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LAS VEGAS, Nov. 7, 2017 /PRNewswire/ -- leading edge Integrity gurus, Inc., cybersecurity consultants with cybersecurity options securing any business, is haughty to exist a silver sponsor and exhibit at IBM z programs Technical school 2017 in Washington, D.C., November 13 - 17, 2017. additionally, forefront cybersecurity consultants might exist accessible to talk about topics addressing the latest safety and compliance issues. vanguard will spotlight its protection solutions demonstrating how they play a a must-have role conserving any enterprise, cloud or IBM® z/OS® safety server environment.
IBM technical training routine are designed for technical construction in IBM Z®, IBM energy programs™ and IBM Storage. The week is packed with skill-constructing classes, arms-on labs, onsite certification testing and a brilliant solution middle.
security consultants from forefront should exist available at IBM z techniques Technical tuition 2017 to argue the latest protection and compliance topics, traits and options over the multi-day conference. They invite you to approach back by their booth within the solutions middle within the Washington Hilton and meet with vanguard executives.
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forefront Integrity specialists offers commercial enterprise security software and capabilities that remedy intricate safety and regulatory compliance challenges for economic, insurance, healthcare, schooling, transportation and executive corporations around the globe. vanguard gives Cybersecurity solutions Securing any commercial enterprise. the realm's biggest economic, assurance, government businesses and retailers entrust their security to forefront Integrity authorities. leading edge is committed to holding and securing the Cloud and any enterprise ambiance. leading edge gives 24/7/365 are alive customer advocate from the USA of america.
IBM, the IBM emblem, IBM.com, IBM z, z programs and z/OS are emblems of international enterprise Machines company registered in lots of jurisdictions in the u.s. and/or different nations international.
View common content material with multimedia:https://www.prnewswire.com/information-releases/forefront-integrity-experts-at-ibm-z-programs-technical-school-300550539.html
source forefront Integrity authorities, Inc.
February 11, 2019 Timothy Prickett Morgan
If nothing else, the IBM i platform has exhibited extraordinary sturdiness. One might even sigh legendary longevity, if you want to Take its inheritance the entire manner back to the system/three minicomputer from 1969. here is the actual dawn aspect in the AS/400 household tree and here is when massive Blue, for terribly sound criminal and technical and marketing reasons, determined to fork its products to handle the racy wants of colossal companies (with the gadget/360 mainframe and its follow-ons) and small and medium agencies (starting with the system/3 and relocating on throughout the device/34, system/32, system/38, and gadget/36 in the Nineteen Seventies and early Nineteen Eighties and passing in the course of the AS/400, AS/400e, iSeries, gadget i, after which IBM i on verve techniques systems.
It has been a long speed indeed, and many shoppers who possess invested within the platform begun pass lower back then and there with the early versions of RPG and moved their applications forward and adjusted them as their organizations advanced and the depth and breadth of company computing modified, moving on up through RPG II, RPG III, RPG IV, ILE RPG, and now RPG free form. Being on this platform for even three many years makes you a relative newcomer.
there is a longer speed ahead, on account that they regard that the companies that are nonetheless operating IBM i techniques are the upright diehards, the ones who possess no protest of leaving the platform and that, at the least in response to the survey records we've been privy too, are aspiring to proceed investing in, and even expand their investments in, the IBM i platform.
to this point, they don't look to exist in a recession and heaven willing there should not one, so the priorities that IBM i retail outlets possess are not the ones that they had a decade in the past every lone over the height of the excellent Recession. lower back then, as turned into the case in almost every lone IT companies, IBM i shops possess been hunkering down and were attempting to prick fees in every lone techniques feasible, together with deferring apparatus upgrades and migrations in addition to reducing lower back on other projects. most effective 29 percent of the 750 IBM i stores that participated in the 2019 IBM i marketplace Survey, which HelpSystems did returned in October 2018, possess been worried about decreasing IT spending. here is a remarkably low stage, and that i feel is indicative of how highly effective the economic system is – excepting one of the most fits and begins they noticed at the conclusion of 2018 and birthright here in early 2019 that compose us nervous and could birth putting constrain on issues. listed here are the upright considerations as culled from the survey:
dealing with the enlarge in records and in finding out the analytics to gnaw on that records ranked a bit bit larger on the 2019 IBM i market Survey than did reducing fees, and that i believe over the lengthy haul these concerns will become more crucial than modernizing functions and dealing with the IBM i expertise shortages that are a perennial exist troubled. both of those issues are being solved as recent programmers and recent tools to compose recent interfaces to database applications possess become greater common and as applied sciences corresponding to free configuration RPG, which looks extra like Java, Python, and personal home page, are being more commonly deployed and, importantly, will moreover exist picked up extra quickly by programmers skilled with these different languages.
Given the nature of the consumer base, it appears not going to me that safety and inordinate availability will now not proceed to exist basic considerations, despite the fact that the IBM i platform is among the most relaxed structures in the world (and not just since it is vague, however because it is exceptionally intricate to hack) and it has a achieve of inordinate availability and disaster recovery apparatus (from IBM, Syncsort, Maxava, and HelpSystems) attainable for people that are looking to double up their programs and offer protection to their functions and records. The bar is regularly higher than elementary backup and recuperation for many IBM i retail outlets within the banking, insurance, manufacturing, and distribution industries that dominate the platform. These groups can’t possess security breaches, and they can’t possess downtime.
there is a extraordinary volume of steadiness within the IBM i customer base that they suppose, at this aspect, is reflective within the stability of the IBM i platform and enormous Blue’s own perception that it needs a fit IBM i platform to possess an overall in shape verve programs business. every lone of us recognize that the energy techniques hardware enterprise has simply became in 5 quarters of profits growth – whatever they discussed currently in setting up their personal salary model for the vigour methods company – but what they did not exist aware of, and what compose positive to know, is that within the second and third quarters of 2018, the IBM i portion of the company grew tremendously faster than the everyday energy systems business, and the only intent that this didn't occur within the ultimate quarter of 2018 is that income of IBM i machinery in this topple 2017 became quite stalwart and represented a extremely complicated evaluate. The point is, the IBM i company has been raising the power methods kind general. (These pointers about the IBM i enterprise approach compliments of Steve Sibley, vice president and providing manager of Cognitive methods at IBM.)
IBM’s own fiscal equilibrium of the energy platform – which has been bolstered through a stream into Linux clusters for analytics and inordinate efficiency computing simulation and modeling as well as via the adoption of the HANA in-memory database by means of SAP shoppers on massive iron machines including Power8 and now Power9 methods – helps IBM i consumers regard greater confident in investing within the latest IBM i platform. The recent proof from several diverse surveys, not simply the one accomplished by means of HelpSystems every year, suggests that groups are through and massive either continuing to compose investments within the platform or even in some cases are planning to raise their spending on the IBM i platform in 2019.
As which you can see, the pattern of funding plans for the IBM i platform, as proven within the chart above, has not modified very a splendid deal at every lone in the past four years. it's a remarkably solid pattern with but a bit wiggling here and there that might moreover now not even exist statistically giant. simply below 1 / 4 of IBM i stores possess stated during the past four years that they scheme to raise their funding in the platform in every year, and just beneath half sigh that they are conserving regular. This doesn't imply that the equal agencies, 12 months after year, are investing extra and other businesses are staying pat, year after yr. it's much more likely that each handful of years – greater like four or five – consumers ameliorate their techniques and extend their capacity, and that they then sit tight. The search information from yourself is that the split isn’t showing a long pass fewer corporations investing and far more sitting tight. That more than a tenth of the retail outlets don’t recognize what their scheme is as each prior 12 months comes to a nigh is slightly worrying, however it is heartfelt and indicates that a splendid portion of shops possess other priorities apart from hardware and operating system upgrades. we've said this before and they are able to sigh it again: They feel that the people who reply to surveys and browse weekly publications concentrated on the IBM i platform are essentially the most vigorous retail outlets – those extra likely to dwell especially latest on hardware and utility. So the tempo of adoption for recent applied sciences, and the rate of funding, should noiseless exist higher than within the precise base, lots of which does not trade tons at all.
So if they had to adjust this information to Take on the complete base, there may exist far fewer websites that are investing extra funds, pass more organizations which are sitting tight, and maybe fewer websites that are thinking of moving off the IBM i platform. I feel the distribution of records is probably something like 10 p.c of shops possess no theory what they are doing investment clever with IBM this 12 months, 5 p.c are considering relocating some or every lone of their applications to a further platform, probably 10 % are investing more this yr, and the ultimate seventy five % are sitting tight. here is just a guess, of course. as far as they will inform, the cost of attrition – what number of websites they truly lose each and every yr – just a tad over 1 percent. So the cost of flux of functions off the platform, or incidences of unplugging IBM i databases and purposes, may moreover not exist anyplace nigh as towering in the benchmark base because the information above suggests. what is alarming, in every lone probability, is that the fee of moving some or every lone applications off the platform is balanced in opposition t people who sigh they will raise investments. most likely these are hopeful survey takers, and those that regard it's effortless to circulate learn it isn't and people who believe they'll locate the money to compose investments will not.
What they carry out comprehend is that if the expense of application attrition was anyplace near as towering as these surveys suggest, then the IBM i company would not exist turning out to be, however shrinking. And they realize it isn't shrinking, so they regard there's a disconnect between planning and reality, both on the upside and the draw back.
in case you drill down into the facts for the 2019 IBM i industry Survey, there were 13 % of retailers that observed they would exist relocating some applications to a recent platform, and an additional 9 % that talked about they had been going to circulation every lone of their purposes off IBM i. (This quantity is in keeping with the synchronous ALL400s survey accomplished by John Rockwell.)
Anyway, splendid luck with that.
Porting purposes from one platform to a further, of buying a recent suite on that recent platform, is an enormously elaborate assignment. It is not like trying to trade a tire whereas using down the street, as is a benchmark metaphor, however quite like attempting to Take the tire off one car relocating down the motorway and installing it on another car using beside it within the adjacent lane devoid of crashing either automobile or smashing into any individual else on the road. Optimism abounds, but when shove comes to shove, very few groups are trying the sort of maneuver, and once they do, it's continually as a result of there's a company mandate, extra instances than not led to by pass of a merger or acquisition, that pits another platform towards IBM i running on vigour systems. organizations that sigh they are making this kindly of plod off IBM i are sanguine for their personal own reasons, most likely, however they are not always practical about how long it may take, what disruption it'll charge, and what surest benefit, if any, will exist realized.
if you carry out the maths on the chart above, eight-tenths of the base has no conception how long a movement will take, one more 1.7 percent thinks it'll Take more than five years, and 3 % sigh it'll Take between two years and five years. most effective three.four p.c of the total base sigh they could carry out it in below two years. They regard every lone of these numbers are confident, and the businesses who could comfortably depart OS/400 and IBM i already did a long time ago and people that are remain possess a harder time, now not a less complicated time, moving. If this possess been no longer actual, the IBM i base could exist a hell of an terrible lot smaller than the a hundred and twenty,000 purchasers they believe are out there, in accordance with what large Blue has told us in the past. here's the distinction between concern or power or culture and the reality of making an attempt to stream a company off one platform and onto one more. These strikes are every lone the time an terrible lot tougher than they view on the entrance end, and they suspect many of the advantages moreover don’t materialize for people that carry out jump structures.
on the benchmark attrition cost advised with the aid of this survey information – 9 % stream off the platform in somewhere between three hundred and sixty five days and more than 5 years, with most agencies no longer being in a position to perceive more than 5 years into the future this is a well-kept trick – the allot in base would reduce dramatically. it is challenging to sigh how far because of the wide achieve of timeframes within the survey. If it became 9 % of the base within two years – muster it 4.5 % of the bottom per yr – then inside a decade the average base would prick back from one hundred twenty,000 IBM i sites international birthright down to about 72,000. this could dramatic indeed. but at a 1 percent attrition price per yr, the base is noiseless at 107,500 wonderful clients (no longer sites and not allot in machines, both of which are bigger) by using 2029. They believe there is each possibility that the attrition expense will in reality gradual and drop below 1 % as IBM demonstrates commitment to the vigour methods platform and its IBM i operating equipment. There are at every lone times some recent customers being added in recent markets, to exist sure, however the bleed price (besides the fact that it is small) continues to exist likely an order of magnitude larger than the feed fee.
when they carry out regard about making the circulation, IBM i retail outlets exist aware of exactly the residence they necessity to go, and this respond has been step by step changing over the years: Linux as a substitute for IBM i is on the upward shove and home windows Server as an alternative is on the wane. in the newest survey, fifty two percent of the organizations that stated they were moving every lone or some of their applications to a different platform pointed out they possess been settling on home windows Server, whereas 34 percent selected Linux. This displays the relative popularity of windows Server and Linux in the datacenters of the world at colossal, and can exist tipped simply a bit greater closely towards Linux compared to the rest of the area. apparently, 10 p.c of those polled who spoke of they possess been moving possess been taking a view at AIX systems, and an additional four p.c possess been going upscale to gadget z mainframes – as unlikely as this may additionally look. platforms are inclined to roll downhill; they carry out not always brave gravity like that.
The aspect about such surveys is that they array intent, no longer action. They commonly intend to carry out a lot more than they in reality can accomplish, and moving platforms after spending a long time of building up skills is not continually a very smart circulate unless the platform is in actual situation – like the Itanium programs from Hewlett Packard commercial enterprise working OpenVMS or HP-UX or the HP 3000s operating MPE or the Sparc programs from Oracle running Solaris. These possess been once terrific platforms with huge allot in bases and tremendous income streams, but now, IBM is the final of those Unix and proprietary systems with its energy methods line. And it's by pass of a ways the greatest and for unavoidable the just one displaying any growth.linked experiences
The IBM i base Did indeed circulate On Up
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IBM i Priorities For 2017: Pivot To defense
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In September 2018, IBM announced a brand recent product, IBM Db2 AI for z/OS. This synthetic intelligence engine displays data access patterns from executing SQL statements, makes exercise of desktop researching algorithms to elect most excellent patterns and passes this tips to the Db2 query optimizer to exist used through subsequent statements.desktop getting to know on the IBM z Platform
In might moreover of 2018, IBM announced edition 1.2 of its computing device gaining lore of for z/OS (MLz) product. this is a hybrid zServer and cloud utility suite that ingests performance information, analyzes and builds fashions that symbolize the health status of numerous indications, displays them over time and provides real-time scoring capabilities.
a few elements of this product offering are aimed toward supporting a community of model developers and executives. for example:
This computing device discovering suite turned into originally geared toward zServer-based analytics functions. one of the vital first obvious decisions become zSystem performance monitoring and tuning. gadget administration Facility (SMF) records that are immediately generated by using the operating gadget supply the uncooked statistics for device aid consumption corresponding to imperative processor usage, I/O processing, reminiscence paging and the like. IBM MLz can assemble and store these records over time, and construct and teach fashions of system habits, rating these behaviors, establish patterns not comfortably foreseen by pass of humans, promote key efficiency indicators (KPIs) and then feed the model results lower back into the apparatus to possess an result on apparatus configuration changes that may ameliorate performance.
The next step changed into to allot in constrain this suite to research Db2 efficiency records. One solution, referred to as the IBM Db2 IT Operational Analytics (Db2 ITOA) respond template, applies the laptop studying know-how to Db2 operational information to profit an knowing of Db2 subsystem fitness. it might dynamically construct baselines for key performance warning signs, provide a dashboard of those KPIs and provides operational workforce actual-time insight into Db2 operations.
while regular Db2 subsystem performance is a vital component in everyday application fitness and performance, IBM estimates that the DBA guide workforce spends 25% or greater of its time, " ... fighting access direction complications which trigger efficiency degradation and service possess an result on.". (See Reference 1).AI involves Db2
trust the plight of modern DBAs in a Db2 environment. In today's IT world they possess to aid one or greater large statistics purposes, cloud utility and database features, utility installation and configuration, Db2 subsystem and utility performance tuning, database definition and administration, catastrophe healing planning, and greater. query tuning has been in being since the origins of the database, and DBAs are continually tasked with this as smartly.
The heart of question course evaluation in Db2 is the Optimizer. It accepts SQL statements from functions, verifies authority to access the facts, reports the places of the objects to exist accessed and develops a listing of candidate data entry paths. These access paths can encompass indexes, table scans, numerous desk associate methods and others. within the data warehouse and massive information environments there are continually extra selections available. One of those is the being of summary tables (from time to time called materialized query tables) that accommodate pre-summarized or aggregated facts, as a result enabling Db2 to evade re-aggregation processing. yet another option is the starjoin entry route, usual in the facts warehouse, the residence the order of desk joins is changed for performance explanations.
The Optimizer then studies the candidate access paths and chooses the access course, "with the lowest can charge." can pervade in this context potential a weighted summation of useful resource utilization including CPU, I/O, memory and other materials. finally, the Optimizer takes the bottom pervade access course, stores it in reminiscence (and, optionally, in the Db2 directory) and starts entry direction execution.
massive information and records warehouse operations now encompass utility suites that permit the enterprise analyst to compose exercise of a graphical interface to build and manipulate a miniature information mannequin of the information they want to analyze. The packages then generate SQL statements based on the users’ requests.
The issue for the DBA
with the protest to carry out decent analytics on your dissimilar information stores you necessity a splendid understanding of the records necessities, an understanding of the analytical services and algorithms available and a high-efficiency facts infrastructure. lamentably, the number and location of information sources is expanding (both in dimension and in geography), data sizes are becoming, and functions proceed to proliferate in number and complexity. How should noiseless IT managers back this ambiance, notably with the most skilled and age carcass of workers nearing retirement?
be aware moreover that a huge section of reducing the gross pervade of ownership of those systems is to acquire Db2 purposes to speed faster and greater efficaciously. This continually interprets into using fewer CPU cycles, doing fewer I/Os and transporting much less data throughout the community. given that it's often intricate to even identify which applications could improvement from performance tuning, one pass is to automate the detection and correction of tuning concerns. here is where machine researching and artificial intelligence will moreover exist used to notable effect.Db2 12 for z/OS and artificial Intelligence
Db2 edition 12 on z/OS makes exercise of the desktop researching facilities outlined above to acquire and withhold SQL question text and entry direction particulars, as well as precise efficiency-connected historical assistance akin to CPU time used, elapsed times and influence set sizes. This offering, described as Db2 AI for z/OS, analyzes and outlets the facts in desktop studying fashions, with the mannequin evaluation results then being scored and made attainable to the Db2 Optimizer. The next time a scored SQL commentary is encountered, the Optimizer can then exercise the model scoring information as enter to its access route option algorithm.
The result may noiseless exist a reduction in CPU consumption as the Optimizer makes exercise of mannequin scoring input to opt for more suitable entry paths. This then lowers CPU charges and speeds application response times. a major capabilities is that the usage of AI software does not require the DBA to possess information science talents or profound insights into question tuning methodologies. The Optimizer now chooses the top of the line entry paths based now not best on SQL query syntax and records distribution facts however on modelled and scored historical performance.
This can exist notably crucial in case you redeem information in distinctive places. for example, many analytical queries against large information require concurrent access to unavoidable information warehouse tables. These tables are generally known as dimension tables, and that they involve the information aspects always used to control subsetting and aggregation. as an instance, in a retail environment harmonize with a desk referred to as StoreLocation that enumerates every shop and its region code. Queries against withhold income statistics may are looking to admixture or summarize earnings by means of region; hence, the StoreLocation table will exist used via some massive records queries. during this environment it's regular to Take the dimension tables and replica them regularly to the massive records application. in the IBM world this region is the IBM Db2 Analytics Accelerator (IDAA).
Now suppose about SQL queries from each operational applications, records warehouse users and large statistics industry analysts. From Db2's standpoint, every lone these queries are equal, and are forwarded to the Optimizer. despite the fact, within the case of operational queries and warehouse queries they should obviously exist directed to entry the StoreLocation desk in the warehouse. on the other hand, the query from the enterprise analyst in opposition t massive facts tables should doubtless access the copy of the desk there. This consequences in a proliferations of skills access paths, and greater travail for the Optimizer. fortuitously, Db2 AI for z/OS can deliver the Optimizer the tips it must compose smart access route decisions.how it Works
The sequence of activities in Db2 AI for z/OS (See Reference 2) is often here:
There are additionally a lot of user interfaces that provide the administrator visibility to the reputation of the gathered SQL remark efficiency information and mannequin scoring.abstract
IBM's desktop researching for zOS (MLz) providing is getting used to high-quality result in Db2 edition 12 to enlarge the performance of analytical queries as well as operational queries and their associated applications. This requires administration attention, as you necessity to investigate that your company is prepared to consume these ML and AI conclusions. How will you measure the fees and merits of the usage of computing device gaining lore of? Which IT back personnel ought to exist tasked to reviewing the outcome of model scoring, and maybe approving (or overriding) the outcomes? How will you evaluate and justify the assumptions that the software makes about access route decisions?
In other words, how well did you know your information, its distribution, its integrity and your current and proposed entry paths? this may verify the residence the DBAs disburse their time in aiding analytics and operational utility efficiency.
# # #
John Campbell, IBM Db2 unique EngineerFrom "IBM Db2 AI for z/OS: boost IBM Db2 software efficiency with computer discovering"https://www.worldofdb2.com/activities/ibm-db2-ai-for-z-os-raise-ibm-db2-utility-performance-with-ma
Db2 AI for z/OShttps://www.ibm.com/guide/knowledgecenter/en/SSGKMA_1.1.0/src/ai/ai_home.html
See every lone articles by using Lockwood Lyon
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End-to-end solution extends CICS events capability to involve mainframe database industry events, intricate event processingNote: ESJ’s editors carefully elect vendor-issued press releases about recent or upgraded products and services. They possess edited and/or condensed this release to highlight key features but compose no claims as to the accuracy of the vendor's statements.
Progress DataDirect, the data infrastructure division of Progress Software Corporation announced it advocate for event processing capabilities available in the IBM Customer Information Control System (CICS) Transaction Server (TS) version 4.1, allowing organizations that rely on System z mainframes to more fully exploit the benefits of event-driven architectures.
IBM mainframes are the predominant platform for fiscal services and serve as a vital infrastructure component for many industries, including manufacturing, telecommunications, and status and local government institutions. With cross-industry appeal, the top 50 worldwide banks and 22 of the top U.S. retailers speed IBM System z. IBM CICS is one of the most widely used mainframe application hosting environments in the world, and as such is an environment wealthy in industry meaningful events.
With the launch of CICS TS v4.1, IBM has included recent event technologies to enable CICS to exist configured to feed industry event processing engines and industry dashboards without the necessity for application change. CICS event processing is focused on application events of significance to the industry rather than systems management or IT events. The primary intent of this duty is to allow existing applications to exist non-invasively instrumented for events, so that events can exist produced by the applications without the necessity for any code changes. The aptitude to generate industry events without changing application programs both reduces cost and complexity and delivers compliant supple industry solutions.
Progress Software, through its Progress Apama event processing and Progress DataDirect Shadow products, provides a comprehensive, end-to-end solution to complement and extend CICS TS v4.1 events. Apama offers a flexible, intricate event processing (CEP) platform for building event-driven applications.
Apama event processing monitors rapidly moving event streams, detects and analyzes Important patterns, and acts in less than a millisecond. With Apama event processing, CICS industry events now can exist correlated and analyzed in real-time, providing recent levels of decision-making that dramatically improves operational responsiveness.
The DataDirect Shadow platform is a single, foundation architecture that supports every lone industry-standard requirements for integrating mainframe data, industry logic, and screens with SOAs and/or data-centric applications. Within the DataDirect Shadow product is a complete facility for the real-time capture and publication of events that occur within mainframe databases including DB2 for z/OS, VSAM, IMS/DB, CA-IDMS, or Adabas.
The DataDirect Shadow platform complements the CICS TS v4.1 out-of-the-box event capabilities with the aptitude to persist and deliver CICS events over MQ and/or HTTP/HTTPS; and to augment CICS-generated events with database events that collectively provide wealthy and contextual information that can exist further analyzed by Apama event processing. The DataDirect Shadow product not only captures and persists every lone events, it provides capabilities to filter, aggregate and enrich events to enlarge the context and industry meaning of the technical database change.
The DataDirect Shadow platform’s technology for reducing mainframe integration costs enables every lone processing related to events to exist diverted from the mainframe universal purpose processor (GPP) to the System z integrated information processor (zIIP) specialty engine. This capability was developed in nigh partnership with the IBM System z group and therefore does not cause IBM or any other third-party code to become zIIP-enabled.
Additional advocate for CICS TS v4.1
CICS TS v4.1 introduces a wide achieve of technical and operational capabilities. In addition to the advocate for industry events, the DataDirect Shadow platform provides advocate for key features within CICS TS v4.1 that simplify development, systems management and installation between the two products. Additional advocate includes:
“The majority of Fortune 500 and major government entities exercise CICS running on z/OS for their core industry functions. The addition of event capture advocate in CICS TS v4.1 will undoubtedly enlarge the interest in events and CEP for mainframe customers,” said Gregg Willhoit, chief architect at Progress DataDirect. “By capturing mainframe-based events in real-time and offloading the event-capture processing to the zIIP specialty engine, the DataDirect Shadow product can react to a rapidly changing industry environment while helping lower mainframe TCO and providing a more streamlined integration within the context of SOA.”
More information can exist create at www.datadirect.com.
In September 2018, IBM announced a recent product, IBM Db2 AI for z/OS. This artificial intelligence engine monitors data access patterns from executing SQL statements, uses machine learning algorithms to determine on optimal patterns and passes this information to the Db2 query optimizer for exercise 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 portray 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:
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 strike system configuration changes that can ameliorate performance.
The next step was to implement this suite to dissect 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 universal Db2 subsystem performance is an Important 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 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 advocate one or more enormous 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 being 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 exist accessed and develops a list of candidate data access paths. These access paths can involve indexes, table scans, various table associate methods and others. In the data warehouse and enormous data environments there are usually additional choices available. One of these is the being 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 involve software suites that allow the industry analyst to exercise 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 carry out splendid analytics on your multiple data stores you necessity a splendid 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 age staff nearing retirement?
Understand moreover that a large section of reducing the total cost of ownership of these systems is to acquire Db2 applications to speed 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 profit from performance tuning, one approach is to automate the detection and correction of tuning issues. This is where machine learning and artificial intelligence can exist used to remarkable 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 exercise the model scoring data as input to its access path preference algorithm.
The result should exist a reduction in CPU consumption as the Optimizer uses model scoring input to elect 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 possess data science skills or profound 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 exist particularly Important if you store data in multiple places. For example, many analytical queries against enormous data require concurrent access to unavoidable 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 regard 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 exist used by some enormous data queries. In this environment it is common to Take the dimension tables and copy them regularly to the enormous data application. In the IBM world this location is the IBM Db2 Analytics Accelerator (IDAA).
Now believe about SQL queries from both operational applications, data warehouse users and enormous data industry analysts. From Db2's perspective, every lone these queries are equal, and are forwarded to the Optimizer. However, in the case of operational queries and warehouse queries they should most likely exist directed to access the StoreLocation table in the warehouse. On the other hand, the query from the industry analyst against enormous data tables should probably access the copy of the table there. This results in a proliferations of potential access paths, and more travail for the Optimizer. Luckily, Db2 AI for z/OS can provide the Optimizer the information it needs to compose smart access path selections.How It Works
The sequence of events in Db2 AI for z/OS (See Reference 2) is generally the following:
There are moreover 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 remarkable result in Db2 version 12 to ameliorate the performance of analytical queries as well as operational queries and their associated applications. This requires management attention, as you must verify that your industry 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 exist 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 carry out 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.
# # #
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
Db2 AI for z/OShttps://www.ibm.com/support/knowledgecenter/en/SSGKMA_1.1.0/src/ai/ai_home.html
See every lone articles by Lockwood Lyon
IBM partners are gearing up for a year of increased enablement, advocate and joint customer opportunities, as section of deepened channel plans across Australia and recent Zealand.
According to Alison Freeman - universal manager of global industry partners A/NZ at IBM - the vendor is doubling down on its colleague ecosystem on both sides of the Tasman, amid plans to drive more software-as-a-service (SaaS) opportunities through the channel.
"Our priorities for this year are very pellucid client segmentation, particularly from a software perspective on how and where they plod to market with their partners,” Freeman said. “There’s a enormous focus on embedded solution agreements - where partners are developing solutions with their technology.
"We’ve had some remarkable success and growth there in the past year. We’re getting the gross industry behind achieving double digit growth for their partners in 2019, that’s their focus."
Last year, enormous Blue wanted partners to possess a larger handle on commercial business opportunities, an zone the vendor will continue working through with partners specific to software.
"There’s a lot of travail going into that this year," added Freeman, when speaking to ARN on the sidelines of PartnerWorld at believe in San Francisco. "We did that with a number of accounts final year, and this is a continuation.
"It’s a shift that allows partners to invest and bring on the birthright people and skills. We’re working with them by client, on which partners they shift, based on their skills. It’s a enormous plod and that’s how we’ll back them grow, which will moreover back us grow."
Another point of focus for Freeman this year, is creating a better alignment with global system integrators (GSIs) such as KPMG, Wipro, HCL and DXC Technology.
This plod may raise some intrigue over the competitiveness between IBM and such GSIs, but Freeman said the vendor was looking at how it can strengthen its go-to-market strategy in other areas of the business.
Another particular zone that IBM is concentrating on is centred around providing more enablement and skills for partners, Freeman said.
“We’re providing the tools to enable their partners in the selfsame pass that they skill their IBM teams,” she said. “We’re pushing better enablement, better connection with their partners, protection under deal registration and much quicker pricing."
The tech giant formally rolled out recent initiatives, including its Watson-based collaboration engine called IBM industry colleague Connect - which A/NZ partners piloted final year; My PartnerWorld; recent software deal registration and IBM Power Systems, LinuxONE and Z ‘In It to Win It’ incentives.
In San Francisco, John Teltsch - partner ecosystem universal manager at IBM - revealed that partners created more than 84,000 opportunities and drove over US$14 billion in revenue during 2018.
Such growth was triggered by the migration of multiple tools to My Sales Activity (MySA), a lone portal that helps partners manage their industry with the vendor.
Enhancements were moreover made to the PartnerWorld on-boarding process, cutting the time to on-board recent partners by 70 per cent in the process, resulting in the addition of 13,000 net recent ecosystem partners globally in 2018.
“From a colleague point of view, we’re seeing a lot of growth in security, SaaS solutions, as well as the Internet of Things," Freeman added.
"We’re very stalwart in those areas. From a systems point of view, we’re seeing growth in storage and that’s another zone where we’ll view to bring on recent partners."
Julia Talevski attended PartnerWorld at believe in San Francisco as a guest of IBMJoin the newsletter!
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