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Killexams.com E20-585 Dumps and Real Questions 2019

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E20-585 exam Dumps Source : Data Domain Specialist Exam for Storage Administrators

Test Code : E20-585
Test Name : Data Domain Specialist Exam for Storage Administrators
Vendor Name : EMC
Q&A : 66 Real Questions

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EMC Data Domain Specialist Exam

massive adjustments for Dell EMC Certification application | killexams.com Real Questions and Pass4sure dumps

Written by means of Ed Tittel published: eleven may also 2018

a few years after the acquisition of EMC with the aid of Dell, the now-hybrid Dell EMC certification application has achieved a makeover. these widespread with the historic EMC certification schema will believe correct at home.

Couple discussing business on steps with laptopif you like Pixar videos, then you definately probably already understand it’s price gazing the credits all of the approach via on most of them. The animators all the time include a number of small surprises because the prolonged progression of names, roles, and grateful acknowledgements parades throughout the display.

one in every of my favourite credits crawl Easter eggs rolls past at the conclusion of finding Nemo, when a tiny little fish engulfs and gulps down a bigger piscine passerby. I point out this as a result of even if EMC is not the largest a part of Dell, its long-time and relatively a success certification software appears to have received out in defining Dell applied sciences' future outlook on, and constitution for, IT certification.

(EMC become received by means of Dell technologies on Sept. 7, 2016, when the two corporations formally culminated their merger 11 months after announcing a checklist-environment $67 billion cash-and-inventory deal.)

if you'd like proof for yourself, then seek advice from the Dell EMC “Certification Overview” page — or better yet, download the Dell EMC proven expert Certification Framework (PDF document), which lays out the entire set of the business’s choices across 6 pages of content material:

there's an overview page, one web page for each of four tracks — manipulate, Plan and Design, deploy, and aid — and a last page that indicates certification stages and tracks. That remaining page is what furnished the image that accompanies this story, really. Behold:

Ed T Figure 1 05 11 2018

supply: Dell EMC Certification Roadmap, web page 6 (PDF doc)

Digging into DellEMC Certification

If certification is a video game of numbers, then the Dell EMC portfolio has a lot of them to present:

● 4 tiers: associate (“fundamentals training and expertise of a technology”), professional (“role certain working towards, baseline skills in a given expertise”), skilled (“advanced knowledge and adventure in a single or greater applied sciences”), and master (“discipline depend advantage with event in numerous applied sciences and complicated options”)● 8 certification tracks: technology Architect (TA), Cloud Architect (CA), enterprise Architect (EA), Implementation Engineer (IE), techniques Administrator (SA), Platform Engineer (PE), Technical help Engineer (TSE), and data Scientist (DS)● 7 technologies: (page 1 suggests how they tie into this matrix of tracks and degrees) Cloud, Storage, data insurance policy, Server, Networking, Converged Infrastructure, and information Science● The control roadmap (page 2) indicates four distinct affiliate exams, 13 specialist tests, 5 expert checks, and a single master examination. It also makes point out of CompTIA Server+, two product/technology exams, and Dell associate and knowledgeable checks in networking and servers. It even mentions VCP VMware credentials as neatly. (VMware became obtained by using EMC in 2004, and we've got already outlined how EMC came to be the place it now is.)● The Plan and Design roadmap (web page 3) suggests four different associate checks, 7 professional assessments, 3 knowledgeable checks, and the equal, single master examination.● The set up roadmap (web page four) indicates four different affiliate tests, 13 expert assessments, 4 expert assessments, however no grasp examination. It also comprises 2 product/know-how exams, and Dell associate and professional checks in networking, VxRail equipment, and PowerEdge. It also mentions the CompTIA Server+ examination as smartly.● The aid roadmap (web page 5) suggests a single associate examination, 7 expert checks, 1 skilled examination, however no grasp examination, both. It additionally contains Dell affiliate and skilled exams in networking and PowerEdge. The CompTIA Server+ examination additionally places in an appearance.

The context for the appearance here via CompTIA Server+ appears to be as a prerequisite for assessments involving the Dell PowerEdge server household.

The EMC offerings provide the normal framework for how certs are labeled and labeled, and EMC's former certification regime also seems to outline the progression across degrees from affiliate to grasp.

There’s lots to absorb right here, nevertheless it appears like a considerable and reasonably well-orchestrated try and convey the various threads of training and certification together beneath the Dell EMC umbrella. make certain to try it out!

in regards to the writer

ed-tittel120Ed Tittel is a 30-plus-yr computing device business veteran who's worked as a utility developer, technical marketer, advisor, author, and researcher. author of many books and articles, Ed blogs on certification themes for Tom’s IT professional, and on windows computing device OS subject matters for TechTarget. try his web site at www.edtittel.com.


guide to dealer-particular IT protection certifications | killexams.com Real Questions and Pass4sure dumps

despite the good selection of supplier-specific assistance know-how security certifications, picking which...

ones ultimate fit your tutorial or career needs is fairly easy.

This e-book to dealer-specific IT protection certifications includes an alphabetized desk of security certification classes from a lot of providers, a quick description of each and every certification and assistance for further particulars.

Introduction: picking out dealer-certain assistance expertise protection certifications

The procedure of choosing the proper vendor-particular tips technology protection certifications is a good deal easier than determining vendor-neutral ones. in the seller-impartial landscape, you must evaluate the pros and cons of a variety of courses to opt for the greatest option. On the seller-certain facet, or not it's only integral to observe these three steps:

  • stock your organization's security infrastructure and identify which companies' products or features are current.
  • investigate this guide (or supplier web sites, for products no longer covered right here) to verify whether a certification applies to the products or capabilities to your company.
  • decide if spending the time and money to achieve such credentials (or to fund them in your employees) is value the ensuing advantages.
  • In an ambiance the place qualified IT safety gurus can make a choice from numerous job openings, the benefits of particular person working towards and certifications can also be difficult to appraise.

    Many employers pay certification fees to advance and preserve their employees, as well as to raise the company's in-condominium potential. Most see this as a win-win for employers and employees alike, even though employers frequently require full or partial repayment for the connected charges incurred if personnel leave their jobs ahead of some particular payback period after certification.

    There have been rather a few alterations for the reason that the final survey replace in 2015. The fundamental class noticed a considerable start within the variety of obtainable IT security certifications as a result of the addition of several Brainbench certifications, apart from the Cisco certified network associate (CCNA) Cyber Ops certification, the Fortinet community protection skilled software and new IBM certifications. 

    2017 IT security certification changes

    Certifications from AccessData, examine aspect, IBM and Oracle had been brought to the Intermediate class, expanding the whole variety of certifications in that class, as smartly. youngsters, the variety of certifications within the superior class decreased, as a result of a few IBM certifications being retired. 

    Vendor IT security certifications fundamental assistance technology security certifications 

    Brainbench basic protection certificationsBrainbench presents several simple-degree guidance technology security certifications, each requiring the candidate to circulate one exam. Brainbench protection-linked certifications consist of:

  • Backup Exec 11d (Symantec)
  • verify factor FireWall-1 Administration
  • investigate aspect Firewall-1 NG Administration
  • Cisco security
  • Microsoft safety
  • NetBackup 6.5 (Symantec)
  • source: Brainbench information safety Administrator certifications

    CCNA Cyber OpsPrerequisites: None required; working towards is informed.

    This associate-level certification prepares cybersecurity experts for work as cybersecurity analysts responding to protection incidents as a part of a safety operations center group in a huge corporation.

    The CCNA Cyber Ops certification requires candidates to pass two written exams.

    source: Cisco programs CCNA Cyber Ops

    CCNA SecurityPrerequisites: a sound Cisco CCNA Routing and Switching, Cisco licensed Entry Networking Technician or Cisco licensed Internetwork professional (CCIE) certification.

    This credential validates that associate-level gurus are capable of set up, troubleshoot and video display Cisco-routed and switched network gadgets for the goal of preserving each the instruments and networked statistics.

    a person with a CCNA safety certification will also be expected to be aware core security ideas, endpoint safety, web and e mail content protection, the management of at ease entry, and extra. He should even be capable of display talents for building a safety infrastructure, deciding on threats and vulnerabilities to networks, and mitigating security threats. CCNA credential holders also possess the technical expertise and expertise quintessential to manipulate insurance plan mechanisms comparable to firewalls and intrusion prevention techniques, network entry, endpoint safety solutions, and net and electronic mail safety.

    The a success completion of one examination is required to attain this credential.

    supply: Cisco programs CCNA security

    verify factor certified protection Administrator (CCSA) R80Prerequisites: primary advantage of networking; CCSA working towards and six months to 12 months of experience with check point items are counseled.

    check factor's basis-degree credential prepares people to install, configure and manipulate verify point protection equipment products and applied sciences, comparable to protection gateways, firewalls and digital deepest networks (VPNs). Credential holders additionally possess the knowledge fundamental to secure community and web communications, upgrade products, troubleshoot network connections, configure security policies, offer protection to email and message content, guard networks from intrusions and different threats, analyze attacks, control user access in a corporate LAN ambiance, and configure tunnels for remote access to corporate materials.

    Candidates must flow a single exam to reap this credential.

    supply: assess element CCSA Certification

    IBM certified associate -- Endpoint supervisor V9.0Prerequisites: IBM means that candidates be totally prevalent with the IBM Endpoint manager V9.0 console. They may still have event taking moves; activating analyses; and the usage of Fixlets, initiatives and baselines in the atmosphere. They should additionally take into account patching, component services, client log files and troubleshooting inside IBM Endpoint manager.

    This credential recognizes authorities who use IBM Endpoint supervisor V9.0 daily. Candidates for this certification should recognize the important thing ideas of Endpoint supervisor, be able to describe the gadget's components and be able to use the console to function activities projects.

    successful completion of 1 examination is required.

    Editor's word: IBM is retiring this certification as of can also 31, 2017; there can be a observe-on verify accessible as of April 2017 for IBM BigFix Compliance V9.5 primary Administration, test C2150-627.

    supply: IBM certified associate -- Endpoint supervisor V9.0

    IBM certified associate -- safety Trusteer Fraud ProtectionPrerequisites: IBM recommends that candidates have event with network facts communications, community security, and the windows and Mac working systems.

    This credential pertains notably to income engineers who aid the Trusteer Fraud product portfolio for web fraud administration, and who can implement a Trusteer Fraud answer. Candidates should keep in mind Trusteer product performance, comprehend a way to deploy the product, and be in a position to troubleshoot the product and analyze the results.

    To attain this certification, candidates need to circulate one examination.

    supply: IBM certified affiliate -- security Trusteer Fraud coverage

    McAfee Product SpecialistPrerequisites: None required; completion of an associated practicing course is enormously recommended.

    McAfee counsel technology security certification holders possess the abilities and technical competencies imperative to installation, configure, manipulate and troubleshoot specific McAfee items, or, in some instances, a suite of items.

    Candidates should still possess one to 3 years of direct experience with some of the selected product areas.

    The existing items centered via this credential include:

  • McAfee advanced chance protection items
  • McAfee ePolicy Orchestrator and VirusScan items
  • McAfee community safety Platform
  • McAfee Host Intrusion Prevention
  • McAfee data Loss Prevention Endpoint products
  • McAfee protection suggestions and event management products
  • All credentials require passing one exam.

    supply: McAfee Certification program

    Microsoft expertise associate (MTA)necessities: None; working towards recommended.

    This credential started as an tutorial-only credential for college kids, but Microsoft made it purchasable to the time-honored public in 2012.

    There are 10 different MTA credentials throughout three tracks (IT Infrastructure with 5 certs, Database with one and construction with 4). The IT Infrastructure song includes a security Fundamentals credential, and a few of the other credentials encompass safety accessories or topic areas.

    To earn every MTA certification, candidates should move the corresponding exam. 

    supply: Microsoft MTA Certifications

    Fortinet community protection skilled (NSE)necessities: fluctuate by using credential.

    The Fortinet NSE application has eight ranges, each and every of which corresponds to a separate community security credential within the software. The credentials are:

  • NSE 1 -- take into account network safety ideas.
  • NSE 2 -- sell Fortinet gateway solutions.
  • NSE three (affiliate) -- sell Fortinet superior security options.
  • NSE four (knowledgeable) -- Configure and hold FortiGate Unified chance management items.
  • NSE 5 (Analyst) -- put into effect community safety management and analytics.
  • NSE 6 (professional) – be mindful superior protection applied sciences past the firewall.
  • NSE 7 (Troubleshooter) -- Troubleshoot cyber web security considerations.
  • NSE 8 (skilled) -- Design, configure, installation and troubleshoot a network security solution in a reside ambiance.
  • NSE 1 is open to any individual, but is not required. The NSE 2 and NSE three counsel expertise protection certifications are available most effective to Fortinet employees and companions. Candidates for NSE four via NSE 8 may still take the assessments through Pearson VUE.

    source: Fortinet NSE

    Symantec licensed expert (SCS)This protection certification software makes a speciality of information insurance plan, high availability and protection knowledge involving Symantec items.

    To turn into an SCS, candidates have to opt for a neighborhood of center of attention and pass an examination. all the tests cover core elements, comparable to installation, configuration, product administration, daily operation and troubleshooting for the chosen focus enviornment.

    As of this writing, here assessments are available:

  • examination 250-215: Administration of Symantec Messaging Gateway 10.5
  • exam 250-410: Administration of Symantec handle Compliance Suite eleven.x
  • exam 250-420: Administration of Symantec VIP
  • exam 250-423: Administration of Symantec IT administration Suite 8.0
  • exam 250-424: Administration of information Loss Prevention 14.5
  • examination 250-425: Administration of Symantec Cyber safety services
  • exam 250-426: Administration of Symantec facts center protection -- Server superior 6.7
  • examination 250-427: Administration of Symantec superior hazard coverage 2.0.2
  • exam 250-428: Administration of Symantec Endpoint protection 14
  • examination 250-513: Administration of Symantec data Loss Prevention 12
  • source: Symantec Certification

    Intermediate suggestions expertise safety certifications 

    AccessData certified Examiner (ACE)must haves: None required; the AccessData BootCamp and superior Forensic Toolkit (FTK) lessons are suggested.

    This credential acknowledges an expert's skillability the use of AccessData's FTK, FTK Imager, Registry Viewer and Password recuperation Toolkit. besides the fact that children, candidates for the certification have to even have average digital forensic abilities and be able to interpret consequences gathered from AccessData tools.

    To obtain this certification, candidates have to flow one online exam (which is free). although a boot camp and superior courses can be found for a price, AccessData offers a group of free examination preparation video clips to aid candidates who choose to self-look at.

    The certification is valid for 2 years, after which credential holders need to take the latest examination to keep their certification.

    supply: Syntricate ACE working towards

    Cisco licensed network professional (CCNP) protection prerequisites: CCNA safety or any CCIE certification.

    This Cisco credential acknowledges specialists who are liable for router, change, networking machine and equipment safety. Candidates ought to additionally understand a way to opt for, install, aid and troubleshoot firewalls, VPNs and intrusion detection system/intrusion prevention gadget items in a networking ambiance.

    a success completion of 4 exams is required.

    source: Cisco methods CCNP security

    determine point licensed protection skilled (CCSE)Prerequisite: CCSA certification R70 or later.

    here's an intermediate-level credential for protection gurus searching for to display potential at maximizing the performance of protection networks.

    A CCSE demonstrates a knowledge of concepts and advanced troubleshooting for verify factor's GAiA working device, including setting up and managing VPN implementations, advanced person administration and firewall ideas, policies, and backing up and migrating protection gateway and administration servers, among different tasks. The CCSE specializes in determine factor's VPN, security Gateway and management Server techniques.

    To acquire this credential, candidates have to flow one exam.

    supply: check aspect CCSE software

    Cisco Cybersecurity SpecialistPrerequisites: None required; CCNA protection certification and an knowing of TCP/IP are strongly counseled.

    This Cisco credential aims IT protection experts who possess in-depth technical skills and expertise within the box of threat detection and mitigation. The certification makes a speciality of areas corresponding to adventure monitoring, adventure analysis (traffic, alarm, protection events) and incident response.

    One examination is required.

    source: Cisco methods Cybersecurity expert

    certified SonicWall protection Administrator (CSSA)prerequisites: None required; practising is suggested.

    The CSSA examination covers simple administration of SonicWall appliances and the community and gadget security in the back of such home equipment.

    classroom practising is available, but now not required to earn the CSSA. Candidates ought to flow one exam to develop into licensed.

    source: SonicWall Certification classes

    EnCase licensed Examiner (EnCE)must haves: Candidates should attend 64 hours of licensed training or have 12 months of computing device forensic work experience. Completion of a formal application procedure is also required.

    aimed toward both inner most- and public-sector desktop forensic specialists, this certification permits individuals to develop into certified in the use of assistance software's EnCase desktop forensics equipment and utility.

    individuals can gain this certification by passing a two-section examination: a pc-primarily based element and a practical element.

    supply: counsel application EnCE

    EnCase certified eDiscovery Practitioner (EnCEP)must haves: Candidates must attend certainly one of two approved training classes and have three months of event in eDiscovery assortment, processing and undertaking administration. a proper application technique is also required.

    geared toward both deepest- and public-sector computer forensic experts, this certification permits people to develop into certified in the use of tips utility's EnCase eDiscovery utility, and it acknowledges their talent in eDiscovery planning, task administration and foremost practices, from criminal hang to file introduction.

    EnCEP-certified professionals possess the technical knowledge integral to manipulate e-discovery, including the hunt, assortment, maintenance and processing of electronically stored suggestions in line with the Federal rules of Civil technique.

    individuals can gain this certification by passing a two-part exam: a laptop-based mostly element and a state of affairs element.

    source: guidance software EnCEP Certification software

    IBM certified Administrator -- protection Guardium V10.0Prerequisites: IBM recommends simple knowledge of working techniques and databases, hardware or digital machines, networking and protocols, auditing and compliance, and suggestions safety guidelines.

    IBM safety Guardium is a collection of coverage and monitoring tools designed to offer protection to databases and big records sets. The IBM licensed Administrator -- safety Guardium credential is aimed at directors who plan, installation, configure and manage Guardium implementations. This may include monitoring the atmosphere, including records; defining policy guidelines; and producing studies.

    successful completion of 1 exam is required.

    supply: IBM safety Guardium Certification

    IBM licensed Administrator -- safety QRadar possibility manager V7.2.6Prerequisites: IBM recommends a working talents of IBM safety QRadar SIEM Administration and IBM security QRadar risk supervisor, in addition to commonplace knowledge of networking, chance management, device administration and community topology.

    QRadar chance supervisor automates the possibility administration technique in corporations with the aid of monitoring network gadget configurations and compliance. The IBM certified Administrator -- protection QRadar risk supervisor V7.2.6 credential certifies administrators who use QRadar to manipulate safety risks of their firm. Certification candidates ought to understand how to review equipment configurations, manage gadgets, computer screen policies, agenda projects and generate stories.

    successful completion of one exam is required.

    supply: IBM safety QRadar chance manager Certification

    IBM certified Analyst -- security SiteProtector gadget V3.1.1Prerequisites: IBM recommends a primary knowledge of the IBM protection network Intrusion Prevention system (GX) V4.6.2, IBM safety community insurance policy (XGS) V5.three.1, Microsoft SQL Server, windows Server operating system administration and network protection.

    The safety SiteProtector device permits agencies to centrally control their community, server and endpoint security agents and appliances. The IBM licensed Analyst -- protection SiteProtector gadget V3.1.1 credential is designed to certify protection analysts who use the SiteProtector equipment to display screen and manage hobbies, computer screen system health, optimize SiteProtector and generate reports.

    To achieve this certification, candidates ought to flow one examination.

    supply: IBM security SiteProtector Certification

    Oracle certified expert, Oracle Solaris 10 licensed security AdministratorPrerequisite: Oracle licensed professional, Oracle Solaris 10 gadget Administrator.

    This credential goals to certify experienced Solaris 10 directors with safety activity and event. it be a midrange credential that focuses on ordinary protection ideas and contours, setting up systems securely, software and network safety, precept of least privilege, cryptographic features, auditing, and zone protection.

    A single exam -- geared towards the Solaris 10 operating device or the OpenSolaris ambiance -- is required to attain this credential.

    source: Oracle Solaris Certification

    Oracle cell SecurityPrerequisites: Oracle recommends that candidates bear in mind enterprise mobility, mobile utility administration and cell equipment administration; have two years of journey implementing Oracle access management Suite Plus 11g; and have experience in as a minimum one different Oracle product family unit.

    This credential recognizes professionals who create configuration designs and enforce the Oracle cellular safety Suite. Candidates must have a working skills of Oracle cell protection Suite entry Server, Oracle cell security Suite Administrative Console, Oracle mobile security Suite Notification Server, Oracle cell security Suite Containerization and Oracle mobile security Suite Provisioning and policies. They should additionally know a way to installation the Oracle cell safety Suite.

    however the certification is designed for Oracle PartnerNetwork contributors, it's accessible to any candidate. a success completion of one examination is required.

    source: Oracle mobile safety Certification

    RSA Archer licensed Administrator (CA)prerequisites: None required; Dell EMC extremely recommends RSA training and two years of product journey as training for the RSA certification tests.

    Dell EMC presents this certification, which is designed for security experts who manage, administer, hold and troubleshoot the RSA Archer Governance, risk and Compliance (GRC) platform.

    Candidates must pass one exam, which specializes in integration and configuration administration, security administration, and the facts presentation and communique aspects of the RSA Archer GRC product.

    supply: Dell EMC RSA Archer Certification

    RSA SecurID certified Administrator (RSA Authentication supervisor eight.0)necessities: None required; Dell EMC totally recommends RSA practicing and two years of product experience as education for the RSA certification tests.

    Dell EMC presents this certification, which is designed for safety professionals who manipulate, keep and administer business safety programs in keeping with RSA SecurID equipment products and RSA Authentication manager 8.0.

    RSA SecurID CAs can operate and maintain RSA SecurID accessories inside the context of their operational programs and environments; troubleshoot protection and implementation complications; and work with updates, patches and fixes. they can additionally function administrative capabilities and populate and manage users, set up and use application authenticators, and consider the configuration required for RSA Authentication supervisor eight.0 device operations.

    supply: Dell EMC RSA Authentication supervisor Certification

    RSA safety Analytics CAPrerequisites: None required; Dell EMC particularly recommends RSA working towards and two years of product experience as practise for the RSA certification tests.

    This Dell EMC certification is aimed at security professionals who configure, manage, administer and troubleshoot the RSA protection Analytics product. skills of the product's facets, as smartly the ability to make use of the product to establish protection issues, are required.

    Candidates ought to pass one examination, which makes a speciality of RSA protection Analytics services and capabilities, configuration, management, monitoring and troubleshooting.

    source: Dell EMC RSA security Analytics

    superior counsel technology protection certifications 

    CCIE SecurityPrerequisites: None required; three to five years of expert working journey advised.

    Arguably one of the most coveted certifications round, the CCIE is in a league of its personal. Having been around because 2002, the CCIE protection tune is unmatched for those drawn to dealing with tips protection issues, tools and technologies in networks constructed using or round Cisco items and platforms.

    The CCIE certifies that candidates possess knowledgeable technical skills and skills of security and VPN items; an realizing of windows, Unix, Linux, community protocols and area identify methods; an understanding of id management; an in-depth understanding of Layer 2 and 3 community infrastructures; and the capacity to configure conclusion-to-end at ease networks, in addition to to operate troubleshooting and hazard mitigation.

    To obtain this certification, candidates should pass each a written and lab examination. The lab exam have to be passed inside 18 months of the a hit completion of the written examination.

    supply: Cisco methods CCIE safety Certification

    investigate aspect certified Managed safety knowledgeable (CCMSE)prerequisites: CCSE certification R75 or later and 6 months to 1 year of experience with investigate factor products.

    This superior-level credential is aimed toward these searching for to learn how to set up, configure and troubleshoot examine factor's Multi-area security administration with virtual equipment Extension.

    professionals are anticipated to understand how to migrate actual firewalls to a virtualized ambiance, install and manipulate an MDM atmosphere, configure high availability, enforce global guidelines and operate troubleshooting.

    supply: assess factor CCMSE

    determine point certified safety master (CCSM)must haves: CCSE R70 or later and journey with windows Server, Unix, TCP/IP, and networking and internet technologies.

    The CCSM is the most superior determine aspect certification attainable. This credential is aimed at protection professionals who implement, manipulate and troubleshoot examine element safety items. Candidates are anticipated to be experts in perimeter, inside, net and endpoint protection programs.

    To purchase this credential, candidates must circulate a written examination.

    supply: investigate factor CCSM Certification

    certified SonicWall security expert (CCSP)prerequisites: Attendance at an superior administration practising course.

    those who achieve this certification have attained a excessive stage of mastery of SonicWall products. in addition, credential holders may still be able to deploy, optimize and troubleshoot all the linked product aspects.

    earning a CSSP requires taking an superior administration route that focuses on either network protection or comfy mobile access, and passing the linked certification examination.

    supply: SonicWall CSSP certification

    IBM licensed Administrator -- Tivoli Monitoring V6.3Prerequisites: safety-connected requirements encompass fundamental abilities of SSL, data encryption and device person bills.

    people who achieve this certification are expected to be able to planning, setting up, configuring, upgrading and customizing workspaces, policies and extra. furthermore, credential holders should be able to troubleshoot, administer and preserve an IBM Tivoli Monitoring V6.3 environment.

    Candidates must successfully circulate one examination.

    source: IBM Tivoli licensed Administrator

    grasp licensed SonicWall protection Administrator (CSSA)The grasp CSSA is an intermediate between the base-level CSSA credential (itself an intermediate certification) and the CSSP.

    To qualify for grasp CSSA, candidates ought to move three (or more) CSSA tests, and then electronic mail training@sonicwall.com to request the designation. There are not any different charges or necessities worried.

    supply: SonicWall master CSSA

    Conclusion 

    bear in mind, when it comes to deciding on supplier-particular counsel know-how safety certifications, your corporation's latest or deliberate safety product purchases should dictate your alternatives. in case your protection infrastructure comprises items from vendors no longer mentioned right here, be certain to check with them to determine if practicing or certifications on such products can be found.

    about the writer:Ed Tittel is a 30-plus year IT veteran who's worked as a developer, networking consultant, technical trainer, creator and expert witness. most likely finest commonly used for developing the exam Cram sequence, Ed has contributed to greater than 100 books on many computing themes, including titles on tips protection, windows OSes and HTML. Ed additionally blogs constantly for TechTarget (windows enterprise computer), Tom's IT seasoned and GoCertify.


    Six sizzling huge facts Certifications for 2019 | killexams.com Real Questions and Pass4sure dumps

    Written by way of Nathan Kimpel published: 10 December 2018

    page 1 of 2

    a brand new yr procedures! in case you have a serious professional pastime in massive records, then make a huge impact for your profession outlook via focusing on one of those six certifications in 2019.

    Get one of these credentials to take you interest in Big Data to the next level!It’s basically 2019. With the passing of yet another year, many corporations are jumping onto the certification bandwagon and offering certifications in anything else and every thing ... and that i like it!

    Nothing is extra pleasant and rewarding than getting a certification, a document that says you have got mastered an IT theme, or sometimes simply that you won a primary knowing of that theme. To make your 2019 vibrant and exquisite, here is an inventory of my accurate six big information certifications for the coming year.

    First up is the CCA statistics Analyst credential (exam CCA159) provided by Cloudera. i like Cloudera assessments because they're arms-on and include actual-world examples, and this verify does not disappoint. it's special because it is simple and focused. where else are you going to get 8 questions with one hundred twenty minutes to reply them?

    to assert Cloudera checks are complicated would be enormously correct — however once you bag one, nobody is going to query your prowess. every check contains between eight and 12 client problems that contain a different gigantic records set and a CDH cluster. As cited above, you’ve bought a hundred and twenty minutes.

    For every problem, you should put in force a technical answer with a excessive diploma of precision that meets the entire requirements. You can also use any tool or mixture of equipment on the cluster — you get to opt for the tool(s) which are correct for the job. You must possess enough knowledge to analyze the difficulty and arrive at an premiere method given the time allowed.

    You deserve to understand what make sure you do and then do it on a live cluster, inside the special time allotment, while being watched by means of a proctor. Make no mistake: you should have lots of actual-world expertise before you tackle this exam. when it comes to fess, the CCA159 will set you lower back $295.

    My second advice is somewhat unconventional and never truly a “certification” per se, but i like to recommend getting a master’s degree in information analytics. when you've got a real pastime in massive records, then i like to recommend leaping in with both toes to display future employers simply how deep the hearth burns. a level will reveal that you have capabilities and journey that goes past just excelling at look at various taking.

    i recommend looking round for a reputable college that does most (if not all) of its course beginning on-line. I also consider your gold standard bet for funding an advanced diploma is through your latest business enterprise. Many employers take part in can charge-sharing for larger education, and if yours doesn’t then you definately might also nevertheless be able to determine a deal.

    Don’t be shy about asking either, as a result of to make massive facts a reality, a team of people executing the start has to be well-educated. i love this method of researching since it is going to set you aside from the pack and put you head-and-shoulders above the relaxation of the individuals trying to break into large facts.

    My third advice is EMC (Dell)’s statistics science certification song. Science is an overarching theme of working with massive information. statistics extraction is a science, records processing and facts storage is a science, and, inspecting records is definitely a science.

    you're going to need to take a few exams for this, but goal for the Dell EMC certified professional – statistics Scientist credential. The exam to focus on is E20-065 advanced Analytics expert exam for information Scientist, which has two associate-stage prerequistes associate – records Science version 1.0 and affiliate – records Science version 2.0.

    The superior Analytics certification is designed to build on the capabilities developed at the affiliate stage and assist aspiring information Scientists proceed to adapt and expand their ability sets

    The main growth areas include superior analytical strategies, Hadoop (including Pig, Hive, HBase), Social network analysis, herbal Language Processing, and Visualization methods. This certification is above and past others as a result of its center of attention on NLP.

    natural Language Processing (NLP) is a subfield of laptop science, advice engineering, and synthetic intelligence involved with the interactions between computing device and human (herbal) languages. In specific, NLP reviews a way to program computers to manner and analyze gigantic quantities of herbal language facts.

    in case you need a fast music to a long-time period job, get in on the NLP circulate. at the moment, engineers are true-time translating languages and archiving all known languages all the way through the earth. here is highly pleasing stuff and should have you ever on the innovative of AI.


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    VMworld 2009: Storage admins grapple with growing VMware deployments | killexams.com real questions and Pass4sure dumps

    SAN FRANCISCO — Storage administrators at VMworld 2009 this week say maintaining enterprise data storage efficiency and manageability while scaling growing VMware server virtualization environments remains a delicate task.

    Looking for help, administrators turned up at breakout sessions where VMware Inc. officials and data storage consultants offered tips for managing storage in virtualized environments.

    "The biggest challenge in our environment remains picking the right VMFS [Virtual Machine File System] store size" as new virtual machines (VMs) are deployed, said Jules Thomas, system engineer at Pitt Ohio Express in Pittsburgh.

    Pitt Ohio Express has approximately 25 TB capacity on a Hewlett-Packard (HP) Co. StorageWorks 8100 enterprise virtual array (EVA), supporting mostly Windows servers. Thomas said the server environment is currently about 70% virtualized with a goal to get that number closer to 100%.

    "Even if it's one VM on a box, we want all servers in virtual encapsulation for easier backup, recovery and DR," Thomas said.

    The company uses Data Domain Inc. DD565 data deduplication arrays to retain data on disk, and Thomas said server virtualization and disk-based backup have made for easier recoveries by eliminating the need to configure an operating system and patches when restoring a system.

    For high-priority applications like SQL Server, however, "it's difficult to figure out how to size your storage going from physical to virtual," Thomas said.

    The standard template for VMs in his environment includes a 250 GB data store, but Thomas said he's unsure if that will offer the space needed for snapshots of an active database. Performance is also an issue for a tier one database app, and Thomas said he's considering using solid-state drives (SSDs) to support a virtualized SQL rather than the HP storage-area network (SAN).

    Other customers are still moving VMware server virtualization from test and development to production because of difficulty coordinating among different segments of a large IT environment.

    "We have VMs running in production, but it's a minority," said Keenan Greer, storage administrator at Memphis-based FedEx, which has five storage administrators to manage 6 PB of data storage on EMC Corp. gear spread among three data centers.

    FedEx is looking to consolidate to two data centers and -- like most IT organizations in the current economic downturn -- improve storage efficiency.

    "The only way we're going to reduce our workload is to virtualize," Greer said. "[But ] we're broken up into subgroups for operating systems, databases, storage and server administrators—it's difficult trying to get everyone to see the big picture at the same time." Stringent performance requirements amplify the logistical challenges. "We have to be sure it stays the same," he said. "A slowdown is the one thing that's not acceptable."

    Administrators in smaller environments find themselves with a choice between simplified management and optimizing VMware performance according to best practices. "We have chosen to keep storage provisioning simple, but we sacrifice some performance to ease of management," said a systems administrator from a West Coast digital printing firm who asked that he not be identified because of company policy preventing him from representing it in the press.

    The company, which has approximately 50 TB running on Hitachi Data Systems Adaptable Modular Storage (AMS) arrays, puts virtual machines into single large logical unit numbers (LUNs) encompassing each disk shelf of the Hitachi array.

    "Over time, things balance themselves," he said. "Our applications are more CPU than I/O bound, and we don't spend time worrying about each particular LUN."

    The administrator added that he attended a breakout session to find out VMware's recommendations for storage management to prepare for the future. "If my workloads change, what am I up against?" he asked.

    VMware engineers warn of I/O contention pitfalls

    A group of VMware engineers led by Lucas Nguyen, technical alliance manager for storage partners, said users in more performance-constrained environments shouldn't let too many virtual machines share a LUN because of contention created by VMware's VMFS file locking mechanisms.

    When operations are conducted in a VMFS environment that require an update to the metadata of the VMDK file, the clustered file system uses SCSI reservations to protect metadata from corruption, according to Bob Slovick, VMware's senior information systems specialist. This reservation gives the VM momentary exclusive access to the file system. VMFS 3.5 added a new file locking scheme to reduce the frequency of that contention, but it can still happen when too many virtual machines are stacked together in a LUN.

    "Users should also schedule virtual machine reboots so only one LUN is impacted at any given time. Power on and power off are separate operations, and both will create reservations," Slovick added. The impact of reservations on the environment can be significant enough that Slovick suggested users restrict permissions for any operation that will trigger a reservation to "administrators who understand their effects."

    Saving storage space with snapshots: Pros and cons

    Users looking to balance storage efficiency with server virtualization best practices were offered further suggestions in a later session on Tuesday by Forsythe storage architect and consultant Brian Peterson titled "Controlling the Storage Impact of Virtual Server Sprawl." Peterson suggested that admins looking to store virtual machine images efficiently create a "golden copy" of an operating system, and then use storage arrays' space-efficient snapshots to make new virtual machines without using twice the space.

    However, Peterson acknowledged this technique also has its tradeoffs, depending on the storage array vendor used. For VMware to use the snapshot correctly, it would have to be created using Raw Device Mapping (RDM), he said. This method should be used for operating systems only, and not application data.

    Peterson acknowledged that a patch to the golden copy won't automatically proliferate among snapshots. If a patch has to be deployed across all images, users could choose to make each snapshot copy bigger to accommodate the size of the patch, or redeploy the snapshot-based virtual machines. "It's not pretty, but it can be done," Peterson said.

    Click here for more information on VMworld 2009 from TechTarget.


    Why pay for tech certifications is declining | killexams.com real questions and Pass4sure dumps

    There’s always been a tug of war within employers about hiring tech people with skill certifications versus those who have learned by experience on the job. Eventually the question of comparable pay arises, shining a light on whether certification is a valid factor when measuring a worker’s value or potential on the job. And if it isn’t, then how should employers be assessing skills competence?  

    Historic pay disparities between certified and non-certified tech skills  

    The fact is, employers have for many years been willing to cash pay premiums for both certified and non-certified skills typically above and beyond base salary. Foote Partners has been surveying and reporting this data since 2000. Until 2007 certified skills were earning more on average than non-certified skills, but beginning in mid-2007 this trend reversed. The gap in pay premiums between the two since then has widened with 551 non-certified skills now earning, on average, the equivalent of nearly 2% of base salary more than 446 tech certifications the firms tracks on a quarterly basis from data collected regularly from 3,305 employers.

    Certifications had a very long run of consistently losing overall value from late 2006 to 2012. These were dark years marked by charges of fraud in the certifications testing business and a prevailing opinion by many that certifications were simply too easy to attain, in particular those that vendors offer to support their product lines. Technology vendors and vendor-independent certifying organizations fought back by adding real-time labs, peer review panels, and prerequisites to their qualifications.

    It seemed to work, as certifications pay began to rise although not nearly to the level of non-certified skills premiums, often for the same technologies. More and more management, process, and methodology skills and certifications gained popularity in the growth years for both intermediate and advanced skill levels, and pay continued to rise for both segments until about two years ago. 

    pay for tech certifications is declining Foote Partners LLC Declining certification market value       

    Average pay premiums for tech certifications recorded in the long running IT Skills and Certifications Pay IndexTM (ITSCPI) decreased in the last quarter of 2018, down 1.8 percent overall. They’ve lost 2.4 percent of their value in calendar year 2018 and nearly 3 percent over the last two years. In the last three months of 2018 alone, 57 certifications recorded cash pay premium losses against only 17 gaining value.

    Meanwhile cash pay premiums for non-certified skills increased 0.6% overall in October/November/December with 87 recorded pay premium gains while 72 non-certified skills list  market value. Pay gains have been consistently higher in most quarters in each of the past three years.

    The marketplace for certifications may decline for a number of obvious and not so obvious reasons. Pay premiums will diminish as certifications expire, are retired, or when they’re replaced with more appropriate certifications as technology evolves. Also, there remains a lingering bias that passing a proctored exam does not necessarily confer onto the test taker expertise in a subject, especially when the pass rate is only 70 percent correct answers. Adding laboratory requirements only works if the labs are sufficient tests of a candidate’s capabilities in the real world.

    But in a counter intuitive twist, it’s just as often their popularity that drives down pay premiums. As interest in a certification escalates and more people attain the certification the gap between supply and demand for the certification narrows, driving down its market value as the laws of scarcity would dictate. This has been documented in the case of dozens of certifications over the almost two decades of Foote Partners tracking and reporting their market values.

    Perhaps the most common reason for certification values falling is a fundamental weakness that persists in the certification industry: a vast number of popular tech skills simply do not have a certification available. No vendor owns the particular tech with products that are supported by certification training necessary to ensure sales and upgrade investments.

    Certifications have traditionally been attached to infrastructure (networking, systems, security), architecture, and processes (e.g., project management, frameworks and methodologies). Non-certified skills are found in greater numbers than certifications in programming and applications development, web, database, and also in management, process, and methodology segments. Employers can arguably more easily devise their own ways to judge proficiency in these areas such as coding testing, past experience, consulting-to-hire staffing practices, and robust internal training and development programs.  

    And what about so-called ‘soft’ skills?  Employers are often just willing as recognize their value with pay premiums if not via salary, especially if they are combined with hard tech skills and industry, domain, or customer knowledge and experience.

    High flying tech certifications losing the most value in 2018

    Below are tech certifications that meet two criteria: currently earning well above-average pay but recording substantial declines in market value in the last six months of 2018. Unless otherwise indicated these certifications are adjusting to market forces as explained above.

    INFO / CYBERSECURITY CERTIFICATIONS

    GIAC Security Leadership Certification (GSLC)Average Pay Premium: 12 percent of base salary equivalentMarket Value Decrease: -29.4 percent (in the past six months through January 1, 2019)          

    The GSLC targets security professionals with managerial or supervisory responsibility for information security staff. Certification holders’ knowledge includes have an understanding of risks of 802.11 wireless networks and how to secure them, access control and password management, building a security awareness program, and cryptography applications, VPNs and IPSec. This certification is awarded with a passing score of 68% on a 115-question proctored exam. We believe employers require a lot more than an exam to assess leadership abilities in today’s info/cybersecurity field and this is contributing to not only losses in market value in this certification but management-level security solutions certifications such as the ISSAP and ISSMP below.

    Information Systems Security Architecture Professional (ISSAP/CISSP)Information Systems Security Management Professional (ISSMP/CISSP)Average Pay Premium: 12 percent of base salary equivalentMarket Value Decrease: -14.3 percent (in the past six months through January 1, 2019)         

    The ISSAP allows Certified Information Systems Security Professionals (CISSPs) to concentrate further in information security architecture and stresses the following elements of the CBK: Access control systems and methodologies;

    telecommunications and network security; cryptography; requirements analysis and security standards, guidelines and criteria; technology-related business continuity and disaster recovery planning (BCP and DRP); physical security integration. 

    The ISSMP lets CISSPs concentrate further in security management areas and stresses the following elements of the CBK: Enterprise security management practices; enterprise-wide system development security; overseeing compliance of operations security; understanding BCP, DRP and continuity of operations planning (COOP); law, investigations, forensics and ethics.

    EC-Council Computer Hacking Forensic Investigator (CHFI)Average Pay Premium: 11 percent of base salary equivalentMarket Value Decrease: -26.7 percent (in the past six months through January 1, 2019)          

    Computer forensics is the application of computer investigation and analysis techniques in the interests of determining potential legal evidence. Evidence might be sought in a wide range of computer crime or misuse, including theft of trade secrets, theft of or destruction of intellectual property, and fraud. Computer hacking forensic investigation is the process of detecting hacking attacks and properly extracting evidence to report the crime and conduct audits to prevent future attacks. Such techniques have become ubiquitous in law enforcement, defense, military, information technology, law, banking and insurance, among others. as computer forensic investigators draw on an array of methods for discovering data that reside in a computer system or recovering deleted, encrypted, or damaged file information known as computer data recovery.

    The Computer Hacking Forensic Investigator is one of the oldest, most popular of these certifications, attracting a lot of certificants to the program which has narrowed the supply/demand gap. Also putting pressure on demand for the CHFI has been competing certifications   Certified Forensic Computer Examiner, Certified Computer Examiner, GIAC Certified Forensic Analyst, and GIAC Certified Forensic Examiner.

    GIAC Exploit Researcher and Advanced Penetration Tester (GXPN)Average Pay Premium: 10 percent of base salary equivalentMarket Value Decrease: -23.1 percent (in the past six months through January 1, 2019)

    The GIAC Exploit Researcher and Advanced Penetration Tester targets security personnel whose job duties involve assessing target networks, systems and applications to find vulnerabilities. It certifies that candidates have the knowledge, skills, and ability to conduct advanced penetration tests, how to model the abilities of an advanced attacker to find significant security flaws in systems, and demonstrate the business risk associated with these flaws.

    Certified Healthcare Information Security and Privacy Practitioner (HCISPP- ISC)Average Pay Premium: 9 percent of base salary equivalentMarket Value Decrease: -18.2 percent (in the past six months through January 1, 2019)

    The healthcare industry is expected to be one of the fastest growing employment sectors for the next decade. Protecting networked systems and devices and securing patient information are already tough enough challenges but they will get even more intense as regulation evolves and the aging population demographics create more demand for services. Right now, healthcare employers are desperately searching for experienced healthcare tech professionals and eagerly investing in training and development. For those employers convinced that certifications are useful for qualifying talent, there are a few vendor-independent healthcare certifications they can turn to:

  • Certified Associate/Professional in Healthcare Information & Management Systems (CAHIMS, CPHIMS)
  • Certified Healthcare Technology Specialist (CHTS)
  • Registered Health Information Administrator (RHIA)
  • Registered Health Information Technician (RHIT)
  • For healthcare security skills the clear winner has been the Certified Healthcare Information Security and Privacy Practitioner certification from (ISC)² which experienced a spike in market value with initial demand that has now begun to level off in our compensation surveys. This certification combines cybersecurity skills with privacy best practices and techniques. It identifies people with the knowledge and ability to implement, manage and assess security and privacy controls to protect healthcare organizations using policies and procedures established by (ISC)². There are work experience prerequisites and an endorsement process that must be met to sit for a three-hour exam but answering at least 70% of the questions correctly will secure the certification. The exam tests six domains including third-party risk management, information governance, and healthcare regulatory environment.

    The HCISPP is appropriate for several job functions including: Risk Analyst; Privacy Officer; Privacy and Security Consultant; Practice Manager; Medical Records Supervisor; Information Technology Manager; Information Security Manager; Health Information Manager; Compliance Officer; Compliance auditor.

    Check Point Certified Security Administrator (CCSA)Average Pay Premium: 9 percent of base salary equivalentMarket Value Decrease: -18.2 percent (in the past six months through January 1, 2019)         

    The Check Point Certified Security Administrator certification is for individuals who maintain day-to-day operation of Check Point security solutions and ensure secure access to information across the network. Proficiencies include creating and installing security policies, using logging and reporting features, and managing anti-spoofing, Network Address Translation (NAT), and OPSEC applications.  It validates the ability to install, configure, and manage Check Point Security Gateway and Management Software Blade systems on the GAiA operating system.

    ARCHITECTURE CERTIFICATIONS:

    Open Group Certified IT Specialist (Open CITS)Average Pay Premium: 11 percent of base salary equivalentMarket Value Decrease: -26.7 percent (in the past six months through January 1, 2019)          

    Open Group Certified Architect (Open CA)Average Pay Premium: 9 percent of base salary equivalentMarket Value Decrease: -30.8 percent (in the past six months through January 1, 2019)          


    Interview: Moving to DataOps | killexams.com real questions and Pass4sure dumps

    A recent Forrester report found that only 22% of companies see a return on investment (ROI) from data science. Given the tantalising opportunities that data science, artificial intelligence (AI) and advanced analytics promise business, why do most initiatives fail?

    For Harvinder Atwal, head of data strategy and advanced analytics at price comparison site MoneySuperMarket.com, part of the problem is that the mantra is wrong. He believes many business leaders have little idea of how to create value with data.

    “The C-suite doesn’t understand data,” he says. “They understand the need to hoard data and hire data scientists – but then they think magic happens.”

    Atwal thinks there is also a misconception in what business sees as the role of data scientists. For instance, although strong control of finance is clearly important in business, no one expects everyone to be a finance specialist. But in Atwal’s experience, there is an expectation in businesses that data scientists can share their expertise across the company. “Data scientists are expected to teach the organisation how to use data,” he says.

    Then there is the AI silver bullet. “Marketing thinks AI will solve all their problems,” he says. Because data scientists are not cheap and hoarding data is expensive, this lack of understanding means that the money invested in data projects appears to flow in the wrong direction, he points out.

    Atwal previously worked at Dunnhumby as insight director for Tesco Clubcard. Describing how MoneySuperMarket.com uses analytics, he says: “Our mission is to use our data to help customers save money.”

    He says MoneySuperMarket.com captures more data about its customers than an average website. The information gleaned includes where they live, what they drive, where they go on holiday. The site also knows when a customer’s insurance is up for renewal or when their utility is about to switch from a discounted to a standard tariff.

    “We can save people £1,000 if they come to our site, but it requires machine learning for personalisation,” says Atwal.

    Basically, MoneySuperMarket.com recommends products rather like how Amazon or Netflix recommends things. But people have very different attitudes about money: some are extremely cautious, while others may be more open to risk.

    For MoneySuperMarket.com, this means that customers only see offers of products that are relevant to them and fit within their risk profile. The architectural changes and approach that the company has taken has allowed it to create 1,400 variant newsletters for its customers, which Atwal says has resulted in a “decent revenue uplift”.

    Broken IT processes

    For Atwal, creating the actual model is by far the easiest part of machine learning, but 90% of the conversation appears to be about this. He says the real problem for data scientists is that they have to do everything themselves – find data, clean the data, find the software and install it.

    “IT is stuck in a 20th century operating model,” he says. “People don’t have access to data warehouses.”

    This poses a real challenge for data scientists, says Atwal, who have to request data access from IT, negotiate with IT for the required compute resources, then wait for these resources to be provisioned. They may then need to install a query language.

    “As a data scientist, you just want to use data as quick as possible,” says Atwal. In his experience, the rigmarole experienced by data scientists when doing their job means that they often choose to bypass IT and test, build and deploy data models on their own laptops.

    But he does not believe this is the right approach either. “Data scientists will spend a lot of time building the perfect model on a laptop,” he says, but while it is being tuned on a laptop, the model is not finding real uses for the business – so it remains isolated.

    Atwal believes data scientists should be able to get feedback when the model is deployed for real, to enable them to enhance it or build new data models based on real customer data.

    Simplify the data architecture

    When Atwal joined MoneySuperMarket.com in 2012, the company was deploying SAS to provide a single customer view. “We made a decision to move over to AWS [Amazon Web Services], but had data stores scattered all over the business,” he says.

    Although it was relatively easy to move the website, migrating the data warehouse was very complex, says Atwal. The company had a multi-cloud strategy, which meant it was not possible to use any services specific to AWS. Instead, he says, MoneySuperMarket.com had to manage and deploy an open source software stack.

    “We began building a stack in AWS with storage and analytics layers, deployed this in production, then built data products,” he says. But this was not an easy approach because it required database administrators, DevOps teams and agile data science. “We didn’t have the expertise,” he adds.

    When it was time to migrate from SAS, MoneySuperMarket.com took the opportunity to run a proof of concept on GCP, using Google’s serverless software components, including Big Query, Kubernetes, Dataflow and TensorFlow.

    This enabled the company to simplify its data architecture. Based on Google’s reference architecture, MoneySuperMarket.com was able to deploy serverless and software-as-a-service technology, which meant there was no infrastructure to manage, enabling the data science teams to concentrate on getting their work done on GCP, says Atwal.

    Improving data science workflow

    Atwal says most data scientists do not come from a software development background and do not understand software development best practices. To improve the investment that companies make in data science, he believes new data models need to be created more quickly. This requires data scientists to use agile collaboration and to apply lean thinking to data analytics, while adhering to data regulations and governance.

    As in software development, where developers have used DevOps to produce code rapidly through regular iterations, automated tested is also needed. And like in software development, data scientists also need to ensure the data on which they base their model is correct, and that there is version control in place to ensure changes can be tracked, says Atwal.

    These are among the main requirements in DataOps, which aims to speed up the process of building new data models that achieve measurable business results. Ideally, a data scientist would want to download a working environment and get to work straight away without having to configure everything in that environment. Containers give businesses a way to achieve this, says Atwal.

    A number of so-called data science platforms are starting to emerge that support DataOps. DominoData is the one MoneySuperMarket.com has deployed. Atwal says it offers a way to provide self-service for its data scientists to work.

    Atwal has spoken at a number of events about how MoneySuperMarket.com has rearchitected its data analytics. His presentation, which covers nine steps to transform data science and move organisations towards DataOps, draws on lean principles that Toyota used to optimise car manufacturing, and agile software development practices.

    Ultimately, he says, data scientists need to be cognisant of business strategy. “Business has a hypothesis of what creates value,” he says. “Think about flow and how quickly you can get data into a product to get feedback from customers.”



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