing retirement?

    take into account additionally that a huge a partake of decreasing the entire suffuse of possession of those programs is to regain Db2 applications to dash quicker and greater correctly. This usually translates into using fewer CPU cycles, doing fewer I/Os and transporting less data throughout the network. on account that it's frequently complicated to even identify which purposes may improvement from efficiency tuning, one approach is to automate the detection and correction of tuning considerations. here is the dwelling computing device gaining scholarship of and synthetic intelligence will furthermore breathe used to terrific effect.

    Db2 12 for z/OS and synthetic Intelligence

    Db2 version 12 on z/OS uses the computer discovering facilities mentioned above to acquire and store SQL query textual content and entry course details, in addition to genuine efficiency-related ancient guidance comparable to CPU time used, elapsed times and outcome set sizes. This offering, described as Db2 AI for z/OS, analyzes and shops the statistics in computer discovering fashions, with the model evaluation results then being scored and made available to the Db2 Optimizer. The next time a scored SQL commentary is encountered, the Optimizer can then utilize the model scoring records as enter to its entry route alternative algorithm.

    The outcome should quiet breathe a reduction in CPU consumption because the Optimizer uses model scoring enter to select superior entry paths. This then lowers CPU fees and speeds application response times. a major expertise is that the utilize of AI software doesn't require the DBA to bear information science competencies or deep insights into query tuning methodologies. The Optimizer now chooses the top-rated entry paths based mostly now not simplest on SQL question syntax and records distribution records however on modelled and scored veteran performance.

    This can breathe specially essential in case you shop facts in part locations. as an instance, many analytical queries towards big records require concurrent entry to inevitable facts warehouse tables. These tables are generally called dimension tables, and they embrace the facts points always used to manage subsetting and aggregation. for example, in a retail atmosphere account a table known as StoreLocation that enumerates each shop and its region code. Queries against reserve earnings statistics can furthermore want to combination or summarize income via vicinity; hence, the StoreLocation desk could breathe used via some massive facts queries. during this ambiance it is commonplace to bewitch the dimension tables and replica them always to the huge facts utility. within the IBM world this location is the IBM Db2 Analytics Accelerator (IDAA).

    Now suppose about SQL queries from each operational purposes, facts warehouse users and sizable records company analysts. From Db2's viewpoint, outright these queries are equal, and are forwarded to the Optimizer. besides the fact that children, in the case of operational queries and warehouse queries they should quiet without doubt breathe directed to entry the StoreLocation desk in the warehouse. then again, the query from the company analyst in opposition t massive data tables should quiet doubtless access the copy of the desk there. This results in a proliferations of abilities access paths, and greater drudgery for the Optimizer. fortunately, Db2 AI for z/OS can supply the Optimizer the advice it must create sensible entry path choices.

    how it Works

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

  • throughout a bind, rebind, set aside together or account for operation, an SQL statement is passed to the Optimizer;
  • The Optimizer chooses the information access path; as the alternative is made, Db2 AI captures the SQL syntax, access direction choice and query efficiency information (CPU used, and so on.) and passes it to a "studying task";
  • The studying project, which can breathe completed on a zIIP processor (a non-normal-intention CPU core that does not factor into utility licensing prices), interfaces with the computing device gaining scholarship of application (MLz mannequin features) to shop this assistance in a mannequin;
  • because the amount of facts in every model grows, the MLz Scoring provider (which can furthermore breathe accomplished on a zIIP processor) analyzes the mannequin information and scores the behavior;
  • all the course through the next bind, rebind, prepare or clarify, the Optimizer now has entry to the scoring for SQL fashions, and makes confiscate alterations to access course decisions.
  • There are furthermore quite a lot of person interfaces that supply the administrator visibility to the popularity of the collected SQL commentary efficiency information and mannequin scoring.


    IBM's desktop researching for zOS (MLz) providing is being used to superb repercussion in Db2 edition 12 to enlarge the efficiency of analytical queries in addition to operational queries and their associated applications. This requires management attention, as you need to check that your enterprise is ready to devour these ML and AI conclusions. How will you measure the charges and advantages of the utilize of machine learning? Which IT aid workforce should breathe tasked to reviewing the outcomes of model scoring, and perhaps approving (or overriding) the consequences? How will you evaluation and justify the assumptions that the utility makes about access route selections?

    In different phrases, how neatly accomplish you know your records, its distribution, its integrity and your latest and proposed entry paths? this will investigate the dwelling the DBAs disburse their time in aiding analytics and operational software efficiency.

    # # #

    Reference 1

    John Campbell, IBM Db2 distinctive EngineerFrom "IBM Db2 AI for z/OS: boost IBM Db2 application performance with laptop getting to know"

    Reference 2

    Db2 AI for z/OS

    See outright articles with the aid of Lockwood Lyon

    DBI Introduces recent efficiency Monitoring facets for IBM Db2 LUW | actual Questions and Pass4sure dumps

    Jul 30, 2018

    Joyce Wells

    DBI application, a issuer of Db2 LUW performance solutions, has delivered recent capabilities in its pureFeat V7 efficiency administration Suite for IBM Db2 LUW.

    With this unlock, DBI is elevating efficiency monitoring to assist DBAs and management teams to cope with the volatility of agile environments, talked about Scott Hayes, president and founding father of DBI.

    Agentless color option - IBM has completed lots of drudgery in the latest free up of Db2 (edition eleven) to create pureScale easier to create utilize of, enforce, and administer and, subsequently, DBI has seen more desirable adoption of pureScale over the closing twelve months, eminent Hayes. To advocate valued clientele regain more from pureScale, DBI’s latest free up provides robust Db2 pureScale performance reporting and trending, together with recent efficiency shows for global Bufferpools, CF Wait instances, CF Processing times, the Cluster Facility, and Member performance.

    Agentless Collector alternative - moreover DBI's agent-based collector, the liberate provides a brand recent agentless collector choice for monitoring cloud databases where a server login on the spot is not obtainable. The agentless collector makes it less difficult to monitor assorted databases with minimal overhead and administration and is exceptionally crucial for monitoring cloud databases but additionally for convenience in lightweight monitoring of non-essential databases, eminent Hayes.

    Database ranking Calculations - in line with DBI, many shoppers respect that the database ranking supplied by using pureFeat helps them promptly triage databases to focal point on the worst problems first. The score, starting from 0-10,000, is suffuse based mostly, helping DBA teams to find hidden or rising future problems.

    in the past, the "analyze database ranking" characteristic highlighted complications and provided tips for resolution, however there was no indicator for the severity of the issues identified. The feedback from valued clientele, eminent Hayes, turned into that they liked the device nonetheless it was no longer limpid what the worst complications had been.

    within the recent unlock, the variety of facets subtracted for each and every problem is printed so that DBAs can remember what the worst complications are.

    "Index Design Workbench" - DBI’s Predictive Index influence analysis (PIIA) helps Db2 clients bewitch note the influence of adding recent indexes given SQL workloads for any timeframe, assisting DBA groups to tune Db2 databases with self faith and furthermore helping them benefit exchange ply approvals greater without difficulty.

    constructing on the success of this capability, the recent release adds the capacity for DBAs to adjust indexes advised through the Design marketing consultant (add, eliminate, or reorder columns, and alter sort sequences) or invent their personal recent index that will furthermore breathe handed into the influence evaluation.

    Now, clients bear the capability to regain rid of columns in a recommended index or reorder columns, and if they feel they are smarter than the utility, referred to Hayes, they could create their personal index and set aside it through the predictive bear an outcome on evaluation tool to explore if it'll actually bear the really useful repercussion that they are expecting.

    improved style Charts - one of the crucial favorite capabilities offered with the aid of DBI is the mode charts with change event warning signs plotted on them. although, previously, it became most efficacious workable to graph determined in a similar course scaled metrics throughout time on an X and Y axis. during this release, a recent Z axis option has been introduced, making it feasible to graph part metrics throughout time, assisting to establish antecedent and impact.

    as an instance, DBAs can now graph the ordinary transaction response time along with the variety of present and lively database connections. A DBA could espy that when the database is operating 30 concurrent lively connections, response times birth to decelerate, spoke of Hayes.

    The want for speed

    With the multiplied focus on DevOps, there is extra power to bewitch alterations quickly and that creates drudgery and stress for DBA teams, followed Hayes, declaring that “trade is an invitation for brand recent complications.” by course of presenting the recent capabilities during this liberate, he mentioned, DBI is proposing americans with greater perception into what's occurring within their Db2 environments.

    For greater tips, goto DBI software pureFeat V7 information.

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    DB2 9 DBA for z/OS

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    IBM Db2 Query Optimization Using AI | actual questions and Pass4sure dumps

    In September 2018, IBM announced a recent product, IBM Db2 AI for z/OS. This synthetic intelligence engine monitors data access patterns from executing SQL statements, uses machine learning algorithms to settle on optimal patterns and passes this information to the Db2 query optimizer for utilize 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 utilize 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 palpate system configuration changes that can help performance.

    The next step was to implement this suite to anatomize 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 common Db2 subsystem performance is an vital factor in overall application health and performance, IBM estimates that the DBA advocate staff spends 25% or more of its time, " ... fighting access path problems which antecedent 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 advocate one or more sizable data applications, cloud application and database services, software installation and configuration, Db2 subsystem and application performance tuning, database definition and management, catastrophe 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 breathe accessed and develops a list of candidate data access paths. These access paths can embrace indexes, table scans, various table connect methods and others. In the data warehouse and sizable data environments there are usually additional choices available. One of these is the existence of summary tables (sometimes called materialized query tables) that accommodate 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 embrace software suites that allow the commerce analyst to utilize a graphical interface to build and exploit 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 accomplish benign analytics on your multiple data stores you need a benign 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 advocate this environment, especially with the most experienced and mature staff nearing retirement?

    Understand furthermore that a big partake of reducing the total cost of ownership of these systems is to regain Db2 applications to dash 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 synthetic intelligence can breathe used to much effect.

    Db2 12 for z/OS and synthetic 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 utilize the model scoring data as input to its access path choice algorithm.

    The result should breathe a reduction in CPU consumption as the Optimizer uses model scoring input to select better access paths. This then lowers CPU costs and speeds application response times. A significant handicap is that using AI software does not require the DBA to bear 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 breathe particularly vital if you store data in multiple places. For example, many analytical queries against sizable data require concurrent access to inevitable data warehouse tables. These tables are commonly called dimension tables, and they accommodate the data elements usually used to control subsetting and aggregation. For example, in a retail environment account 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 breathe used by some sizable data queries. In this environment it is common to bewitch the dimension tables and copy them regularly to the sizable data application. In the IBM world this location is the IBM Db2 Analytics Accelerator (IDAA).

    Now contemplate about SQL queries from both operational applications, data warehouse users and sizable data commerce analysts. From Db2's perspective, outright these queries are equal, and are forwarded to the Optimizer. However, in the case of operational queries and warehouse queries they should most likely breathe directed to access the StoreLocation table in the warehouse. On the other hand, the query from the commerce analyst against sizable data tables should probably access the copy of the table there. This results in a proliferations of potential access paths, and more drudgery for the Optimizer. Luckily, Db2 AI for z/OS can provide the Optimizer the information it needs to create 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 account for 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 breathe 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 furthermore can breathe 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 confiscate changes to access path choices.
  • There are furthermore various user interfaces that give the administrator visibility to the status of the accumulated SQL statement performance data and model scoring.


    IBM's machine learning for zOS (MLz) offering is being used to much outcome in Db2 version 12 to help the performance of analytical queries as well as operational queries and their associated applications. This requires management attention, as you must verify that your commerce is prepared to consume these ML and AI conclusions. How will you measure the costs and benefits of using machine learning? Which IT advocate staff must breathe 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 accomplish you know your data, its distribution, its integrity and your current and proposed access paths? This will determine where the DBAs disburse 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"

    Reference 2

    Db2 AI for z/OS

    See outright articles by Lockwood Lyon

    A Product Overview of DB2 9 for Linux, UNIX, and Windows | actual questions and Pass4sure dumps

    In this chapter you will breathe introduced to the DB2 family of products that dash on the Linux, UNIX, and Windows operating systems.

    This chapter is from the engage 
  • In this chapter you will breathe introduced to the DB2 family of products that dash on the Linux, UNIX, and Windows operating systems. This version of DB2 is often referred to as the distributed version to differentiate it from the DB2 for z/OS® version that runs on an IBM mainframe.

    DB2 has the skill to store outright kinds of electronic information. This includes traditional relational data, data encoded within XML as well as structured and unstructured binary information, documents and text in many languages, graphics, images, multimedia (audio and video), information specific to operations enjoy engineering drawings, maps, insurance claims forms, numerical control streams, or any type of electronic information. This chapter illustrates some of the ways to access data in a DB2 database using some of the interfaces provided within the DB2 family. A description of each of the DB2 products are provided to illustrate some of DB2's features and functions.

    The DB2 Data Server is an vital partake of IBM's Information as a Service software portfolio that serves as the atomic flat for the broader IBM On require architecture.

    In design 1-1 you can espy that the IBM software portfolio has really evolved into a collection of tall value services provided by various IBM software portfolio offerings. The backbone fabric of this IBM reference architecture is the Enterprise Service Bus (ESB) that is used to facilitate communications across this wealthy set of services.

    Figure 1-1

    Figure 1-1 IBM Service Framework for an On require business

    IT Service Management is mostly provided by various Tivoli® products. The Tivoli portfolio is built around four key disciplines or pillars:

  • Security Management
  • Storage Management
  • Performance and Availability
  • Configuration and Operations
  • Services from these pillars can breathe used to collectively manage your entire IT framework. For example, Tivoli Storage Resource Manager services can breathe used enterprise-wide to monitor and report on heterogeneous storage resources to enlarge storage utilization, identify and resolve potential problems, and ensure application availability through policy-based automation.

    Development Services are the culmination of various Rational-based products that are built on the open source Eclipse platform. For example, Rational® ClearCase® provides source control services, and Rational Application development empowers application developers with a wealthy set of services that can breathe used to develop applications, Web pages, and extended custom services for implementation in a Services Oriented Architecture (SOA) or loosely coupled application framework.

    Services that enable interaction are typically partake of the Lotus® suite of products that enhance collaboration and idea sharing across the enterprise and beyond. Products enjoy Lotus Sametime® Connect can breathe used for messaging and more.

    A number of services in the framework illustrated in design 1-1 are provided by the WebSphere® portfolio. For example, a product enjoy WebSphere Integration Developer helps you define commerce process flows in the measure commerce Process Execution Language (BPEL), which are used to implement process services that in eddy relieve you define, orchestrate, and automate commerce policies. The Enterprise Service Bus (ESB) is provided by the WebSphere ESB product that provides your enterprise services with transformation, transport switching, and routing remediation among other services. Perhaps the most Famous product of the WebSphere brand is the WebSphere Application Server that provides a runtime framework for J2EE®-based operations that are partake of the Infrastructure Services component.

    Finally there's the Information Services which represent the superset of the capabilities you'll learn about in this book. The specific set of services that are typically create in this partake of the IBM reference architecture are shown in design 1-2.

    The services shown to the privilege in design 1-2 are hierarchical in nature. In other words, as you drudgery from bottom to top, the services provided become richer and more commerce oriented.

    For example, Master Data Management services are provided by the WebSphere Product hub and WebSphere Customer hub products. Master data are facts that narrate your core commerce entities: customers, suppliers, partners, products, bill of materials, employees, and so on. The discipline of Master Data Management seeks to decouple master information from individual applications spread across the enterprise and create a central, application independent, resource. The halt result is a simplification of ongoing integration tasks and recent application development. This discipline addresses key issues such as data character and consistency proactively rather than "after the fact"; for example, in a data warehouse (a lower service in this taxonomy). There is furthermore a set of entity resolution services that felicitous within the Master Data Management service tier.

    Business Intelligence services are provided by the DB2 Data Warehouse editions that you'll learn more about later in this chapter. Content Manager services are provided by the set of Content Management products and are used for document management, archiving, regulatory retention, and are a basis by which unstructured information (such as FAXes, video, voicemail, and so on) can breathe searched and folded into the information asset.

    Information Integration services seek to provide enterprises with ways to share, place, publish, cleanse, and enrich data create in the lower-level data management services. WebSphere Federation Server and its parent WebSphere Information Server are two such products that relieve implement these services.

    Finally, the Data Management services tier is the foundation upon which the other services are built. IBM has a number of data servers that felicitous into this tier, including DB2, Informix®, IBM Cloudscape™, U2, and IMS™.

    This engage is specifically about DB2 in this service tier. Specifically, you'll learn how DB2 can provide any number of the high-value data-centric services shown in design 1-3.

    Figure 1-3

    Figure 1-3 The data services provided by DB2, the focus of this book

    For more information on the entire IBM software portfolio and how they are mapped to the illustrated services shown Figures 1-1 and 1-2, advert to the IBM Web site at for more details.

    The DB2 family of data servers executes on Windows, Linux (which can breathe dash on the entire spectrum of IBM's hardware: System i™, System z™, System x™, and System p™), Solaris™ (both SPARC®-based and Intel®/AMD™-based installations), HP-UX™ (both PA-RISC™-based and Itanium-based installations), i5/OS®, VSE/VM, z/OS, and on pervasive platforms (like Windows Mobile Edition, BlueCat® Linux, Symbian®, Palm OS®, J2ME® platforms enjoy the RIM® Blackberry®, and more).

    The DB2 code foundation is optimized for each platform to ensure maximum performance and integration. DB2 for Linux, UNIX, and Windows shares about a 98 percent common code foundation with platform-specific optimizations at the operating system interface (OSI) flat (Figure 1-4).

    Figure 1-4

    Figure 1-4 The DB2 code for Linux, UNIX, and Windows is virtually the same

    This means that once you've erudite how to administer a DB2 for AIX system, for the most partake you'll know how to manage DB2 for Linux or DB2 for Windows; this is the understanding why there is a solitary DB2 certification for outright the distributed platforms.

    DB2 for i5/OS and DB2 for z/OS are optimized for their respective environments. For example, DB2 for z/OS is based on a shared-everything disk architecture where the hardware-assisted Coupling Facility is used to serialize access to the shared disk. No such hardware exists for Linux, UNIX, and Windows, and therefore DB2 on these platforms uses a shared-nothing architecture. For this reason, administration tends to vary between these platforms (though many concepts and features are similar). However, the SQL API is 98% common to outright the platforms where DB2 runs, allowing applications written on one platform to breathe easily ported to another. This means that you can build an application on DB2 for Windows and port it effortlessly to DB2 for z/OS. If you build your application according to the SQL Reference for Cross-Platform development handbook, your application will breathe 100% portable across the DB2 family.

    There are other synergies among DB2 running on Linux, UNIX, and Windows, as well as the other DB2 family members. For example, the JDBC driver used for DB2 for z/OS is exactly the very code as is used for DB2 for Linux, UNIX, and Windows. So while there may breathe variations in specific data definition language (DDL)-based tasks, the data manipulation language (DML) and client APIs are similar.

    Top 8 DB2 Certification Books for Database Administrators | actual questions and Pass4sure dumps

    Despite the seeming complexity of DB2 in these times, there are books out there that are very smooth to read and that serve as much guide books for on-the-job references or study guides for exam preparation that will regain you certified on your first try.

    Whether you are a professional intending to skim up on newer versions of the database, or you are studying for a certification exam, create the best investment by purchasing any of the following books in this list of the top 8 DB2 certification books for database administrators.

    Top 8 DB2 Certification Books for Database Administrators

    DB2 9 Fundamentals Certification Study Guide1. DB2 9 Fundamentals: Certification Study guide by Roger E. Sanders

    This DB2 certification engage follows the author’s winning history of writing solid DB2 books. This particular engage is smooth to read and extremely informative. You learn plenty of information, and you will soon find yourself reading the entire engage from cover to cover, several times. There are furthermore tests included, which are a much resource.

    DB2 9 for Linux, UNIX, and Windows2. DB2 9 for Linux, UNIX, and Windows: DBA Guide, Reference, and Exam Prep (6th Edition) by George Baklarz and Paul C. Zikopoulos

    This engage features outright the information required to complete the certification exam. It contains information that are especially useful for beginners. An excellent resource, this comprehensive DB2 certification engage is written in an smooth language, with plenty of examples and pictures to ensure you are outright set to go.

    DB2 9 for Linux, UNIX, and Windows Database Administration3. DB2 9 for Linux, UNIX, and Windows Database Administration: Certification Study guide by Roger E. Sanders

    This is the best DB2 certification engage for Exam 731 preparation. There are sample questions at the halt of every chapter, including a 150-question set at the halt of the textbook for practice, going through outright the main concepts, with answers too! It covers outright the topics you will need to visage in the exam

    DB2 9 for zOS Database Administration4. DB2 9 for z/OS Database Administration: Certification Study guide by Susan Lawson and Daniel Luksetich

    Even as you start to proceed through this DB2 certification book, you are able to expose that it’ s a much resource. Authored by Susan Lawson and Daniel Luksetich, of course it’s brilliant! Very well-structured, it covers outright the major topics, providing the most significant key information. Despite the complexity of DB2 these days, this one is very smooth to read.

    Recommended for You

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    DB2 9 for Linux, UNIX, and Windows Advanced Database Administration Certification5. DB2 9 for Linux, UNIX, and Windows Advanced Database Administration Certification: Certification Study guide by Roger E. Sanders and Dwaine R Snow

    It’s not surprising that this particular DB2 certification engage is extremely informative and well-written, considering its two admirable authors, Roger Sanders and Dwaine Snow, considered “the DB2 author” and “expert to the experts”.  It is furthermore a much guide engage for on-the-job references.

    DB2 Fundamentals Certification for Dummies6. DB2 Fundamentals Certification for Dummies by Paul C. Zikopoulos, Jennifer Gibbs and Roman B. Melnyk

    the author has extracted outright the goodies from the exam and set aside it into this brief book.

    This DB2 certification engage is an excellent study guide to DB2 on the windows platform. The first half of the book’s content is geared towards the beginner, and it tries to interject the reader to DB2 gently. Excellent for exams 512 and 513, this engage furthermore comes with a CD that contains hundreds of rehearse questions helpful for passing your exam 700 easily.

    DB2 9.7 for Linux, UNIX, and Windows Database Administration7. DB2 9.7 for Linux, UNIX, and Windows Database Administration: Certification Study Notes by Roger E. Sanders

    If you device on pursuing the 541 exam and require precise study material try this DB2 certification book. At a reasonable price, this engage offers a precise guide in helping you prepare for the 541 certification exam. It is the only 541-specific material in the market, and Mr. Sanders does an excellent job of preparing you for the exam.

    DB2 9 for Linux, UNIX, and Windows Database Administration Upgrade8. DB2 9 for Linux, UNIX, and Windows Database Administration Upgrade: Certification Study guide by Roger E. Sanders

    Very well-written, this DB2 certification engage covers material for the recent version of the database. After reading this study guide, you will conclude that it is a win in preparing for the test! The questions at the halt of each chapter are furthermore excellent and very helpful.

    These DB2 books serve as valuable gems for database administrators who need an on-the-job reference or who are doing precious study time and need precise study materials that will accomplish the job. Which particular DB2 certification engage bear you create helpful? Leave me a remark below and let me know.

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