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1Z0-475 - Oracle IT Architecture SOA 2013 Essentials - Dump Information

Vendor Name : Oracle
Exam Code : 1Z0-475
Exam Name : Oracle IT Architecture SOA 2013 Essentials
Questions and Answers : 79 Q & A
Updated On : November 16, 2018
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Oracle 1Z0-475 Exam (Oracle IT Architecture SOA 2013 Essentials) Detailed Information

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1Z0-475 exam Dumps Source : Oracle IT Architecture SOA 2013 Essentials

Test Code : 1Z0-475
Test Name : Oracle IT Architecture SOA 2013 Essentials
Vendor Name : Oracle
Q&A : 79 Real Questions

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Oracle Oracle IT Architecture SOA

Gen 2 cloud: Oracle steals the thunder | killexams.com Real Questions and Pass4sure dumps

There’s an awful lot going on in the cloud these days. IBM has swallowed purple Hat in a whopping $34-billion deal, enabling large Blue to develop into, what business analysts say, “the realm’s number one hybrid cloud provider providing companies the only open cloud solution to be able to free up the full value of the cloud for his or her groups.” Oracle, the $37.9-billion crimson timber city, California-based tech behemoth, too, is revving up its place to grab a bigger share of the particularly competitive yet profitable cloud computing business, wherein customers hire entry to computing infrastructure or company purposes in a pay-as-you-go model.

in response to trade estimates, world cloud IT market earnings is predicted to increase from $one hundred eighty billion in 2015 to $390 billion in 2020, achieving a CAGR of 17%.

Oracle, which is said to be the fastest growing to be cloud business at scale, with internet profits at $3.eight billion in FY2018, has developed a 2d-era cloud infrastructure that represents a fundamental re-architecture of the conventional public cloud, as a result of “the latest state of the art of cloud defenses is just not respectable ample, not even close,” Oracle executive chairman and CTO Larry Ellison spoke of all through his keynote at Oracle OpenWorld in San Francisco. Ellison talked about the applied sciences being integrated into Oracle’s subsequent-technology cloud for you to make information an even more beneficial asset.

The correct mix

“The design aim of Oracle’s Gen 2 Cloud is one comfortable platform to run everything. It’s effortless to assert, very hard to do, to build a relaxed cloud. It required a primary re-structure of our cloud,” the Oracle founder stated. “we've used a lot of the newest artificial intelligence and computer researching to find threats. Our goal has at all times been as we circulation from one generation of computing to the subsequent, to give protection to your investment in statistics and purposes and make it handy to raise and movement that into the next technology. We did that with Gen 2 Cloud,” he added.

Analysts reckon the foundation for Oracle’s Gen 2 Cloud, Oracle Cloud Infrastructure is designed to run any business workload securely. Oracle’s infrastructure -as-a-service (IaaS) presents native assist for Oracle independent Database and grants new degrees of safety from core to area to offer protection to crucial data.

Ellison spoke concerning the existing state of the cyber defense, which he referred to, “isn't good adequate.” To address that, he introduced new Oracle Cloud Infrastructure safety features which are enormously computerized, detective and predictive to support remediate threats. He illustrated how Oracle autonomous Database uniquely scans for protection threats and applies security updates while operating to aid avoid cyberattacks and statistics theft.

Ellison also discussed Oracle independent Database, the area’s most popular and technologically advanced database. handiest Oracle Gen 2 Cloud is built to run Oracle independent Database, the business’s first and most effective self-using database. “With Oracle self sustaining Database, there is nothing to be taught and nothing to do, which makes it basically easy to use. developers are more productive, they carry up new applications, they do a more robust job of analysing facts. Your equipment is more authentic. It never goes down,” he talked about.

In his handle, Oracle CEO Mark Hurd referred to that migration to cloud is occurring some distance sooner than anticipated. through 2025, he predicted that a hundred% of cloud applications will include synthetic intelligence (AI); eighty five% of all consumer interactions may be automated; 60% of all IT jobs haven't been invented yet, but can be in that timeframe. On that ultimate point, Hurd observed automation will now not change jobs however create them. New careers fueled by means of AI will encompass supervisors for robots, wise metropolis technology designers, AI-assisted healthcare technicians, etc.

India in highlight

closer domestic, Oracle’s aggressive cloud center of attention has resulted in steady adoption of cloud functions throughout industries love it/ITeS, telecom, banking and automobile trade. Oracle India’s VP of key accounts, Mitesh Agarwal, stated, “The business’s finished, built-in approach makes it convenient for agencies to get began in the cloud and even less difficult to extend as enterprise grows.”

For ICICI bank, it has been about leveraging AI to enhance employee event with Oracle’s HR applied sciences. It has been capable of automate critical HR procedures like requests for transfers and even predicting attrition, and so on. in a similar fashion, SBI Card is relying on contemporary technologies reminiscent of AI, Blockchain and Chatbots, and so forth., from Oracle to raise client as well as employee experience.

the use of Oracle’s intelligent Bots carrier, Bajaj Electricals turned into in a position to boost a pilot chatbot in exactly two weeks. Bajaj ‘Paddy’, the bot that pops up on the Bajaj Electricals web site, comprises a communicate engine to formulate questions that customers are more likely to ask and ML capabilities to support the bot refine its responses. at the moment, with Oracle sales Cloud, it is able to connect with the field revenue team around the clock. “With this two-means intelligence sharing system close real time, the revenue teams are capable of design new promotions and campaigns,” pointed out Rajnish Sinha, CDO & CIO, Bajaj Electricals.

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Oracle offers company users a much bigger say in SOA | killexams.com Real Questions and Pass4sure dumps

The latest version of Oracle's company manner evaluation (BPA) Suite is aimed squarely at getting enterprise clients more involved in company process modeling and service-oriented architecture (SOA) initiatives.

released the day prior to this, the new version of Oracle's BPA Suite lets IT developers and business analysts collaborate more simply, while presenting guide for company method administration necessities, including the business technique Execution Language (BPEL), in keeping with Oracle. here is the Oracle BPA Suite's first important revamp considering the fact that the offering made its debut remaining December.

The BPA Suite became designed to complement Oracle's BPEL process manager -- a part of the

Oracle's chief rivals in the BPM market include Tibco, IBM and application AG's webMethods division. Oracle has become a pacesetter out there, thanks mostly to a deal it struck with IDS Scheer in August 2006, in line with Ken Vollmer, a important analyst with Forrester. below the deal, Oracle turned into authorised to add Aris, IDS Scheer's enterprise system modeling platform, to its Oracle Fusion Middleware Suite.

The Aris part of Oracle's BPA Suite is what makes possible more advantageous collaboration between company and IT, the analyst defined, because it gives the ability to automatically translate company analysts' notations into BPEL.

"[The BPA Suite] allows enterprise users to work in a device that offers them a manner modeling skill, and that they can then flow that off to the developer," Vollmer observed. "The company analyst sees different things on the [computer] than what the developer sees, but it's all coordinated behind the scenes, so nothing is misplaced."

Oracle refers to this means as closed-loop building.

"If anything else is modified in our BPEL fashion designer via the developer, it gets reflected in the mannequin," stated Rick Schultz, Oracle's vice president of Fusion Middleware. "if you are publishing a technique, or you're simulating a method, or you're doing process evaluation, as a company analyst, you'll see the changes made via the IT building body of workers and vice versa."

keeping up with the Joneses

beginning with the IDS Scheer deal, Oracle has executed a pretty good job of maintaining with public demand for BPM applied sciences, in accordance with Vollmer.

consistent with that trend, he mentioned, clients can are expecting Oracle to strengthen new capabilities and partnerships round < p>


Oracle Chief company Architect On Cyber-hazards: ‘if you're An IT expert, You’re On That Battlefield, You’re A Combatant’ | killexams.com Real Questions and Pass4sure dumps

In a dialog with three of the area's leading countrywide safety specialists, Oracle Chief company Architect Edward Screven elaborated on nowadays’s remarkable cyber-dangers and explained why Oracle believes it had developed a cloud to thwart them.

whereas the three intelligence chiefs sitting beside him—former place of origin safety Director Jeh Johnson, former NSA and CIA Director Michael Hayden, and former Chief of British Secret Intelligence Edward Scarlett—Screven, as the most effective know-how skilled on the stage, put meat on the bone of their insight.

"our on-line world is a battlefield," Screven mentioned all over the Oracle OpenWorld dialogue. "and there is basically no such factor as a civilian."

[Related: Former National Security Chiefs Talk Cloud Security, AI, And The Importance Of Protecting Privacy ]

That impacts essentially each person within the audience, he stated.

"if you are an IT professional, you're on that battlefield, you’re a combatant," Screven told attendees. "You deserve to make the appropriate protection option every day as a result of in case you don’t you are inserting your business at risk, your executive in danger, yourself at risk."

despite those eye-opening and ever-extra-sophisticated hazards, Screven said he is positive that the tide is turning in prefer of the good guys.

"we've got gone through a length of time when attackers had the abilities. Our defenses have been divided. Our responses were sluggish. We have been not applying the finest sort of technology we might to solve the issue," he mentioned.

that's now not the case, Screven talked about, principally with Oracle OCI. The software large built its Gen2 cloud based on what it noticed as a vulnerability with the existing model used through all different suppliers.

Screven referred to Oracle all started building its cloud in a conventional approach, an awful lot like Amazon and the first wave of public cloud providers did.

but Oracle discovered a crucial lesson from its first-technology cloud—it essential to separate the computers working its personal services and those working client purposes.

With the technology Oracle has developed with its OCI cloud and Gen2 information centers, "we will also be a good deal greater constructive in defending in opposition t that probability," he stated.

Oracle's OCI has "two kinds of computer systems"—person computers and the handle computer systems that sit down between them and the community.

"there's no code at all offered by using a customer that can touch the manage airplane of our cloud," he spoke of.

Oracle's control servers can not even "touch the reminiscence of that laptop working client code," he mentioned. "If some point of our community become compromised, it can not get into your desktop," he said.

a different security measure Oracle noted is essential is that each one facts contained in its independent database is encrypted, all the time.

"One difference between Oracle Cloud and the manner many clients run their operations—we don’t have the option to turn our safety elements off," Screven stated. "You don’t have a choice. Your records is encrypted."

an extra talents of Oracle's structure is it allows immediate patching with out a

downtime. all of the cloud issuer's servers and services are developed on Oracle Linux and combine a know-how that patches on the fly.

that every one adds up to a cloud that Oracle believes is "impenetrable," he advised the intelligence chiefs.


1Z0-475 Oracle IT Architecture SOA 2013 Essentials

Study Guide Prepared by Killexams.com Oracle Dumps Experts


Killexams.com 1Z0-475 Dumps and Real Questions

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1Z0-475 exam Dumps Source : Oracle IT Architecture SOA 2013 Essentials

Test Code : 1Z0-475
Test Name : Oracle IT Architecture SOA 2013 Essentials
Vendor Name : Oracle
Q&A : 79 Real Questions

I want real exam questions modern 1Z0-475 examination.
I missed a couple of inquiries only on the grounds that I went clear and didnt recollect the answer given in the unit, however since I got the rest right, I passed and solved 43/50 questions. So my recommendation is to learn all that I get from killexams.com Q&A - this is everything I need to pass. I passed this exam because of killexams. This pack is 100% faithful, a huge portion of the inquiries were the identical as what I got on the 1Z0-475 exam.


actual 1Z0-475 examination inquiries to bypass examination at first try.
i might doubtlessly suggest it to my partners and accomplices. I were given 360 of imprints. i used to be enchanted with the outcomes I got with the help look at manual 1Z0-475 exam path material. I usually thought actual and extensive research have been the response to all or any exams, until I took the assistance of killexams.com brain dump to pass my examination 1Z0-475. extremely satisfy.


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Procurement Technology in the Public Sector: The First Five Trends to Watch for in 2014 | killexams.com real questions and Pass4sure dumps

This post originally appeared on Public Spend Forum. 

On Spend Matters, we track a broad range of procurement technology trends including a range of enablers (e.g., blazing fast in-memory databases, service oriented architecture (SOA) models and software-as-a-service (SaaS) deliver models) to the actual functional tools themselves. These include e-sourcing suites to enable organizations to execute on strategic sourcing initiatives, spend analysis tools to identify savings and aggregation opportunities (and measure results), and contract management solutions to insure that contracts are inked and then managed based on the right terms and conditions (which are then tracked in as automated a manner as possible through systems integration to ERP, eProcurement and other transactional tools that serve as systems of record).

Based on looking at these (and related) technology components and innovations in the actual solution capabilities themselves, we see a number of trends converging in 2014, which we think will make it the most important year for the adoption of procurement and accounts payable technologies in the public sector on a national basis (including federal, state, local and higher education) that we’ve seen in history. But what areas are the most interesting (and important) that public sector procurement professionals should pay closest attention to? We’ll preview five trends below and introduce five more in the coming weeks:

  • eProcurement and e-invoicing (P2P) technology competition, pricing and business models heat up. Between Ariba, SciQuest, Perfect, Oracle and many others competing for public sector contracts (as well as new entrants), and the fact that these technologies are now mature and can deliver on their promises of reducing unauthorized buying, directing spend to preferred suppliers, and reinforcing the last requisitioning mile of strategic sourcing programs, eProcurement will be bigger in 2014 than it’s ever been in North America.
  • To read about the other four trends, click here. 


    Best of Breed Applications Finally Have Their Day | killexams.com real questions and Pass4sure dumps

    One of the oldest debates in corporate IT is whether to adopt a single vendor application suite or deploy best-of-breed packages. CIOs and business users have argued over the years about which approach delivers the ideal balance of user features, time to value, cost management and business benefits. It seems like there's never been a black-and-white answer -- until now.

    Never before has the case for best of breed applications been more compelling. Cloud computing has made it financially and operationally viable for a company to pick the world’s best application for every need, every user, and every business case.  Companies no longer have to sacrifice functionality for the sake of integration. You can have your cake and eat it too.

    After more than a decade of software industry consolidation and the dominance of “all in one” software suites, it is becoming increasingly difficult to justify a suite purchase. Business users were previously forced to accept inferior products in the interest of “seamless integration and simplicity”…that never materialized. Instead, all too often the attempts to install monolithic software suites from the likes of SAP and Oracle ended in projects that ran well over budget, took months or years longer than planned and left business users with legacy options, if the projects ever went live at all!

    The cloud, with its open, flexible SOA-based application architecture means that integration is far easier and cheaper to manage today. This dramatically weakens the primary – and in some cases only – reason that customers were buying applications from the suite vendors. Cloud software is built with integration and information exchange in mind. As cloud computing has matured, so has the "API economy." SaaS vendors can now extend their application’s usefulness through releasing APIs to developers, who in turn then offer rich, complementary functionality back to joint customers.

    Progressive cloud vendors specializing in financial services, telephony and communication services and talent management, among others, are handling the integration work through pre-built connections to other leading applications and developing ecosystems of application partners.

    It wasn’t long ago when IT departments were stuck with the reality of implementing modules from one vendor that worked together pretty well, yet didn't satisfy the needs of every department. Choosing an ERP system with strong financials meant the likelihood of weakness in other areas such as HR and CRM. Manufacturing companies often choose SAP, yet their finance department probably pined for Oracle.

    However, if the company embarked on a best-of-breed path to satisfy diverse needs across business units, there were also significant added costs and headaches with highly orchestrated customizations and integration projects that could cost millions of dollars and years to realize. These integrations would then often have to be redone around new releases of the respective applications, which meant IT departments were often forced to delay and/or skip new versions to keep the related systems functional.

    In the cloud, the Internet becomes the middleware. A company can pick and choose applications from many different vendors, integrate them through APIs or third-party cloud integration services and have the suite they always wanted in weeks, not years.

    As one example, The Great Books Foundation, a nonprofit educational organization, integrated Intacct financials with SugarCRM, Magento e-commerce, and warehouse and shipping systems. An ROI analysis by Nucleus Research reports that the company is achieving an annual benefit of $133,000 from cost savings and productivity improvements. Most importantly, the systems work together, the business imperatives of the organization are satisfied and the costs weren’t prohibitive for the company along the way.

    With subscription-based pricing, costs of a cloud-based business product combination are also lower and more aligned with actual demand. Costly consultants, hardware purchases, and expensive service agreements are no longer needed. Individual departments are happy and IT is not spending excessive time and money maintaining connections and managing updates.

    A business can then become nimble and responsive again, with their IT systems as a competitive advantage. When new functionality is needed, IT departments can sign a contract with another vendor and get the new software up and running in hours or days. It's now the vendor’s job to show how they can integrate their product with a company's other systems; integration is no longer the shackles that threaten a CIO’s livelihood.

    As the cloud wave continues to roll through the entire software landscape, more and more large public SaaS companies will emerge, such as Salesforce.comConcur Technologies, Inc., and Cornerstone OnDemand Best of breed SaaS companies are thriving, and are now forcing the legacy vendors like Oracle, SAP and Microsoft to fend off attacks from all sides.

    Of course, best of breed in the cloud isn't perfect itself. Many large companies have legacy systems that they must maintain for a variety of reasons and integrating those inflexible systems with cloud systems requires some work and expense. Thankfully, connecting an open cloud system with an on-premise legacy system is still easier than the cumbersome process of linking legacy to legacy apps, but it is something to plan for none-the-less.

    The cloud market itself is also evolving, and we will likely see increased M&A activity as the legacy software suite vendors attempt to buy their way into cloud computing by acquiring some of the best of breed leaders. We are also seeing the leading SaaS providers themselves looking to build and buy their way into adjacent product areas to expand their offerings, as we’ve seen with Salesforce.com’s entry into marketing and support. Workday enjoyed an extremely successful IPO last year and is already moving beyond their initial segment of core HR into offering financial applications for the very large enterprises.

    Yet these SaaS suite vendors won’t address all of the application needs of an enterprise and will need to go much deeper in their core application areas to be competitive with the best of breed alternatives. The notion of an integrated suite alone will no longer be sufficient to sell through an inferior product. These vendors will need to be thoughtful when carving out vertical slices and rely more on ecosystem partners to fill in the gaps. Even with these emerging, cloud-based "suite" business models, best-of-breed has a prominent role.

    For the lion's share of companies that desire choice, flexibility and freedom to create their own suite of best-in-class technologies from multiple vendors, the cloud is a dream come true. And for software entrepreneurs, there's no time like the present to capture their own sweet slice of the cloud market. May the best cloud innovator, in every possible vertical, win.

    Byron Deeter is a former SaaS CEO and currently a partner in the Menlo Park, California office of Bessemer Venture Partners. Deeter focuses on investments in the cloud computing and Internet sectors. He lead Bessemer’s investments in numerous cloud companies, including Intacct, Box, DocuSign, Eloqua, Cornerstone OnDemand, Twilio, and SendGrid.


    How to manage large-scale datasets with Hadoop and MapReduce | killexams.com real questions and Pass4sure dumps

    Architectue of Hadoop and MapReduce

    Introduction

    The early 1980s, 1990s were dominated by database giants Microsoft, Oracle, and IBM complying Codd’s 12 golden rules of relational database management systems keeping in view of the structure and cardinality of the databases. Oracle invented the proprietary database for analyzing the enterprise database conundrums. Google reinvented the wheel by majorly pushing the software applications into the open source communities. Google released several open source applications and elaborated the MapReduce technology in one of their research papers published along with Chubby and GFS (Google File System). According to the founder of Hadoop, Doug Cutting, Hadoop found its root in Nutch an open source Apache source code. Google released several applications and open source code from 2004 through 2006 describing Google File System and MapReduce. Doug Cutting was hired by Yahoo and moved away from Nutch project. By 2008, Hadoop went mainstream with web-scale architecture addressing several performance bottlenecks with parallel and distributed computing gaining large momentum. Both Apache Hadoop and MapReduce were the bloodlines of Google MapReduce and Google File System. However, it was heavily fueled and constructed with a heavy framework by Doug Cutting and his colleagues at Yahoo. Instead of storing the data on a disk, Hadoop stores the data on a file system with data nodes with name node describing the location of the data.

    Before beginning to practice Hadoop and MapReduce, two of essential factors for businesses running big data analytics in Hadoop clusters with MapReduce are the value of time and quality of services. This includes having the right infrastructure in Hadoop cluster ecosystem that can allow capturing, analyzing, and acting on the big data to provide the benefits to the business. The business decisions are often made in a fraction of a second. Not acting in time could mean the loss of business opportunity for the corporations. Loss of opportunity sometimes can imply the loss of revenues. The data always needs to stream in real-time for building strategic analytics culture in the organization. The value of the data can drop to zero when it’s not streamlined in real-time. This delay of data transmission can occur due to the architecture of Hadoop and MapReduce, and network latency. Putting all the valuable information related to big data strategy, Hadoop, and MapReduce architecture in the right time and right quality can mean providing the comfort to the corporations that are looking to taming the big data. One of the most important business cases is fraud-detection in the airplane crashes or power plants.

    In today’s world, storing the raw data into data lakes powered by Hadoop is the focus of the business than converting the raw data into unique and valuable insights. This requires master data management and data governance in deep data lakes with Hadoop clusters. Some organizations build the reports that produce millions of lines of the output. It’s uphill task to scroll through all the lines to find the value in the big data. Corporations are looking to increase the agility to build the data-driven culture in the data analytics world. The dynamics of the data lakes usage is quite unpredictable in the organization. As organizations keep adding more workloads through batch jobs to Hadoop cluster, the complexity of the data increases significantly. When Hadoop cluster has thousands of nodes running hundreds of jobs, the system turns from order to chaos and the system complexity increases exponentially. This can drastically impact the overall business performance and key performance indicators of the enterprise. One of the root causes for such chaos in a data-driven organization could be overlooking the quality of service (QoS). After deploying the data on Hadoop cluster, one must be able to measure the performance of Hadoop. QoS can aid in measuring the performance of Hadoop by breaking down the priorities of high priority batch jobs versus low priority batch jobs. Sometimes missing deadlines can mean missing business opportunities this actually can lead to the sluggish performance of Hadoop clusters without valuable insights. This could be because the resources are underutilized in Hadoop clusters, when all the jobs are running on same nodes, without breaking the batch jobs into chunks due to lack of optimization .

    For the organization, missing deadlines could imply undependable Hadoop cluster ecosystem that can bring the business to grinding halt with long-running jobs completing late without complying the service level agreements set by the top management of the organization. This all boils down to overbuilt hardware and underutilized CPU resources.

    This requires not just day-to-day data transmission, but up-to-the-second real-time data transfers. Achieving real-time analytics for the corporations has never been easy. The big data landscape is pretty complex. The data analyst needs to observe all the information sources around the organization and gain a 360 degrees overview of the enterprise in real-time seeing all the information sources connecting from different data sources. The traditional data warehouses used to capture and store the data from the enterprises as a long-term strategy of data analytics. The data lakes powered by Hadoop can process the unstructured, semi-structured, and sensors data. Both data lakes and data warehouses usually get the data stored through batch jobs. These batch jobs have some latency, sometimes hours and sometimes days. Running a full update to the data lakes can be quite expensive from various databases and also can be time-consuming. Change Data Capture (CDC) can enable extracting the big data with change-only delta mechanism from the transactions for real-time streaming into the data lake.

    Concepts of MapReduce Framework

    MapReduce is a programming model that resides as part of Apache Hadoop ecosystem. MapReduce renders API framework to handle large-scale workloads with design patterns and several libraries such as Hive, Pig, and Cascading that run on top of MapReduce as an abstraction layer. Scalding is a programming language that is an extension of Cascading Java-based framework. The fundamental framework of MapReduce is about breaking down the large chunks of datasets on parallel and distributed computing clusters. MapReduce identifies the closest cluster instead of trying to reach farther clusters. JobTracker manages the identification of the location of the data then it performs the orchestration of the tasks map and reduce. Once the tasks are identified, they will be executed on TaskTracker.

    Map will perform the algorithm to transform the data, and Reduce is leveraged to apply data aggregations of the mapped data. The large clustering and grouping of Map and Reduce activities together will trigger the communication only at the end of the task. This allows MapReduce to execute thousands of tasks executed parallelly for high-scalability and high-performance. For MapReduce, all the data is either a key or value. Every map task takes the key-value pairs as the inputs and after applying particular transformation rules, it produces new key-value pairs. Initially, MapReduce sorts the key for all the received inputs. The output map tasks are sorted and sent to reducers by the Shuffle process. Java can implement MapReduce with reduce class, map class, and configuration class for the job with output types for key and value pairs. Once a MapReduce task is built as a cookie-cutter template, it’s easier to apply for large-scale web data generated. In order to equate it to an SQL task with SQL query, the SQL is not efficient to create control flow of splitting the tasks into sub streams and parallel processing these tasks. This is where MapReduce reigns. It can perform the tasks by splitting onto distributed computing clusters.

    Features of Hadoop

    Hadoop is an open-source ecosystem framework that encompasses HDFS and MapReduce components. The primary difference between SQL and Hadoop is that, Hadoop is a massively parallel and distributing ecosystem that can split the tasks for processing the data. Hadoop can store the data on any number of data nodes that is fault-tolerant. Parallel processing and distributed computing are the main features of Hadoop framework. MapReduce performs the parallel processing, while HDFS performs the distributed computing.

    On the timeline, Hadoop is the bloodline of Nutch project from Google GFS and MapReduce papers in early 2004s. In 2006, Hadoop-Project was born. Hadoop 0.19 in 2008 reached a terabyte benchmark. Hadoop released 0.19, 0.20 in April 2009. In 2010, Hadoop released two versions Hadoop 0.20.2 and 0.21. Hadoop 1.0 and 0.20.203 were released in 2011. In 2013, Hadoop 1.2.1 and 2.2 releases were distributed as open source.

    · RDBMS proved to be an expensive ecosystem without parallel processing and distributed computing capabilities.

    · Hadoop was released with the features of distributed computing capabilities and parallel processing that can run on low-cost commodity servers.

    · The commodity servers need not be high-scalable hardware.

    · Hadoop allows spinning up and spinning down the nodes based on the data size volume requirements without having to complex architecture.

    · Hadoop can process the unstructured big data unlike RDBMS that require specific schema of the database format.

    · Hadoop is open-source ecosystem that does not require expensive licensing costs to get it up and running for enterprise-grade big data applications.

    · Hadoop maintains a huge open-source community knowledge hubs and forums to further the advancements.

    · Hadoop has disaster recovery planning that is fault-tolerant by quickly distributing the data to other nodes, when some nodes go down.

    · Hadoop can perform sophisticated and complex algorithms for large-scale big data.

    · Hadoop can be leveraged for text analytics, processing the raw data in the form of unstructured and semi-structured formats for data warehousing.

    · Hadoop can be leveraged for risk analytics, graph analytics, and consumer analytics.

    · Hadoop ecosystem comprise several tools at different layers. HDFS supports the distributed computing and MapReduce supports the parallel processing of the data.

    · The distributed programming on Hadoop ecosystem can be supported by Apache Pig and Hive. The data processing can be processed with ultra-blazing speeds with Apache Spark leveraging in-memory computing.

    · HBase is a great NoSQL component that is part of Hadoop ecosystem.

    · There are several data ingestion components that are part of Hadoop such as Apache Storm, Apache Sqoop, and Apache Flume.

    · Apache Zookeeper can perform service-level programming.

    · Apache Oozie can be leveraged for scheduling.

    · Apache Mahout is the machine-learning arm of Hadoop.

    · Apache Ambari can be leveraged for system deployment of Hadoop system.

    · Hadoop Yarn can be leveraged for the scheduling of the jobs and managing cluster resources (Achari, 2015).

    Pros and cons of the MapReduce framework

    Pros

    o MapReduce can perform parallel processing of the jobs with mainly two daemon processes of JobTracker and TaskTracker.

    o MapReduce overcomes the serialization challenges of Java programming language by using the writeable interface for values and comparable interface for the keys.

    o MapReduce has efficient architecture with mapper, shuffler, sorting, and reducer components for processing the tasks (Achari, 2015).

    Cons

    o MapReduce leverages speculative execution by monitoring the tasks by moving the tasks to a different node for processing.

    o In order to identify the slow performing tasks, MapReduce has to extensively monitor every task that can slow down the system significantly.

    o Speculative execution feature can adversely impact the performance especially when reducer tends to process millions of key value pairs and Sqoop by importing the data to new nodes to improve the performance can result in duplication of the data records running the same tasks on several nodes.

    o MapReduce is not highly scalable for tasks that require repetitive processing with multiple iterations.

    References

    Achari, S. (2015). Hadoop Essentials. UK: Packt Publishing — ebooks Account.

    Arnold, S. E. (2010, October 29). MapReduce, Chubby and Hadoop. KMWorld, 19, 20. Retrieved from http://www.kmworld.com/Articles/News/News-Analysis/MapReduce-Chubby-and-Hadoop-70841.aspx

    Chalkiopoulos, A. (2014). Programming MapReduce with Scalding. UK: Packt Publishing — ebooks Account.

    Sakr, S., & Gaber, M. (2014). Large Scale and Big Data: Processing and Management. Boca Raton, Florida: Auerbach Publications.

    Wilkes, S. (2016). Why Time-Value of Data Matters. Retrieved April 24, 2016 , from http://insidebigdata.com/2016/04/08/why-time-value-of-data-matters/



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    FSMTB [1 Certification Exam(s) ]
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    XML-Master [3 Certification Exam(s) ]
    Zend [6 Certification Exam(s) ]





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