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000-740 IBM Storage Networking Solutions Version 1

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000-740 exam Dumps Source : IBM Storage Networking Solutions Version 1

Test Code : 000-740
Test title : IBM Storage Networking Solutions Version 1
Vendor title : IBM
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IBM IBM Storage Networking Solutions

Microsoft Vs. IBM: One lucid Winner | killexams.com real Questions and Pass4sure dumps

No result discovered, are attempting original keyword!IBM and Microsoft are two cloud ... ever higher economies of scale and rising network outcomes. truly, cloud computing is never well-nigh records storage for organizations. The superior winners in ...

Storage and AI toil together in IBM’s multicloud mode | killexams.com real Questions and Pass4sure dumps

a huge focal point of the bulletins from IBM Corp.’s feel convention ultimate week worried synthetic intelligence and making it attainable throughout every bit of cloud platforms. This “AI in every unique place” mode applies to IBM’s storage strategy as neatly.

In December, IBM introduced a storage gadget co-designed with Nvidia Corp. for AI workloads and various facts tools, reminiscent of TensorFlow. AI reference architecture is additionally built-in in IBM’s power line of servers.

there is curiously a further most notable AI integration in the works, as IBM continues to focal point on the hybrid cloud. “We’re working on a third one presently with one other main server seller because they want their storage to breathe anyplace there’s AI and any dwelling there’s a cloud — massive, medium or small,” pointed out Eric Herzog (pictured), chief advertising officer and vice president of international storage channels at IBM.

Herzog spoke with John Furrier (@furrier) and Stu Miniman (@stu), co-hosts of theCUBE, SiliconANGLE Media’s cellular livestreaming studio, every bit of the way through the IBM feel event in San Francisco. They discussed IBM’s focus on cyber resilience in its storage products and assembly client needs in a multicloud atmosphere. (* Disclosure below.)

New points for resiliency

moreover multicloud and AI, IBM’s storage operation has additionally been focused on cyber resilience. In August, the company launched Cyber Incident recovery among the many points covered within the latest free up of its Resiliency Orchestration platform.

the original product become designed to rapidly win well facts and applications following a cyberattack. “sure, each person is used to the ‘superb wall of China’ keeping you, and then of course chasing the contemptible man down after they violation you,” Herzog stated. “however when they violation you, it will bound breathe first-rate if every thing had facts at leisure encryption.”

Enhancements to IBM’s storage portfolio during the eventual 12 months occupy been designed to accommodate customer environments that are more and more multicloud-oriented. The focus has been on application-described storage options that movement and give protection to suggestions in a huge range of compute ecosystems, as Herzog wrote in a fresh weblog submit.

“You may occupy NTT Cloud in Japan, you may additionally occupy Alibaba in China, you can moreover occupy IBM Cloud Australia, after which you may occupy Amazon in Latin the us,” notable Herzog, who appeared at the convention wearing a symbolic Hawaiian surfer shirt. “You don’t battle the wave; you journey the wave. And that’s what every person is coping with.”

Watch the complete video interview beneath, and execute positive to acquire a examine at more of SiliconANGLE’s and theCUBE’s insurance of the IBM reckon experience. (* Disclosure: IBM Corp. subsidized this section of theCUBE. Neither IBM nor different sponsors occupy editorial control over content on theCUBE or SiliconANGLE.)

image: SiliconANGLE because you’re perquisite here …

… We’d want to let you know about their mission and how you could assist us fulfill it. SiliconANGLE Media Inc.’s company model is in keeping with the intrinsic value of the content, now not promoting. unlike many on-line publications, they don’t occupy a paywall or hasten banner advertising, because they wish to hold their journalism open, devoid of strike or the need to chase site visitors.The journalism, reporting and commentary on SiliconANGLE — together with reside, unscripted video from their Silicon Valley studio and globe-trotting video teams at theCUBE — acquire loads of tough work, time and money. retaining the first-rate extravagant requires the aid of sponsors who're aligned with their imaginative and prescient of advert-free journalism content.

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IBM i DevOps gets less complicated On Skytap Cloud | killexams.com real Questions and Pass4sure dumps

February 25, 2019 Alex Woodie

IBM i professionals who yearn for the administrative simplicity of Amazon web functions will quickly breathe rewarded when Skytap’s IBM i cloud becomes commonly attainable subsequent quarter. among the many IBM partners Skytap is tapping for the roll-out is Rocket application, which is integrating the Aldon suite of lifecycle administration tools to simplify DevOps in a probably ground-breaking original means.

Rocket application is in the procedure of certifying its Aldon Lifecyle supervisor for IBM i (LMi) application to hasten on Skytap‘s public cloud providing for IBM i. Late closing yr, Skytap, which has Amazon’s Jeff Bezos as a huge investor and which is additionally based mostly in Seattle dote Amazon, unveiled plans for Skytap Cloud for IBM i, with the end to permit purchasers to spin IBM i environments up and down from the solace of a web interface.

David Romo, the director of software engineering for Rocket application, which is based on Waltham, Massachusetts, says the aggregate of Aldon LMi and Skytap’s bendy cloud environment has the talents to alternate the DevOps taste for IBM i gurus.

“the primary exercise case could breathe for excellent assurance,” Romo tells IT Jungle. “so that you simply spin up a computing device. Aldon would installation the code to that machine. you can examine it, after which dispose of the computer – delete it – once you are accomplished testing.”

Skytap made a reputation for itself by way of helping businesses to control complex cloud-based mostly functions that span diverse operating structures, including AIX on energy and Linux and windows on X86. With the introduction of IBM i on power, Skytap will let shoppers add one other working device to their virtualized property.

Romo is exceptionally enamored of Skytap “environments,” that are collections of virtualized IBM vitality and Intel X86 machines operating in Skytap’s cloud. The virtual machines are linked through Skytap’s utility defined community, and valued clientele can scale these discrete environments up and down as a cohesive unit. once valued clientele occupy configured an environment to their liking, they could achieve it aside as a examine-handiest template that they can title every time they like.

“that you could instantiate these templates and then you occupy got a entire system,” Romo says. “if you had an atmosphere that blanketed a construction machine, a QA machine, and a construction desktop, which you could spin up as many of these as you need, and that they’re every bit of going to breathe operating in the term of time it takes for them to IPL.”

this will vastly diminish the friction that progress groups invariably mug when tasked with spinning up construction and QA methods for testing original code. In an on-premise environment, getting construction and QA systems constantly entails filling out a ticket for the IT admins to fill. In a private cloud ambiance, getting these hardware supplies can involve sending an electronic mail request, and ready days for the original environments to log on.

“That’s some thing that they are able to carry out internally now with their Intel techniques,” Romo says. “we can spin those up and spin these down on an as-needed basis. but with the IBM i partitions, we’re not definitely in a position to carry out that yet. they are able to’t win a fresh, manufacturer-new partition to carry out checking out on, whereas with the VMware, that’s how we’re doing it.”

Skytap uses IBM PowerVM below the covers to spin IBM i and AIX photos up and down. however instead of disclosing to valued clientele the complexity of PowerVM – now not to mention the Hardware management Console (HMC) – it gives them a web UI or a RESTful API for managing IBM i and AIX materials.

“some of their clandestine sauce is the way that they seize VM photographs, the style they entrap the storage, and then their total application-defined networking, which supports Layer 2 and above,” says Dan Jones, Skytap’s vp of product. “Aldon users could occupy a coalesce of interacting with the Aldon UI in addition to interacting with the Skytap UI. Then below the covers, the Aldon UI can provision an ambiance from a template, spin it up, deploy software to it, and then reserve it off as [another] template.”

The capacity to spin IBM i QA and construction environments up and down as mandatory will retailer shoppers huge amounts of cash and ache on the DevOps front, Jones predicts.

“in case you suppose about how most valued clientele hasten IBM i today, as a result of the capital outlay on the hardware, they’re no longer in reality in a position the dwelling they can spin up and spin down non-production workloads at will,” he says. “they've their hardware purchase, the dwelling they simply sort of depart everything operating. And if they’re at capability and need to beginning up yet another venture, well ware they going to shut down to startup this other task? Are they going to occupy to proceed expend tens of heaps of greenbacks on one more server and tens of heaps of bucks on licensing to win an entire different atmosphere up and working?”

Rocket is moreover working with Skytap to certify two other products on its cloud, including the iCluster HA/DR software and the Cloud Connector for IBM i, which lets valued clientele exercise BRMS to shop backups to the cloud. Skytap gained’t assist tape connectivity for backups (it makes exercise of a proprietary SSD-based storage layer), so the Cloud Connector could breathe captivating, Romo says.

Skytap is moreover working with two other IBM i towering availability utility providers, HelpSystems and Syncsort, to win their solutions licensed on its IBM i cloud before it goes GA. Its working with HelpSystems to win the community-based mostly (i.e. non storage-primarily based) PowerHA replication offerings operating on its cloud, whereas it’s working with Syncsort to win MIMIX running. There can breathe extra HelpSystems products licensed by the time Skytap Cloud for IBM i goes are living, which is slated to turn up before June 30.

IBM moreover has an pastime in Skytap, for a yoke of reasons. First, Skytap is an IBM Cloud client, and every bit of of its power programs offerings will hasten in IBM Cloud datacenters. Secondly, IBM will resell the IBM i and AIX cloud choices as a solution referred to as IBM Cloud for Skytap options, or ICSS.

Thirdly, IBM has been working with Skytap to win a hold of a more robust licensing mannequin for running application in a public cloud environments. The particulars aren’t public yet, but Jones says the early feedback from consumers has been quite fantastic.

“We’ve been doing lots of evaluation, modeling, and engineering toil to design out how will they try this translation between a licensing model that’s tied to the actual world, how carry out they translate that to clients who are working within the digital world,” Jones tells IT Jungle. “We’re relatively proximate to finalizing that. so far, the comments has been excellent, and that i believe we’ve been able to win it transcribed into a cloud-pleasant model. They believe they now occupy that mannequin in region. They need to hasten a few more simulations just to breathe positive that they don’t finish up underwater each and every month with giant IBM i licensing bills.”

connected STORY

Skytap Says It’s pile a ‘genuine Cloud’ offering for IBM i

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Huawei Enterprise presents innovative networking solutions at MWC 2019 | killexams.com real questions and Pass4sure dumps

No result found, try original keyword!Huawei Enterprise announced its presence at the Mobile World Congress (MWC 2019) in Barcelona in a bid to acquire on rivals such as IBM, Cisco, HPE, Oracle, Microsoft, Juniper Networks ... storage produc...

HPC in Life Sciences fraction 1: CPU Choices, climb of Data Lakes, Networking Challenges, and More | killexams.com real questions and Pass4sure dumps

For the past few years HPCwire and leaders of BioTeam, a research computing consultancy specializing in life sciences, occupy convened to examine the condition of HPC (and now AI) exercise in life sciences.

Without HPC writ large, modern life sciences research would quickly grind to a halt. It’s convincing most life sciences research computing is less focused on tightly-coupled, low-latency processing (traditional HPC) and more conditional on data analytics and managing (and sieving) massive datasets. But there is plenty of both types of compute and disentangling the two has become increasingly difficult. Sophisticated storage schemes occupy long been de rigueur and recently quickly networking has become notable (no astonish given lab instruments’ prodigious output). Lastly, striding into this shifting environment is AI – abysmal learning and machine learning – whose deafening hype is only exceeded by its transformative potential.

Ari Berman, BioTeam

This year’s discussion included Ari Berman, vice president and general manager of consulting services, Chris Dagdigian, one of BioTeam’s founders and senior director of infrastructure, and Aaron Gardner, director of technology. Including Dagdigian, who focuses largely on the enterprise, widened the scope of insights so there’s a nice blend of ideas presented about biotech and pharma as well as traditional academic and government HPC.

Because so much material was reviewed they are again dividing coverage into two articles. fraction One, presented here, examines core infrastructure issues around processor choices, heterogeneous architecture, network bottlenecks (and solutions), and storage technology. fraction Two, scheduled for next week, tackles the AI’s trajectory in life sciences and the increasing exercise of cloud computing in life sciences. In terms of the latter, you may breathe confidential with NIH’s STRIDES (Science and Technology Research Infrastructure for Discovery, Experimentation, and Sustainability) program which seeks to slash costs and ease cloud access for biomedical researchers.


HPCwire: Let’s tackle the core compute. eventual year they touched potential climb of processor diversity (AMD, Intel, Arm, Power9) and certainly AMD seems to occupy approach on strong. What’s your acquire on changes in core computing landscape?

Chris Dagdigian: I can breathe quick and dirty. My view in the commercial and pharmaceutical and biotech space is that, aside from things dote GPUs and specialized computing devices, there’s not a lot of movement away from the mainstream processor platforms. These are people moving in 3-to-5-year purchasing cycles. These are people who standardized on Intel after a few years of ache during the AMD/Intel wars and it would acquire something of huge significance to execute them shift again. In commercial biopharmaceutical and biotech there’s not a lot of absorbing stuff going on in the CPU set.

The only other thing that’s absorbing that’s happening is as more and more of this stuff goes to the cloud or gets virtualized, a lot of the CPU stuff actually gets hidden from the user. So there’s a growing fraction of my community (biomedical researchers in enterprise) where the users don’t even know what CPU their code is running on. That’s particularly convincing for things dote AWS batch, and AWS Lambda (serverless computing services) and that sort of stuff running in the cloud. I believe I’ll cease here are inform on the commercial side they are deliberate and conservative and it’s noiseless an Intel world and the cloud is hiding a lot of the convincing CPU stuff particularly as people proceed serverless.

Aaron Gardner: That’s an absorbing point. As more clouds occupy adopted the Epyc CPU, some people may not realize they are running on them when they start instances. I would inform moreover that the climb of informatics as a service and workflows as a service is going to abstract things even more. It’s relatively easy today to hasten most code with some even of optimization across the Intel and AMD CPUs. But the gap widens a bit when you talk about, is the code, or portions of it being GPU accelerated, or did you switch architectures from AMD64 to Power9 or something dote that.

We talked eventual year about a transition from compute clusters being a hub fed by large-spoke data systems towards a data cluster where the hub is the data lake with its various moving pieces and storage tiers, but the spokes are every bit of the different types of heterogeneous compute services that span and uphold the workload hasten on that system. They definitely occupy seen movement towards that model. If you examine at every bit of Cray’s announcements in the eventual few months, everything from what they are doing with Shasta and Slingshot, and toil towards making the CS (cluster supercomputers) and XC (tightly coupled supercomputers) toil seamlessly, interoperably, in the selfsame infrastructure, we’re seeing companies dote Cray and others gearing up for a heterogeneous future where they are going to uphold multiple processor architectures and optimize for multiple processor architectures as well as accelerators, CPUs and GPUs, and occupy it every bit of toil together in a coherent whole. That’s actually very exciting, because it’s not about betting on one particular horse or another; it’s about how well you are going to integrate across architectures, both traditional and non-traditional.

Ari Berman: Circling back to what Chris said. Life sciences historically has been sort of deliberate to jump in and adopt original stuff just to try it or to survey if it will breathe three percent faster because the differences gained in lore generation at this point in life science for those three percent are not ground breaking – it’s fine to wait a limited while. Those days, however, are dwindling because of the amount of data being generated and the urgency with which it has to breathe processed and moreover the backlog of data that has to breathe processed.

So they are not in life sciences at a point where – other than the differentiation of GPUs – applications are being designed specifically for different system processors other than for Intel. There’s some caveats to that. Normally as long as you can compile it and hasten it on one of the main system processors and it can hasten on a normal version of Linux, they are not optimizing for that; the exceptions to that are some of the built in math libraries that can breathe taken edge of on the Intel system platform, some of the data offloading for moving data to and from CPUs from remote or even internally, memory bandwidth really matters a lot, and some of those things are differentiated based on what kindhearted of research you are doing.

HPCwire: It sounds a limited dote the battle for mindshare and market share among processor vendors doesn’t matter as much in life sciences, at least at the user level. Is that fair?

Ari Berman: Well, they really dote a lot of the future architectures. AMD is coming out with for better memory bandwidth to wield things dote PCIe links, having original interconnects between CPUs, and moreover the connection to the motherboard. One of the huge bottlenecks Intel noiseless has to solve is how carry out you win data to and from the machine from external sources. Internally they occupy optimized the bandwidth a entire lot, but if you occupy huge central sources of data from parallel file systems, you noiseless occupy to win it in and out of that system, and there are bottlenecks there.

Aaron Gardner: With the Rome architecture moving forward, AMD has provided a much better approach to memory access, moving away from NUMA (nonuniform memory) to a central memory controller with uniform latency across dies. This is really notable when you occupy up to 64 cores per socket. moving back towards a more benign memory access model on a per node design even I believe is really going to aid provide advantages to workloads in the life sciences and that is certainly something they are looking at testing and exploring over the next year.

Ari Berman: I carry out believe that for the first time in a while Power9 has some potential relevance, mostly because Summit and Sierra (IBM-based supercomputers) coming into play and those machines being built on Power9. I believe people are exploring it but I don’t know that it will execute much of a play outside of just sheer HPC. The other thing I meant to bring up is a dwelling where I believe AMD is ahead of Intel in fab technology. AMD is already manufacturing at 7nm versus the 14nm. I thought that it was really innovative of AMD to carry out a multiple nanometer fabrication for their next release of processors where the IO core is 14nm and the processing core is 7nm because, just for power and distribution efficiency.

Aaron Gardner: In terms of market share, I believe AMD has been extremely strategic over the eventual 18 months because when you examine at places that got burned by AMD in the past when it exited the server market, there were not enough benefits to warrant jumping back in fully perquisite away. But AMD is really geared towards the economies-of-scale type plays such as in the cloud where any edge in efficiency is going to breathe appreciated. So I believe they occupy been strategic [in choosing target markets] and we’ll survey over the next yoke of years how it plays out. I believe they are at the flash not in a dwelling where the client needs to specify a inescapable processor. They are going to survey the integrators influence here, what they pick to achieve together in their heterogeneous HPC systems portfolio, influence what CPUs people win and that may really consequence the winners and losers over time.

ARM they survey continue to grow but not explosively and I’d inform Power is certainly interesting. Having the great Power systems at the top of the TOP500 has really validated Power9 for exercise in capability supercomputing. How those are used though versus the GPUs for target workloads is interesting. In general they may breathe headed to a future where the CPU is used to turn on the GPU for inescapable workloads. Nvidia would probably favor that model. It’s just very absorbing the interplay between CPU and GPU; it really does occupy to carry out with whether you are accelerating a minute number of codes to the nth degree or you are trying to occupy more diverse application uphold which is where multiple CPU and GPU architectures are going to breathe needed.

Ari Berman: Using GPUs is noiseless a huge thing for lots of different reasons. At the flash GPUs are hyped for AI and ML, but they occupy been used extensively for a lot of the simulation space, Schrodinger suite, molecular modeling, quantum chemistry, those sorts of things, and moreover down into phylogenetic inference, special inheritance, things dote that. There are many powerful applications for graphic processors, but really I would conform with others that it really boils down to system processors and GPUs at the flash in life sciences. I did hear anecdotally from a yoke of folks in the industry that were using the IBM Q cloud just to try quantum [computing], just to survey how it worked with really towering even genomic alignment and they kindhearted of got it to toil and I’ll leave it at that.

HPCwire: They probably don’t pledge enough coverage to networking given its importance driven by huge datasets and the climb of edge computing. What’s the condition of networking in life sciences?

Chris Dagdigian: In pharmaceuticals and biotech, Ethernet rules the world. The towering hasten low latency interconnects are noiseless in niche environments. When they carry out survey non-ethernet fabrics in the commercial world they are being used for parallel filesystems or in specialized HPC chemistry & molecular modeling application environments where MPI message passing latency actually matters. However I will bluntly inform networking hasten is now the most captious issue in my HPC world. I feel that compute and storage at petascale are largely tractable problems. moving data at scale within an organization or outside the boundaries of your firewall to a collaborator or a cloud is the unique biggest rate limiting bottleneck for HPC in pharma and biotech. Combine with that the cost towering hasten Ethernet has not gone down as quickly as the cost of commoditization in storage and compute. So they are in this double whammy world where they desperately need quickly networks.

The corporate networking people are fairly smug about the 10 gig and 40 gig links they occupy in the datacenter core whereas they need 100 gig networking going outside the datacenter, 100 gig going outside the building, sometimes they need 100 gig links to a particular lab. Honestly the way that I wield this in enterprise is I am helping research organizations become a champion for the networking groups; they traditionally are under budgeted and don’t typically occupy 40 gig and 100 gig and 400 gig on their radar because you know they are looking at bandwidth graphs for their edge switches or their firewalls and they just don’t survey the insane data movement that they occupy to carry out between the laboratory instrument and a storage system. The second thing, and I occupy utterly failed at it, is articulating that there are products other than Cisco in the world. That controversy does not waft in enterprise because there is a tremendous installed base. So I am in the entrap 22 of I pay a lot of money for Cisco 40 gig and 100 gig and I just occupy to live with it.

Ari Berman: I would conform networking is one of the major challenges. Depending on what granularity you are looking at, I believe most of the HPCwire readers will supervision a lot about interconnects on clusters. Starting there, I would inform they are seeing a fairly even distribution of sheer Ethernet on the back finish because of vendors dote Arista for instance, which is producing more affordable 100 gig low latency Ethernet that can breathe achieve on the back finish so you don’t occupy to carry out the entire RDMA versus TCP/IP dance necessarily. But most clusters are noiseless using InfiniBand on their back end.

In life sciences I would inform that they noiseless survey Mellanox predominantly as the back end. I occupy not seen life-science-directed organizations [use] a entire lot of Omni-Path (OPA). I occupy seen it at the NSF supercomputer centers, used to powerful effect, and they dote it a lot, but not really so much in life sciences. I’d inform the hasten and diversity and the abilities of the Mellanox implementation could really outclass what is available in OPA today. I believe the delays in OPA2 occupy ache them. I carry out believe the original interconnects dote Shasta/Slingshot from Cray are paving the way to producing a reasonable competitor to where Mellanox is today.

Moving out from that, Chris is right. There are so many people using the cloud that don’t upgrade their internet connections to a wide enough bandwidth or acquire their security enough out of the way or optimize it enough so that people can effectively exercise the cloud for data-intensive applications, that getting the data there is impossible. You can exercise the cloud but only if the data is already there. That’s a huge problem.

Internally, a lot of organizations occupy moved to fiery spots of 100 gig to breathe able to waddle data effectively between datacenters and from external data sources but a lot of 10 gig noiseless predominates. I’d inform that there is a lot of 25 gig implementations and 50 gig implementations now. 40 gig sort went by the wayside. That’s because of the 100 gig optical carriers where they are actually made up of four individual wavelinks and so what they did was to just fracture those out and so the form factors occupy shrunk.

Going back to the cluster back end. In life sciences the judgement towering performance networking on the back finish of a cluster is really notable isn’t necessarily for inter-process communications, it’s for storage delivery to nodes. Almost every implementation has a great parallel distributed file system where every bit of of the data are coming from at one point or another. You occupy to win them to the CPU and that backend network needs to breathe optimized for that traffic.

Aaron Gardner: That’s a common case in the life sciences. They primarily examine at storage performance to bring data to nodes and even to waddle between nodes versus message passing for parallel applications. That’s starting to shift a limited bit but that’s traditionally been how it is. They usually occupy looked at a unique towering performance fabric talking to a parallel files system. Whereas HPC as a entire has for a long time dealt with having a quickly fabric for internode communications for great scale parallel jobs and then having a storage fabric that was either brought to every bit of of the nodes or in a way shunted into the other fabric using IO router nodes.

“One of the things that is very absorbing with Cray announcing Slingshot is the faculty to converse both an internal low latency HPC optimized protocol as well as Ethernet, which in the case of HPC storage removes the need for IO router nodes, instead allowing the HCA (host channel adapters) and switching to wield the load and protocol translation and every bit of of that. Depending on how transparent and easy it is to implement Slingshot at the minute and mid-scale I believe that is a potential threat to the continued prevalence of traditional InfiniBand in HPC, which is essentially Mellanox today.”

HPCwire: We’ve talked for a number of years about the revolution in life sciences instruments, and how the gush of data pouring from them overwhelms research IT systems. That has achieve stress on storage and data management. What’s you sense of the storage challenge today?

Chris Dagdigian: My sense is storing vast amounts of data is not particularly challenging these days. There’s a lot of products on the market, very many vendors to pick from, and the actual act of storing the data is relatively straightforward. However, no one has centrally cracked the how they manage it, how carry out they understand what we’ve got on disk, how carry out they carefully curate and maintain that stuff. Overwhelmingly the predominant storage pattern in my world is if they are not using a parallel files system for hasten it’s overwhelmingly scale-out network attached storage (NAS). But they are definitely in the era where some of the incumbent NAS vendors are starting to breathe seen as dinosaurs or being placed on a 3-year or 4-year upgrade cycle.

The other thing is there’s noiseless a lot of interest in hybrid storage, storage that spans the cloud and can breathe replicated into the cloud. The technology is there but in many cases the pipes are not. So it is noiseless relatively difficult to either synchronize or replicate and maintain a consistent storage namespace unless you are a really solid organization with really quickly pipes to the outside world. They noiseless survey the problems of lots of islands of storage. The only other thing I will inform is I am known for motto the future of scientific data at relaxation belongs in an protest store, but that it’s going to acquire a long time to win there because they occupy so many dependencies on things that expect to survey files and folders. I occupy customers that are buying petabytes of network attached storage but at the selfsame time they are moreover buying petabytes of protest storage. In some cases they are using the protest storage natively; in other cases the protest storage is their data continuity or backup target.

In terms of file system preference, the commercial world is not only conservative but moreover incredibly concerned with admin cross and value so almost universally it is going to breathe a mainstream altenative dote GPFSsupported by DDN or IBM. There are lots of really absorbing alternatives dote BeeGFS but the issue really is the enterprise is nervous about fancy original technologies, not because of the fancy original technologies but because they occupy to bring original people in to carry out the supervision and feeding.

Aaron Gardner: Some of the challenges with how they survey storage deployed across life science organizations is how proximate to the bottom occupy they been driven. With traditional supercomputing, you’re trying to win the fastest storage you can, and the most of it, for the least amount of money. The uphold needed is not the primary driver. In HPC as a whole, Lustre and GPFS/Spectrum Scale are noiseless the predominate players in terms of parallel file system. The absorbing stuff over the eventual year or so has been Lustre trading hands (from Intel to DDN). With DDN leading the charge, the ecosystem is noiseless being kept open and I believe carefully crafted so other vendors can provide solutions independently from DDN. They carry out survey IBM stepping up Spectrum Scale performance and Spectrum Scale 5offering a lot of suitable features proven out and demonstrated on the summit and Sierra type systems, making Spectrum Scale every bit as material as it ever was.

As far as performant parallel file systems there are absorbing alternatives. There is more presence and momentum behind BeeGFS than they occupy seen in prior years. They survey some adoption and clients interested in trying and adopting it but the number deployments in production and at a great scale is noiseless pretty limited.

These days protest storage is seen more dote a tap that you turn on and you are getting your protest storage through AWS or Azure or GCP. If you are buying it for on-premise, there’s limited differentiation seen between protest vendors. That’s the perception at least. They are seeing interest in what they muster next generation storage systems and file systems – things like WekaIO that provide NVMe over fabrics (NVMeOF) on the front finish and export their own NVMeOF aboriginal file system as opposed to block storage. This removes the need to exercise something dote Spectrum Scale or Lustre to provide the file system and can drain artic data to protest storage either on premise or in the cloud. They carry out survey that as a viable model moving forward.

I would add inform that speaking to NVME over fabrics in general; that it seems to breathe growing and becoming established as most of the original storage vendors coming on the scene are currently architecting that way. That’s suitable in their book. They certainly survey performance advantages but it really matters how it’s done—it is notable that the software stack driving the NVME media has been purpose built for NVME over fabrics or at least significantly redesigned. Something ground up dote WekaIO or VAST will execute very well. On the other hand you could pick NVME over fabrics as the hardware topology for a storage system, but if you then layer on a legacy file system that hasn’t been updated for it you might not survey much benefit.

Couple of other quick notes. It seems dote storage benchmarking in HPC has been receiving more attention both in terms of measuring throughput and metadata operations, with the latter being valued and seen as one of the primary bottlenecks that govern the absolute utility of a cluster. For projects dote the IO500 we’ve seen an uptick in participation, both from national labs as well as vendors and other organizations. The eventual thing worth mentioning is data management. Scraping data for ML training data sets, for example, is one of the things driving us to understand the data they store better than they occupy in the past. One of the simple ways to carry out that is to tag your data and they are seeing more files systems coming on the scene with a focus on tagging as a core in-built feature. So while they approach at the problem from different angles you could examine at what companies like Atavium is doing for primary storage or Igneous for secondary storage, providing the faculty to tag data on ingest and the faculty to waddle data (policy-driven) according to tags. This is something that they occupy talked about for a long time and occupy helped a lot of clients tackle.”

Link to fraction Two (HPC in Life Sciences fraction 2: Penetrating AI’s Hype and the Cloud’s Haze)

Microsoft Vs. IBM: One lucid Winner | killexams.com real questions and Pass4sure dumps

(Source: imgflip)

Dividend growth investing is one of the most powerful ways of compounding both income and wealth over time. But the universe of income investing is vast and not limited to stodgy deliberate growing companies and industry.

Cloud computing is one of the hottest growth industries perquisite now and expected to remain so for the foreseeable future.

Analyst solid Gartner forecasts that from 2017 to 2021 the global cloud computing market will grow nearly 18% CAGR, or more than four times as quickly as the global economy.

Synergy Research estimates the cloud computing market is already $250 billion in size, and growing even faster, 32% in 2018, with parts of the industry posting 50% sales growth.

So it's no astonish that tech giants are racing to lock in market share in this large, towering margin and rapidly growing business. But unless you're Warren Buffett, you occupy limited funds to invest, and most people want to preserve their portfolio to a manageable number of companies. This means income growth investors need to breathe selective with what cloud computing stocks they buy.

(Source: ZDNet)

So let's acquire a examine at two Popular dividend cloud companies, Microsoft (MSFT) and IBM (IBM), who are some of the biggest players in cloud computing. Specifically, survey how they compare in the six most notable categories dividend investors supervision about.

Most importantly, learn why Microsoft has IBM beat, hands down, as the far better cloud computing dividend growth stock, even considering valuation. In fact, I expect Microsoft to deliver about double IBM's total returns over the coming five years.

Dividend Profile: Winner Microsoft

Since dividend growth investing is every bit of about income, let's start by looking at how each company's dividend profile stacks up, starting with long-term growth records.

(Source: Simply Safe Dividends)

Since IBM has been paying dividends for much longer, initially you might believe it has the edge. After all, it's very proximate to becoming a dividend aristocrat, while Microsoft won't achieve that status for another 16 years.

And in terms of dividend growth rates, IBM at first seems to measure up well to Microsoft, at least over the past 20 years. But note that IBM's dividend growth has been slowing down over time, while Microsoft's has remained stable (9.5% hike for 2019).

  • 2018 IBM dividend hike: 4.7%
  • 2017 dividend hike: 7.1%
  • 2016 dividend hike: 7.7%
  • That quickly payout growth from MSFT is courtesy of a vastly superior traffic model and growth trajectory (more on this later). But dividend growth rates and track records are just two parts of the dividend profile, safety is by far the most important.

    Company Yield TTM FCF Payout Ratio

    Simple Safe Dividends Safety Score (Out Of 100)

    Microsoft 1.6% 42% 98 (Very Safe) IBM 4.5% 49% 65 (Safe)

    (Source: Simply Safe Dividends)

    While IBM may proffer three times the yield, Microsoft has one of the safest dividends on Wall Street. That's not just due to a slightly lower payout ratio, but a far superior equilibrium sheet.

    Company Net Debt/EBITDA Interest Coverage Ratio S&P Credit Rating

    Average Interest Cost

    Microsoft -1.0 12.8 AAA 3.6% IBM 1.6 18.3 A 1.7% Safe Limit 3 Or Less 8 Or More BBB- Or Better NA

    (Sources: Morningstar, Simply Safe Dividends, F.A.S.T Graphs, Gurufocus)

    Microsoft actually has $53.7 billion more cash than debt and only has higher borrowing costs because it mostly sticks to selling US bonds, while IBM is more active in overseas bonds where rates are much lower. But note that Microsoft is just one of two companies with a AAA credit rating (JNJ is the other) which is higher than the US Treasury's.

    And they can't forget that IBM is going to acquire on a lot of debt to fund its $34 billion acquisition of Red Hat (RHT). This purchase (the largest software company acquisition in US history) is fraction of IBM's latest efforts to turn around its struggling business. Here's what Virginia Rometty (CEO since 2012) said regarding the strategic rationale for the purchase.

    “The acquisition of Red Hat is a game-changer. It changes everything about the cloud market...IBM will become the world’s #1 hybrid cloud provider." - Virginia Rometty (emphasis added)

    But while it's convincing that Red Hat is a potentially smart and bold waddle for IBM, according to the Harvard traffic Review about 80% of M&A fails to deliver long-term shareholder value. That's especially convincing if a company overpays and IBM is paying a 63% premium for RHT. 10 and 30 times sales and free cash stream is a rich expense to pay that means IBM has limited margin of mistake when it comes to executing on its integration and growth plans for its future hybrid cloud traffic (and its track record on overall execution is poor).

    But the great amount of debt IBM is taking on is a certainty, and S&P has already downgraded its credit rating from A+ to A over the far more bloated equilibrium sheet.

    Moody's has achieve IBM's credit rating on watch for a downgrade citing:

    "a substantial multiply in leverage... and a departure from IBM's historical acquisition philosophy of making small, tuck-in acquisitions that confine integration risk." - Moody's (emphasis added)

    IBM will effectively breathe doubling its leverage ratio (debt/EBITDA) putting it above the 3.0 that's considered safe for most companies. As a result, IBM has said it will suspend buybacks for 2020 and 2021 to focus on deleveraging, but that will almost certainly denote even slower dividend growth in the years ahead.

    And they can't forget that doubling leverage this late in the economic cycle moreover carries its own risks. Bond yields, even for investment-grade debt, can breathe highly volatile, spiking during times of monetary market terror (as occurs in corrections and endure markets).

    Chart Data by YCharts

    With a recession possibly coming in 2020 or 2021, IBM might find itself facing tighter credit markets and higher refinancing costs that means it needs to execute flawlessly on its arrangement to return to about a 1.7 leverage ratio by the finish of 2021.

    Growth Profile: Winner Microsoft

    Even more impressive than Microsoft's already great cloud revenue is the fact that it continues to grow that traffic at a breakneck pace and gain market share.

    That's at the expense of IBM, who has steadily been losing market share to larger, better funded, and nimbler giants dote Amazon (AMZN), Alphabet (GOOG) and Alibaba (BABA). This explains Microsoft's far more impressive growth profile, both in terms of its top and bottom line.

    Microsoft Growth Profile

    (Source: Simply Safe Dividends)

    Since Satya Nadella took over as CEO of Microsoft from Steve Ballmer in 2014, the company's cloud and mobile first strategies occupy seen it return to solid revenue growth.

    That includes impressive growth in its most recent quarter of

  • 12% revenue growth
  • 18% operating income growth
  • 15% EPS growth
  • Cloud revenue grew 20%, fueled by 76% growth in Azure (92% full-year growth), Microsoft's cloud platform. Even more impressive is that commercial cloud (48% YOY growth) Gross margins increased 5% to 62% over the past year, showing that Microsoft's overall cloud ecosystem is benefitting from ever larger economies of scale and rising network effects.

    Basically, cloud computing isn't just about data storage for companies. The ultimate winners in the industry will breathe companies that can combine data storage with advanced AI-based software and data analytics offerings that aid customers maximize efficiency and profits.

    Microsoft's one-stop shop in terms of productivity software, which is deeply integrated into Azure (as is LinkedIn now), is the main judgement Microsoft is able to achieve some of the industry's fastest growth rates while continuing to cherish strong pricing power (wide moat).

    IBM Growth Profile

    (Source: Simply Safe Dividends)

    In contrast, IBM has struggled with declining or flat sales since 2012, when it began its latest major corporate turnaround effort. That involves selling declining legacy hardware businesses and focusing on strategic imperatives or SI, which includes analytics, cloud computing, security, and mobile. Basically, SI is the future tech divisions IBM hopes to fuel its eventual return to towering single-digit earnings and free cash stream growth.

    (Source: IBM investor presentation)

    However, while the street may occupy liked IBM's most recent results (the profit of very low expectations) the company noiseless reported a 3% decline in revenue (-1% in constant currency).

    (Source: Motley Fool)

    And not one of its traffic segment posted impressive growth, including cognitive solutions, which is home to IBM's much-hyped Watson AI platform. The huge decline in systems was caused by the launch of the Z-mainframe rolling off its comps and shows that IBM's brief 2018 return to positive top-line growth was not a trend reversal, but a temporary occurrence.

    In fairness to IBM, SI did execute up 53% of revenue in Q4 and 50% in 2018, which is a goal the company has spent years trying to reach. And in absolute terms, SI is growing strongly.

  • Quarterly SI sales growth: 15% YOY
  • TTM SI sales growth: 22% YOY
  • However, it should breathe pointed out that IBM has been suffering from steadily falling growth rates in SI and this is the collection of businesses that are hypothetical to return it to modest top-line growth in the future. Thus far they've been unable to accomplish that and with IBM losing market share in cloud, that slowing growth could continue, causing IBM to deliver bottom-line growth that's far below what management is guiding for over the long-term.

    In fact, according to FactSet Research analysts don't believe current management can deliver anywhere proximate to towering single-digit EPS growth, but just 2.3% CAGR over the next five years (with sub 2% growth through 2020). Morningstar's 6.1% earnings growth forecast is the most bullish I've seen for the company, yet moreover has the company falling far short of its guidance.

    And those growth estimates now embrace Redhat, which is a very quickly growing and cash-rich company (over 30% FCF margins).

    (Source: IBM Red Hat Acquisition presentation)

    IBM says that Redhat will accelerate top-line growth 2% over the long-term, which would breathe a welcome relief for investors who occupy sales tumble or stagnate for seven straight years.

    (Source: IBM Red Hat Acquisition presentation)

    IBM claims that the deal will breathe accretive to cash stream within one year which is notable since free cash stream is what funds dividends and pays down debt. However, due to towering integration expenses, IBM is now guiding for a double-digit subside in FCF for 2019.

  • 2018 FCF: $13.3 billion
  • 2019 FCF guidance: $12 billion (-9.8%)
  • This continues a decade long trend of flat FCF/share, which explains why IBM's dividend growth has slowed over time. And given the need to deleverage ASAP to retain a strong credit rating and suitable monetary flexibility in the future, income investors can likely expect even slower payout growth through at least 2021 if not longer.

    IBM FCF/Share

    (Source: Simply Safe Dividends)

    In contrast, Microsoft's FCF/share growth, while far from the best in the industry, is at least trending higher over time.

    Microsoft FCF/Share

    (Source: Simply Safe Dividends)

    And preserve in judgement that a huge judgement that Microsoft's FCF is up just 26% since Nadella took over is Microsoft's much higher spending on R&D and capex to accelerate its cloud growth.

    Chart Data by YChartsChart Data by YCharts

    What about IBM? Well, it too spends a lot on R&D, but far less than Microsoft, or its great cloud peers.

    Chart Data by YCharts

    And most importantly, IBM's investments over time occupy failed to deliver strong returns on investment, which brings me to the most notable judgement that Microsoft is a far better investment.

    Business Quality: Winner Microsoft

    The property of a business, including management's capital allocation skills, is the most notable driver of long-term total returns. A suitable proxy for traffic and management property is a company's profitability metrics.

    Company Operating Margin FCF Margin Return On Equity

    Return On Invested Capital

    Microsoft 33% 25% 39% 22% IBM 17% 9% 50% 21% Good Company Benchmark 12% 5% 10% 8%

    (Source: Simply Safe Dividends)

    Microsoft's margins are vastly superior to IBM's and the only judgement IBM has higher returns on equity is the much more leveraged equilibrium sheet. And while MSFT and IBM occupy basically equal returns on invested capital today, the long-term trend of that management property proxy is what matters most.

    IBM ROIC Over Time

    (Source: Simply Safe Dividends)

    Since Rometty took over in 2012, IBM's ROIC has fallen by over 50%. In fairness, it has bounced back a bit from its 2017 lows, BUT the very expensive RHT acquisition is likely to ship it plummetting to fresh 10+ year lows.

    In contrast, Nadella's tenure at MSFT has moreover turned around a long slither in ROIC that was due to Ballmer's complacency and horrific acquisition strategy. Nadella is the one who moved Microsoft from a perpetual license model focused on Windows to a subscription-based software as a service model deeply integrated into the cloud. He moreover quit the incredibly competitive and no margin wireless handset traffic that Ballmer failed to compete in. Morningstar's Dan Romanoff considers Nadella an "exemplary" CEO and I conform wholeheartedly.

    Microsoft ROIC Over Time

    (Source: Simply Safe Dividends)

    It should breathe notable that the LinkedIn acquisition is a huge judgement that MSFT's ROIC dipped in 2017 but it's since bounced back nicely, due to the success that deal has proven to be.

    (Source: MSFT earnings presentation)

    Microsoft's 2016 $26.2 billion acquisition of LinkedIn was highly controversial at the time, with many sentiment it harkened back to Steve Ballmer's notorious penchant for lighting shareholder money on fire by vastly overpaying resulting in huge write-downs later.

    But as you can survey above, LinkedIn revenue is growing consistently at 30+% YOY thanks to similar growth rates in participation. Basically, Nadella bought LinkedIn to strengthen the cloud ecosystem by enhancing productivity-boosting features, which is helping to drive strong growth in commercial subscribers to Office 365. In fact, 89% of Microsoft's commercial software traffic is now subscriber based, creating annuity-like recurring monthly revenue.

    The most recent huge acquisition Microsoft made was the 2018 $7.5 billion stock-based purchase of Github. Github is the "Facebook of programmers" with 31 million accounts and 100 million codes stored in its cloud-based servers. Those programs serve over 1.5 million companies and organizations around the world and Microsoft hopes that those programmers will become addicted to the Azure-based platform that Github under MSFT ownership will provide.

    And while IBM is making what's likely a desperate and overpriced and debt-funded acquisition to strengthen its cloud position, Microsoft is making far less risky moves such as partnering with VMWare (VMW), Accenture (ACN), and Mastercard (MA) to proffer ever improved services to its customers. Which is why it keeps landing huge clients dote Exxon (XOM) to host its cloud needs. In fact, Microsoft's cloud business, which at 48% is growing more than twice as quickly as IBM's, is now hosting over 420,000 global companies and organizations. That includes 89% of the Fortune 100.

    What about IBM's huge investments? Well, the unlikeness between IBM and Microsoft's overall investment approach can breathe summed up dote this. IBM mints patents, while Microsoft mints money.

    Watson is a powerful illustration of this, with IBM having spent billions on the AI platform over the years and hyping it to the moon via notorious appearances on Jeopardy, and Superbowl commercials touting it as "one of the most powerful tools their species has created."

    Virginia Rometty has moreover spent years proclaiming that Watson was a game-changing differentiator for IBM that is "touching a billion people... and breathe able to address, diagnose, and handle 80 percent of cancer in the world."

    In fact, Rometty is notorious for overpromising and under delivering. When she took over in 2012 and began IBM's now seven-year turnaround endeavor she guided for $20 per share in Adjusted EPS in 2015. IBM missed that target by 26% ($14.90) and adjusted EPS fell to $13.8 in 2017 and 2018 and now management is guiding for "at least $13.8" in 2019 (but with 10% less FCF).

    Essentially Watson has, dote most of IBM's huge R&D efforts and Rometty's promises, failed to deliver top or bottom line growth over time. For example, IBM's Cognitive Solutions segment, home of Watson, saw very limited growth in the past quarter, despite the hypothetical world-changing power of that AI platform.

    (Source: IBM earnings presentation)

    What's more, margins actually fell, showing that Watson based SI and cloud offerings don't occupy strong pricing power, unlike Microsoft, where cloud margins are soaring year after year.

    This highlights my biggest issue with IBM in general, which is that management likes to exercise the hottest buzzwords, and file lots of patents for promising future tech, yet investors never seem to benefit.

    In 2018 IBM's army of 8,500 researchers, engineers, scientists, and designers in 47 different U.S. states and 48 countries were granted a record 9,100 patents, the 26th consecutive year in which IBM received the most corporate patents in America.

    (Source: IBM)

    Over 5,000 of those patents were in "hot" industries dote AI, cloud, and cybersecurity. The company is moreover getting patents for quantum computing, healthcare, and blockchain. From 1993 to 2018 IBM obtained over 110,000 patents which should execute it a predominant title in every industry in which it operates and set it up for a glorious Star Trek-like future.

    Yet one of the largest collections of patents on earth hasn't stopped IBM investors from losing money during Rometty's tenure, even factoring in dividends.

    Chart Data by YCharts

    While the market can, and often is wrong about a company's value in the short-term, over the long-term total returns are always a function of suitable management delivering solid growth in fundamentals dote sales, cash flow, and dividends.

    When it comes to the property of the business, and its management, Microsoft under Nadella is unquestionably far superior to IBM under Rometty.

    Total return Potential: Winner Microsoft

    Ultimately I'm not just interested in dividend stocks for the income, but because they are a proven source of powerful total returns over time. Total returns are a function of three things: capitulate + long-term earnings/cash stream growth (which dividends track) + valuation change.

    Company Yield 5 Year Expected Earnings Growth (Analyst Consensus) Total return Expected

    Valuation-Adjusted Total return Potential

    Microsoft 1.6% 12.3% 13.9% 15.0% IBM 4.5% 2.3% 6.8% 8.0% S&P 500 1.9% 6.4% 8.3% 3% to 8.2%

    (Sources: Simply Safe Dividends, Multipl.com, Morningstar, analyst estimates, Gordon Dividend Growth Model, Moneychimp)

    IBM certainly offers the superior yield, nearly triple that of Microsoft. And despite overpaying for Redhat and blowing up its equilibrium sheet, the dividend is noiseless relatively safe. However, while Microsoft's current capitulate may breathe paltry, it's expected to grow earnings and cash stream nearly six times as quickly as huge Blue. Morningstar actually expects 15% EPS growth from MSFT compared to 6.1% from IBM and they are usually conservative in their growth assumptions.

    While every bit of long-term growth forecasts must breathe taken with a grain of salt (educated guesstimates) in this case Microsoft's strong execution on cloud makes me believe that 12% to 15% long-term earnings growth is a reasonable expectation. In contrast even that 2.3% consensus on IBM might breathe difficult to achieve given the company's ongoing struggles with its legacy hardware businesses and slowing SI sales growth.

    That's not to inform that I reckon IBM a "sell" necessarily. After all, that attractive dividend should allow IBM to deliver proximate to the market's forward total returns in the coming years, as long as management can deliver on those VERY conservative growth estimates.

    But compared to Microsoft's return potential, which is about three times that of the market and about double that of IBM, the better long-term investment from a total return perspective is obvious.

    Risk Profile: Winner Microsoft

    All companies mug risks to their growth plans, and IBM and Microsoft are no different. The biggest risks investors need to breathe conscious of is the cutthroat and quickly pace of change in an industry that is at the heart of disrupting so many sectors of the global economy.

    Cloud is an enormous, quickly growing and towering margin industry with tech giants dote Amazon, Alphabet, and Alibaba investing billions each year to help their offerings and trying to hook market share. And there are dozens of smaller players, who are trying to out-innovate and or compete on price, which potentially could disrupt Microsoft's predominant industry position.

    Now it's convincing that network effects are strong in cloud, which is why the industry's top names (other than IBM) occupy been steadily gaining market share. However, rising margins in cloud are largely due to tremendous economies of scale and not rising prices. For example, Amazon has slash its AWS prices 67 times over the past 12 years (yet AWS margins preserve rising).

    Microsoft's strong R&D efforts might breathe able to preserve margins rising for several more years but eventually, they will likely peak and deliberate earnings and cash stream growth from the cloud (at least from margin expansion).

    Still, that's far superior to IBM's position which is frail and getting weaker, as seen by its declining margins in every bit of segments, including SI and cloud.

    The other huge risk to reckon is that in order to compete with several giant and well-funded rivals Microsoft is going to occasionally execute huge acquisitions, as seen under Nadella with LinkedIn and Github.

    While LinkedIn appears to occupy been a success, it's noiseless too early to inform whether $7.5 billion for Gitbub will prove a wise move. The strategic rationale for that deal is very ephemeral, while IBM's buying Redhat is much easier to understand (if not likely to actually restore it to strong growth).

    This is why it's notable for investors in tech dividend stocks to watch ROIC trends over time to execute positive that management is allocating capital wisely, and not merely empire building.

    Finally, they can't forget that towering R&D spending is the lifeblood of tech (you can't grow your way to powerful success only on acquisitions). Microsoft's rapidly rising R&D budget and cloud-based capex occupy thus far paid off, but with complex and great corporations, there is no conviction that such investments will always approach out profitably.

    This is why FCF/share is another captious property metric to watch over time. While tech companies can breathe applauded for pouring billions into expanding their businesses, ultimately FCF/share is what funds dividends and if that doesn't grow over the long-term then I can't recommend even a quickly growing and industry-leading company.

    But again, these risks are shared by every bit of dividend-paying cloud companies, and at the finish of the day, Microsoft is far better positioned to navigate these fast-changing waters than floundering and soon to breathe hyper-leveraged IBM.

    Valuation: Tie

    Chart Data by YCharts

    A huge judgement so many income investors dote IBM is due to its low valuation, which isn't surprising given how poorly shares occupy done over the past year (or five). And with Microsoft having crushed the market over the past 12 months many understandably reckon MSFT richly priced.

    Company Forward PE 5 Year objective PE Growth Rate Baked In

    Expected Growth Rate

    Microsoft 24.3 19.9 9.1% 12.3% IBM 10.0 10.5 1.3% 2.3% Average Tech Company 17.6 NA 5.4% NA

    (Sources: Simply Safe Dividends, F.A.S.T Graphs, Benjamin Graham)

    From a forward PE perspective that makes sense given that Microsoft is trading at a premium to both its historical forward PE and that of most tech companies. IBM is trading at a slight discount to its historical forward PE which bakes in even slower growth than analysts expect. But note that Microsoft's PE isn't actually that towering for a company that's expected to grow at low to mid-double-digits.

    And when I examine at both companies via my favorite valuation appliance for income stocks, dividend capitulate theory, then IBM too seems dote the obvious valuation winner.

    (Source: Investment property Trends)

    DYT is what asset manager/newsletter publisher Investment property Trends has been exclusively using since 1966 to deliver decades of market-beating returns from blue-chip income stocks. This valuation mode compares a company's capitulate to its historical capitulate because, assuming fundamental conditions (like growth rates) are similar, yields are denote reverting over time and historical yields approximate impartial value.

    Company Yield 5 Year objective Yield

    Potential Discount To impartial Value

    Microsoft 1.6% 2.5% -27% IBM 4.5% 3.6% 19%

    (Sources: Simply Safe Dividends, Dividend capitulate Theory)

    DYT (which is what I officially exercise to buy companies for my portfolios) says Microsoft is about 27% overvalued while IBM is 19% undervalued. However, I don't actually reckon huge Blue's margin of safety that towering because its impecunious property management team continues to underdeliver on ever weakening growth guidance.

    In other words, if IBM can't return to consistent earnings and cash stream growth then I don't expect its capitulate to actually return to that 3.6% objective yield, but rather the objective capitulate to climb over time to match the current capitulate (IBM could breathe a value trap).

    But how can I claim that MSFT is tied with IBM in terms of valuation when two Popular valuation methods expose IBM as the evident winner? That would breathe using the final valuation approach I consider, Morningstar's three-stage discounted cash stream model.

    Company Morningstar impartial Value Estimate Discount To impartial Value Upside To impartial Value Long-Term Valuation Boost

    Valuation-Adjusted Total return Potential

    Microsoft $125 10% 11% 1.1% 15.0% IBM $158 12% 13% 1.2% 8.0%

    (Source: Morningstar)

    While no DCF model can breathe taken as gospel (all embrace numerous growth assumptions and discount rates that are actually different for every bit of investors) I reckon Morningstar's impartial value estimates to breathe the gold measure as far as Wall Street analysts go.

    Morningstar is slightly more bullish on both companies compared to the analyst consensus but considers both cloud companies to breathe roughly equally undervalued. While I'm not necessarily as bullish on IBM as Morningstar is, in this case, I'm willing to give IBM the profit of the doubt despite its long-term growth prospects being far less inescapable than Microsoft's.

    But the point is that given Microsoft's vast superiority in every bit of other notable categories, I reckon it a decent buy at today's prices for most income investors. Personally, I reckon IBM a "hold" until I survey them actually post uniform bottom line growth and prove that Redhat isn't a costly mistake.

    If you occupy more assurance in Rometty than I do, then IBM is a decent buy BUT just execute positive to size your position appropriately in case management continues its well-established track record of overpromising and under delivering.

    Bottom Line: Microsoft Is A Far Better Cloud Computing Dividend Growth Investment perquisite Now

    Don't win me wrong, I understand why high-yield income investors might pick IBM over Microsoft. After all, the relatively safe 4.5% capitulate is triple what Microsoft offers, and if you're retired and need dividend to pay the bills, stronger long-term growth is less of a concern.

    But from a fundamental and valuation perspective, I occupy to noiseless recommend Microsoft over IBM for most long-term investors. That's because on every notable metric that matters, including management quality, profitability, growth outlook, and even valuation, Microsoft matches or beats IBM by a wide margin.

    IBM's bullish thesis is entirely based on a low valuation and long-promised turnaround that management keeps failing to deliver, and that analysts (and I) occupy basically lost assurance in. On the other hand, Microsoft's vast cloud empire continues to grow dote a weed under the expert guidance of Satya Nadella.

    When it comes to choosing lower property abysmal value over high-quality growth, I'm with Buffett on this one "it's far better to buy a wonderful company at a impartial expense than a impartial company at a wonderful price."

    Well, today I've shown that Microsoft is not just a wonderful company, but arguably rather undervalued. Meanwhile, IBM, a impartial company at best, may not breathe as undervalued as the PE ratio and high-yield might initially indicate.

    The bottom line is that when it comes to cloud computing dividend growth stocks, Microsoft is a far better buy than IBM.

    Disclosure: I/we occupy no positions in any stocks mentioned, and no plans to initiate any positions within the next 72 hours. I wrote this article myself, and it expresses my own opinions. I am not receiving compensation for it (other than from Seeking Alpha). I occupy no traffic relationship with any company whose stock is mentioned in this article.

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