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

Vendor : Oracle
Exam Code : 1Z0-475
Exam Name : Oracle IT Architecture SOA 2013 Essentials
Questions and Answers : 79 Q & A
Updated On : December 10, 2018
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1Z0-475 Oracle IT Architecture SOA 2013 Essentials

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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

Oracle offers business clients a bigger say in SOA | killexams.com Real Questions and Pass4sure dumps

The newest version of Oracle's enterprise process analysis (BPA) Suite is aimed squarely at getting business clients more concerned in business procedure modeling and repair-oriented structure (SOA) initiatives.

launched the previous day, the new version of Oracle's BPA Suite lets IT builders and enterprise analysts collaborate more conveniently, while offering guide for company technique administration standards, including the enterprise manner Execution Language (BPEL), in response to Oracle. here is the Oracle BPA Suite's first fundamental revamp considering the fact that the providing made its debut ultimate December.

The BPA Suite was designed to enrich Oracle's BPEL technique manager -- a part of the

Oracle's chief rivals within the BPM market consist of Tibco, IBM and utility 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 accordance with Ken Vollmer, a most important analyst with Forrester. beneath the deal, Oracle turned into authorized so as to add Aris, IDS Scheer's company process modeling platform, to its Oracle Fusion Middleware Suite.

The Aris component of Oracle's BPA Suite is what makes feasible more advantageous collaboration between business and IT, the analyst explained, because it provides the potential to automatically translate enterprise analysts' notations into BPEL.

"[The BPA Suite] allows company clients to work in a device that offers them a technique modeling potential, and that they can then flow that off to the developer," Vollmer pointed out. "The enterprise analyst sees different things on the [computer] than what the developer sees, however it's all coordinated in the back of the scenes, so nothing is lost."

Oracle refers to this skill as closed-loop construction.

"If the rest is modified in our BPEL designer by using the developer, it receives mirrored in the model," stated Rick Schultz, Oracle's vp of Fusion Middleware. "if you are publishing a system, otherwise you're simulating a procedure, or you're doing procedure analysis, as a business analyst, you're going to see the changes made by means of the IT development workforce and vice versa."

maintaining with the Joneses

beginning with the IDS Scheer deal, Oracle has done an effective job of keeping up with public demand for BPM applied sciences, in keeping with Vollmer.

in line with that trend, he talked about, users can expect Oracle to increase new capabilities and partnerships round < p>


Larry Ellison Sees Expansive chance For Oracle's Revamped Cloud | killexams.com Real Questions and Pass4sure dumps

via Aaron Ricadela

Oracle government Chairman and CTO Larry Ellison had a message for analysts currently: Now that Oracle has upgraded the computers, networks, and architecture that underpin its cloud computing carrier, it’s going to get more aggressive on price to put force on opponents.

“We’ve acquired a really company infrastructure basis below our most strategic product, which is Oracle Database,” Ellison informed monetary analysts at a late October meeting in San Francisco. “It’s a land rush now for cloud, and we have the opportunity to be very expense aggressive.”

Ellison used his presentation, which adopted these of CEOs Mark Hurd and Safra Catz at the end of the company’s Oracle OpenWorld customer convention, to argue that network pace, computing device safety, and database performance enhancements in Oracle’s cloud utility are setting the desk for greater customers to flow databases in the coming year from their personal information centers to online services. The performance improvements may let Oracle capture share from Amazon internet functions, which Ellison spoke of isn’t as fabulous to serving big, regulated corporations with information protection concerns in industries including banking and telecommunications.

“They haven’t changed their primary architecture, and they’re going to must,” he said. “all and sundry is going to need to.”

Oracle designed a 2d-generation cloud infrastructure, purchasable now for brand spanking new valued clientele, to fulfill the wants of the business-scale Oracle Database clients which are more and more able to flow their workloads to on-line models. the brand new architecture not most effective improves safety and reliability, it raises computing velocity, proposing Oracle a cost expertise in opposition t AWS when you consider that cloud work is billed through the minute. “It’s discovered cash for us,” Ellison pointed out. “we can come up with the money for to be an awful lot extra aggressive on pricing than they could.”

The software massive also confirmed new self sustaining Database capabilities including the capability for corporations to isolate computing jobs from other consumers contending for components. the brand new infrastructure and database functions may also pace consumers’ moving transaction processing databases and analytical records warehouses to the cloud, talked about Ellison.

Oracle, the area’s largest corporation of database administration utility, had forty two.three% of the $33.1 billion relational database market in 2017, in response to market researcher IDC. Microsoft was 2nd with 24.3% share followed by IBM with 12.7% and SAP with 6.eight%. The cloud database possibility alone can be big, Oracle’s chairman said.

Oracle will pursue all cloud workloads, Ellison stated, while pointing to how lots of “the area’s high-price records” is stored in Oracle Databases. “If we obtained the Oracle workloads in our cloud, how huge would our cloud be?” Ellison spoke of to analysts.

the new generation of Oracle Cloud Infrastructure is designed around three dreams: more advantageous protection and reliability; maintaining purchasers’ investments of their Oracle databases and functions through making them transportable to the cloud; and cost and performance benefits in comparison with on-premises versions, according to Ellison. in one illustration of Oracle Cloud Infrastructure’s technical aspect, Oracle is offering faraway direct reminiscence access (RDMA) so computers in a community can exchange records in memory sooner devoid of accessing each and every different’s working programs. Oracle in its cloud service has also separated controlling computers that run Oracle code from machines operating consumers’ code, to strengthen security. “It’s expensive—we needed to add computer systems,” Ellison pointed out.

all through a separate Oracle OpenWorld presentation on cloud infrastructure, Oracle senior vice chairman Don Johnson talked about the company took a special technical strategy than in different public clouds, designing its computing service for colossal, regulated businesses with information protection considerations.

Cloud Infrastructure and Apps Complementary

The so-referred to as second-era Oracle Cloud Infrastructure, which provides computing power, networking, and storage as on-line functions, could also inspire groups to movement extra of their Oracle functions to online application capabilities in a challenge to SAP.

Cloud applications can help force Oracle Cloud Infrastructure demand, as organizations' own developers build capabilities operating on it that combine with on-line applications in order to meet some entertaining consumer want. “These are connected organizations,” Ellison stated. SAP claimed about 27% of the $27 billion commercial enterprise aid planning utility phase remaining yr, compared with practically 21% for Oracle, in response to IDC.

“We’re going to go from No. 2 at the back of SAP in applications to No. 1 in SaaS,” Ellison mentioned. SAP is developing the possibility for some consumers to trust switching company functions suppliers via an upgrade to its S/four Hana device that requires an SAP database, and an introduced intention to end support of some previous versions of its ERP equipment via 2025.

“There’s a real possibility,” Ellison spoke of. “We’re moving SAP valued clientele to the cloud—corporations you’ve heard of.”

Aaron Ricadela is an Oracle director of strategic communications.

forward-searching Statements Disclaimer: Statements in this article concerning Oracle’s future plans, expectations, beliefs, intentions, and possibilities are “ahead-searching statements” and are field to cloth risks and uncertainties. Many factors may have an effect on Oracle’s existing expectations and exact outcomes, and could trigger specific effects to differ materially. A dialogue of such components and other risks that have an effect on Oracle’s business is contained in Oracle’s Securities and change fee (SEC) filings, including Oracle’s most fresh studies on kind 10-k and kind 10-Q beneath the heading “possibility factors.” These filings can be found on the SEC’s website or at http://www.oracle.com/investor. All advice listed here is present as of October 25, 2018, and Oracle undertakes no responsibility to update any remark in light of recent suggestions or future hobbies.


SAP trumps Oracle in march to SOA | killexams.com Real Questions and Pass4sure dumps

SAP is progressing with its plan to capabilities-enable its whole business suite by means of 2007 and has made partnerships round its method, outpacing rival Oracle Corp. in an increasingly competitive purposes utility market, in keeping with a record by Cambridge, Mass.-primarily based Forrester analysis Inc.

however there continues to be a whole lot of time for Oracle to catch up with SAP and is doing so aggressively, with acquisitions to fortify its vertical center of attention and its already strong middleware products, in accordance with Forrester.

meanwhile, Oracle already has the infrastructure in area to help its shoppers build a features-oriented architecture (SOA), however the dealer should make enormous progress in constructing a partnership network if it plans to compete strongly with SAP, in line with the Forrester record, "Demystifying The Confusion On project Fusion."

task Fusion will merge the J.D. Edwards and PeopleSoft technology Oracle obtained with the dealer's E-enterprise Suite application. The challenge become announced in January, and Oracle executives pointed out the enterprise would transition Oracle clients to an SOA through 2008.

"Oracle's competitors have carried out a fine job of growing some confusion available in the market, and they've been a success at it as a result of Oracle has not been a hit in getting out its message," observed Forrester senior analyst Ray Wang, in an interview with SearchSAP.com. "Oracle do not have to shield its middleware know-how on account that SAP is the utility supplier stepping into an infrastructure play."

Oracle's middleware expertise is corresponding to SAP's NetWeaver utility and integration platform. It comprises Oracle's software server, integration equipment, business intelligence, portal, construction equipment, data hubs and collaboration application, in response to Forrester. but in contrast to SAP, which helps third-birthday party products, Oracle lags in the back of and must boost a accomplice program to certify integration with its stack, Forrester noted.

"How are you able to have partnerships for those who haven't locked down what Fusion is?" Wang said. "Oracle is addressing this now."

don't are expecting Oracle to launch Fusion in its entirety in 2008, according to Forrester. The most likely state of affairs is that Oracle will roll out parts of its Fusion undertaking and then video display early adopters, Forrester stated.

the place does Oracle outshine SAP? according to Wang, the Oracle enterprise procedure Execution Language (BPEL) manner supervisor, a know-how it got from Collaxa, makes it possible for Oracle shoppers to have extra reliability, ease of administration and adaptability in managing business approaches. BPEL is an XML language, designed to make use of web functions to enable task sharing for grid computing environments.

organizations could make a workflow alternate with the BPEL technique manager, with no need to jot down any code. SAP has an equal device, but Collaxa changed into the main device on the market, Wang mentioned.

SAP purchasers have also been slow in upgrading to mySAP ERP, the latest version of SAP's application suite. although the exact quantity is disputed, greater than half of SAP's client base is on SAP R/three application, an prior edition of SAP. nevertheless, SAP executives spoke of the variety of consumers signing upgrade contracts has been incessantly expanding.

"Oracle isn't out of the race," Wang stated. "however the race is ready who makes the least errors, so the market is enjoying itself out now."

seem to be for new pricing models

As SAP and Oracle launch capabilities-enabled application suites, consumers can are expecting to peer new pricing models rolled out as neatly, Forrester mentioned. both companies will look to simplify pricing and licensing, whereas the competitors continues to give deep cost discounts for initial licenses.

Oracle might make a decision to launch utilization-based and user-primarily based licensing fashions with project Fusion. clients should even be organized to cut price for the kinds of credit given for existing performance, Wang observed. also be aware of support alterations and upkeep costs.


1Z0-475 Oracle IT Architecture SOA 2013 Essentials

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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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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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    Oracle 1Z0-475 Exam (Oracle IT Architecture SOA 2013 Essentials) Detailed Information



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