BIG LIST OF WEBSITES

List of Top Websites on Oracle

Top 250 Websites on ORACLE

Download The Top 250 Websites in Excel
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Oracle | Integrated Cloud Applications and Platform Services
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51CTO.COM - 技术成就梦想 - 中国领先的IT技术网站
中国领先的IT技术网站51CTO(www.51cto.com)是一个为CTO、IT技术经理、系统工程师、网络工程师、安全工程师、数据库工程师、网络管理员、开发工程师、项目管理人员等IT技术人员搭建的互动媒体平台,主要为IT技术人员提供新闻资讯、技术文档、BBS、博客、技术圈、培训课程、人才交流等专业服务。
java, linux, oracle
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Oracle Service Cloud | Oracle Service Cloud
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Computer Based Test (CBT) development and delivery :: Pearson VUE
Pearson VUE offers innovative computer based testing solutions through secure, electronic test delivery. Pearson VUE provides licensure and certification exams for Microsoft, Cisco, CompTIA, Oracle, HP, GMAC, NCLEX, FINRA, ASCP, DANB and many more.
testing, centers, test, certification, pearson, authorized, electronic, technology, information, virtual, university, center, enterprises, licensure, management, data, delivery, development, exams, professional, services
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Linux鍏ぞ - Linux绯荤粺闂ㄦ埛缃戠珯
Linux鍏ぞ(www.linuxidc.com)鏄笓涓氱殑Linux绯荤粺闂ㄦ埛缃戠珯锛屽疄鏃跺彂甯冩渶鏂癓inux璧勮锛屽寘鎷琇inux銆乁buntu銆丗edora銆丷edHat銆佺孩鏃桳inux銆丩inux鏁欑▼銆丩inux璁よ瘉銆丼USE Linux銆丄ndroid銆丱racle銆丠adoop绛夋妧鏈
linux, suse, android, oracle, ubuntu, fedora, redhat
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Oracle and SelectMinds
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TechOnTheNet - Online tutorials for Excel, SQL, Oracle, PLSQL and more!
Your trusted resource for learning new technologies. We''ve been providing tutorials, references, and step-by-step instructions since 2003. TechOnTheNet.com is a great place to learn a new technology, or find a quick reference.
microsoft, language, ascii, word, excel, access, cascading, tutorial, markup, style, chart, hypertext, values, table, programming, sheets, mariadb, totn, tech, oracle, plsql, postgresql, sqlite, techonthenet, mysql, server, html
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Oracle VM VirtualBox
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Oracle Eloqua | Marketing Automation Campaigns for Business Marketers | Oracle Marketing Cloud
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Javarevisited: Blog about Java Programming Tutorials, Examples, Design Patterns, Interview Questions and Answers, FIX Protocol, Tibco RV messaging, UNIX and Linux Commands, XML, SQL, MySQL, Oracle, jQuery, JavaScript,HTML, Multithreading, Collection, Error and Exception, Debugging, Best Practices and Practical tips from my experience.
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Redgate Software - Compliant Database DevOps Solutions and Tools For SQL Server, Oracle, & .NET
Redgate provides Compliant Database DevOps solutions for the finance, healthcare, and technology sectors, plus ingeniously simple tools for SQL Server, .NET, and Oracle.
17,852
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Oracle Consulting, Oracle Support and Oracle Training by BC Oracle Consulting
Burleson Oracle consulting, Oracle training and Oracle support
oracle, architecture, support, consulting, classes, warehousing, data, tuning, consultant, consultants, education, contracting, training
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Zoomla!閫愭氮CMS-棰嗗厛鐨凜MS涓庣Щ鍔ㄤ簰鑱旂綉骞冲彴杞欢鐮斿彂鍘傚晢銆佸寳浜-涓婃捣-鍗楁槍涓夊ぇ鐮斿彂涓績銆侀棬鎴风珯缇鍟嗗煄绯荤粺|鍚屾鏀寔MSSQL涓嶰racle浼樿川CMS瑙e喅鏂规鏈嶅姟鍟
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Oracle Buys Aconex
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Dyn DNS and Web Application Security are Critical for Infrastructure Security | Oracle Dyn
Web applications are the new standard for businesses. Ensure that your business is safe from cyber attacks, malicious bots, and DDoS attacks. Learn how Oracle Dyn can help achieve the highest level of security for your web applications and provide world class DNS for your website.
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IT鏁欑▼缃--鍥藉唴棣栧IT璧勬簮浜ゆ槗骞冲彴
IT鏁欑▼缃--鍥藉唴棣栧IT璧勬簮浜ゆ槗骞冲彴锛涗笓闂ㄤ负澶у鎻愪緵java锛岀Щ鍔ㄥ紑鍙戯紝澶ф暟鎹紝浜戣绠楋紝鍖哄潡閾撅紝c涓巆++锛宲hp锛宯et锛孭ython锛屼汉宸ユ櫤鑳斤紝鏄撹瑷锛岃蒋浠舵祴璇曪紝鏁版嵁搴擄紝鎿嶄綔绯荤粺锛屽墠绔紝缇庡伐锛宻eo锛岀綉璧氾紝鏂板獟浣撹繍钀ワ紝鐢靛晢杩愯惀锛岀綉缁滆惀閿锛屽祵鍏ュ紡锛屾父鎴忓紑鍙戯紝ui璁捐锛岃繍缁达紝go璇█锛屾暟鎹粨鏋勶紝姹囩紪璇█锛岄粦瀹紝娓告垙杈呭姪锛岀墿鑱旂綉锛岀數鑴戝姙鍏紝瀹ゅ唴璁捐锛屽澶栬璁★紝鏈烘璁捐锛岀瓑绾ц冭瘯锛岀綉缁滃伐绋嬪笀锛屼骇鍝佽繍钀ワ紝褰遍煶澶勭悊锛屽仴搴峰吇鐢燂紝璐㈠姟浼氳锛岀害浼氭挬濡瑰叾浠栫瓑瑙嗛鏁欑▼锛屾枃妗h祫鏂欙紝杞欢宸ュ叿鍜岀▼搴忔簮鐮併
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Submit resume and upload resume to apply for job vacancies in IT Sector
Tech IT Jobs, Java, Ror, Asp.Net, Perl, Python, Php, Android, Oracle, SAP, UI/UX, CTO, Architect, Consultant, Developer
oracle, android, developer, consultant, architect, python, java, jobs, perl, tech
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Programming Tutorial: Java, Android, C/C++, C#, SQL (Oracle,SQL Server, MySQL)
30,239
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CCNA/CCNP/LinuC(LPIC)/HTML5/OSS-DB/銈儵銈儷銉炪偣銈裤兗/IT銉戙偣銉濄兗銉/ITIL銉曘偂銉炽儑銉笺偡銉с兂绶忓悎瀛︾繏銈点偆銉
CCNA/CCNP銆丩inuC锛圠PIC锛夈丠TML5銆丱SS-DB銆両T銉戙偣銉濄兗銉堛併偑銉┿偗銉優銈广偪銉笺両TIL銇│楱撳悎鏍笺倰鐩寚銇欎汉銈掑繙鎻淬仚銈嬪缈掋偟銈ゃ儓锛堢櫥閷层儲銉笺偠20涓囦汉锛夈仹銇欍 銉︺兗銈剁櫥閷层倰銇欍倠銇ㄣ佺劇鏂欍仹CCNA WEB鍟忛闆嗭紙600鍟忎互涓婏級銈凩PIC Lv1鍟忛闆(500鍟忎互涓/LPI瑾嶅畾鏁欐潗)銆丱racle Master Bronze SQL鍩虹(绱400鍟)銆両T銉戙偣銉濄兗銉堥亷鍘诲晱锛600鍟忥級銆佸缈掓棩瑷樸佸姪銇戝悎銇勩儠銈┿兗銉┿儬銇仼銈掑埄鐢ㄣ仹銇嶃倠銈堛亞銇仾銈娿伨銇欍
ping, itil, cisco, linuc, icnd2, icnd1, ccnp, ccent, lpic, html5, master, oracle, linux, ccna
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Download Free VCE Files: CCNA, A+ Certification, MCSE - Examcollection
Pass Microsoft, Cisco, CompTIA, HP, IBM, Oracle exams with ExamCollection. Download VCE Practice Questions Answers. Latest updated materials, Daily Updates
34,136
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The Geek Stuff
Provides Instruction Guides, How-Tos, Troubleshooting Tips and Tricks on Linux, Database, Hardware, Security, Web and Open Source for both Newbies and Geeks -
ramesh, administrator, system, manager, geek, natarajan, stuff, oracle, database, unix, mysql, security, hardware, linux
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zhongruitech.com
server, jdbc, struts, google, servlet, ajax, flex, ubuntu, blog, mysql, windows, spring, javascript, linux, android, oracle, html, python, hibernate, tomcat, jquery, java, apache, eclipse
37,635
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The Geek Diary 鈥 HowTos | Basics | Concepts
HowTos | Basics | Concepts
oracle, solaris, cluster, netbackup, database, vxvm, linux, ldoms
38,251
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Measureup Store
MeasureUp鈥檚 mission is to be the leading provider of high-quality assessments and practice tests to the individual, training and publishing, education and corporate markets.
practice, test, microsoft, comptia, office, oracle, cisco, wmware, specialist, labs, scns, scna, scnp, toolkit, certification, ccna, institute, management, project, official, mcsa, mcse, ccdp, ccnp, mcsd
38,549
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閰峰3 鈥 CoolShell.cn
浜彈缂栫▼鍜屾妧鏈墍甯︽潵鐨勫揩涔 鈥
oracle, mysql, perl, linux, javascript, jquery, linus, torvalds, programmer, programming, unix, windows, ubuntu, language, python, ruby, java, android, bash, book, algorithm, ajax, code, review, game, google, html, erlang, ebook, coding, database, debug
39,162
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Online Tutorials and free Training Materials | STechies
Free online beginners and advanced learning text tutorials, training materials, forums, interview questions and answer for courses like SAP, SQL, Android, Hadoop, JAVA, PHP, Oracle, Python, Scala, Unix, Photoshop, MySQL, Lightroom, SEO and etc - STechies
free, tutorials, scala, unix, python, photoshop, oracle, lightroom, stechies, java, mysql, materials, beginners, training, courses, online, interview, android, learn, forums, hadoop
41,422
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EnterpriseDB: Enterprise Database
EnterpriseDB Postgres is the most complete open source-based data platform. Run enterprise Postgres at scale, break free from Oracle, or ease your cloud migration with EDB.
41,894
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Oracle and Opower
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Interactive Courses & Labs -uCertify
uCertify offers courses, test prep, simulator, and virtual labs to prepare for Microsoft, Oracle, Cisco, CompTIA, CIW, Adobe, PMI, ISC2, Linux, and many more certification exams. These prep-kits come with the comprehensive study guide and interactive activities that offer 100% pass guarantee.
interactive, certification, courses, labs, exam, test, practice, mcts, ccna, mcitp, mcse
46,690
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Strona g艂贸wna:: 4programmers.net
Serwis po艣wi臋cony programowaniu. Posiadamy 1 mln post贸w na forum dyskusyjnym, oferty pracy, artyku艂y i mikroblogi.
html, sass, kurs, mysql, oracle, postgresql, mongodb, node, javascript, programista, python, pascal, delphi, programowanie
49,987
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Computer Hindi Notes - DCA PGDCA Competition Exam Notes
One place for all computer hindi notes for various courses like DCA, PGDCA, and all competition exam in Hindi.
computer, notes, pgdca, cpct, oracle, hindi, fundamentals, office
50,140
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绋嬪簭甯 - 绋嬪簭鍛樸佺紪绋嬭瑷銆佽蒋浠跺紑鍙戙佺紪绋嬫妧鏈
绋嬪簭鍛樸佺紪绋嬭瑷銆佽蒋浠跺紑鍙
50,824
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devshed - Open Source Web Development Tutorials
Open Source Web Development Tutorials
52,125
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ORACLE-BASE - Oracle DBA and development articles, scripts, HOWTOs and forums (8i, 9i, 10g, 11g, 12c, 13c, 18c, 19c)
ORACLE-BASE - Oracle DBA and development articles, scripts, HOWTOs and forums (8i, 9i, 10g, 11g, 12c, 13c, 18c, 19c)
scripts, articles, development, howto, certification, forums, oracle
52,630
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Web Spell Checker for Java, IIS ASP .NET, Ajax, JavaScript Forms, Open Source & Royalty Free Spell Check Licenses
JSpell - HTML Spell Checker and Java Spell Checker, compatible with JavaScript, open source software, Ajax, ASP .NET, JSP, CGI, Java Applets and Servlets. Add spell checking capability to web based HTML Forms, contentEditable IFrames, Java programs and more. View our online spell check demos. Source code is available.
spell, checker, speller, spellchecking, spellcheckers, open, free, royalty, source, spellcheck, iframe, forms, check, javascript, ajax, java, html, oracle, jspell
54,466
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Devart: Database Management Software and Developer Tools
Devart is a vendor of database development and management software for SQL Server, MySQL, Oracle, PostrgeSQL, data connectivity solutions, data integration products, and developer productivity tools.
56,834
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IT Training & Certification Courses for Professionals - Microsoft,Cisco,Oracle,CEH,PMP,ITIL
Koenig Solutions is an offshore IT training company providing certification courses on microsoft, oracle, cisco, vmware, dynamics etc. in India, US, UK and Dubai.
56,900
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|| BIZMANDU ||
Online Business News
phone, metro, nepal, gold, auto, nepse, windows, news, politics, online, rana, janakpur, libor, finnma, vodafone, chennai, social, pension, realstate, jagga, nepalbank, defult, development, hydro, chhath, html, upper, dishhome, dollar, standard, mastercard, chartered, credit, visa, card, messanger, yahoo, blackberry, symbian, skype
59,232
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寮犵敓鑽
linux, json, angularjs, nginx, flash, node, shell, oracle, javascript, jquery, python, android, java, mysql, zabbix, mariadb, cloudstack, vista, access, scala, virtualbox, dedecms, xenserver, postgresql, web2, photoshop, fireworks, sqlite, windows2008, prototype, erlang, autoit, dreamweaver, coldfusion, seraphzone, cookie, extjs, openvz, qemu, seajs
61,449
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Navicat | 鏀寔 MySQL銆丮ariaDB銆丮ongoDB銆丼QL Server銆丼QLite銆丱racle 鍜 PostgreSQL 鐨勬暟鎹簱绠$悊
寮哄ぇ鐨勬暟鎹簱绠$悊鍜岃璁″伐鍏凤紝鏀寔 Win銆乵acOS 鍜 linux銆傜洿瑙傜殑 GUI 璁╃敤鎴风畝鍗曞湴绠$悊 MySQL銆丮ariaDB銆丮ongoDB銆丼QL Server銆丼QLite銆丱racle 鍜 PostgreSQL 鐨勬暟鎹簱銆
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Email Marketing Software for Ecommerce | Oracle Bronto
Oracle Bronto provides the tools marketers need to automate, streamline, and maximize their efforts. Join the ecommerce marketers who rely on Bronto to deliver the best in email marketing today.
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棣栭〉 - 鏁欑▼缃
鏁欑▼缃戞槸鎻愪緵璁$畻鏈虹浉鍏冲浘鏂囥佽棰戞暀绋嬩互鍙婂涔犱氦娴佸钩鍙扮殑缁煎悎鎬х綉绔欙紝鐗瑰埆鏄痯hotoshop銆乮llustrator銆丆orelDRAW绛夊钩闈㈣璁′笓涓氾紝3dsMAX銆丄utoCAD绛変笁缁磋璁′笓涓氾紝flash锛宖ireworks锛宒reamweaver锛宧tml銆乧ss鍜宩avascript绛墂eb鍓嶇锛宲hp銆.net銆乯ava銆乸ython銆乵ysql銆oracle銆乻qlserver绛墂eb缂栫▼寮鍙戠瓑绛夋暀绋嬪拰浜ゆ祦瀛︿範璁哄潧銆傝繖閲屾湁绮惧僵鐨勫唴瀹癸紝鑹ソ鐨勬皵姘涘拰浼楀鑹笀鐩婂弸銆傞椤 , 鏁欑▼缃
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棣栭爜-钘嶈壊灏忚垨 BlueShop
鍙扮仯鏈澶х▼寮忚ō瑷堢ぞ缇ょ恫绔欙紝鑱氶泦瓒呴亷34钀悕闁嬬櫦鑰呮渻鍝★紝鍏卞悓瑷庤珫鏈鏂扮▼寮忚獮瑷鎶琛擄紝鍒嗕韩瓒呴亷2600鏀瘎渚嬬▼寮忎緵澶у鍏嶈不涓嬭級銆
server, linq, web3, web2, silverlight, script, java, services, android, json, jquery, appup, blog, linux, access, oracle, unix, studio, visual, flash, javascript, vbscript, ruby
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Tutoriales Programacion Ya
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Oracle Tutorial
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Oracle | BidContender - Construction tender management with volume, coverage and control.
BidContender is Australia's leading construction tender network, used by more than 50, 000 companies to manage their tender documents, invitations and quotes
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涔﹀奖鍗氬 | 涓涓枃鑹虹▼搴忓憳鐨勬妧鏈崥瀹
鏈鏂版棩蹇
ztree, xlwt, zinnia, wysiwyg, wordpress, syncdb, springside, spinner, sklearn, solr, tinymce, toolbar, visualization, virtualenv, ubuntu, toolbelt, topcoder, sitemap, duoshuo, echarts, eclipse, django, discuz, debug, fail2ban, fibonacci, gperf, grants, heroku, google, glyphicons, framework, dbhandler, d3js, blog, bootstrap, carousel, amcharts, alexa, channel
76,241
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Planet Source Code home page
Need programming help? We''ve got your covered. 14.2 million lines of source code examples to build from.4.2 thousand tutorials and articles to learn from.Discussion boards, coding contests with prizes, and 2 thousand open programming jobs.
server, vbscript, database, winapi, bulletin, programming, code, visual, active, function, basic, pages, game, dcom, directx, downloads, microsoft, functions, msaccess, odbc, long, single, integer, boolean, byte, double, currency, variant, free, string, object, date, type, data, subroutines, certify, front, dbgrid, decompiling, decompiler
78,794
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鐢查璁篲澶ф暟鎹妧鏈鍧泑Python,Oracle,MySQL鍏嶈垂鍩硅瑙嗛鏁欑▼,MongoDB,Hadoop,Spark,澶ф暟鎹垎鏋,OCP,OCM,DBA璁哄潧,RAC,10g,11g,12c鏁版嵁搴,鍩硅鏈烘瀯鐐硅瘎 - BSR鏃椾笅鎶鏈ぞ鍖
棣栭〉
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FREE鏁欑▼ - Oracle鏁版嵁搴撳涔犳暀绋媉IT鎶鏈暀绋嬪涔犵殑缃戠珯锛
FREE鏁欑▼ , 鎻愪緵浜哋racle鏁版嵁搴撳涔犳暀绋嬨丱DI鏁欑▼銆丅IEE鏁欑▼绛夎祫婧愪緵澶у鍏嶈垂鑷敱鐨勫涔!
biee, oracle
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涓夐歩t瀛﹂櫌 - SANTONGIT.COM - 鍥藉唴棰嗗厛鐨処T璧勬簮鍒嗕韩璁哄潧
鍥藉唴棰嗗厛鐨刬t绫昏祫婧愬垎浜鍧涳紝鍒嗕韩it瀛︿範瑙嗛鏁欑▼鍙婅祫鏂欐枃妗g瓑锛岃鍧涙兜鐩栧ぇ閮ㄥ垎it瀛︿範鏂瑰悜锛屽寘鍚濈璁よ瘉鍙婂崕涓鸿璇佺瓑缃戠粶鎶鏈, Oracle鍜孧ySQL涓绘祦鏁版嵁搴撴妧鏈, 鎵鏈夎蒋浠跺紑鍙戝拰缃戦〉寮鍙戞妧鏈, Linux鎶鏈, Windows Server鏈嶅姟鍣, Vmware鍜孋itrix铏氭嫙鍖栨妧鏈紝浠ュ強hadoop鍜孫penstack浜戣绠楀拰澶ф暟鎹妧鏈紝鎴戜滑鑷村姏浜庡垎浜玦t绫昏祫婧愶紝鍒嗙被榻愬叏甯姪澶у瀛﹀埌鏈鏂扮殑it鎶鏈紒
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Best Software Training Institute - Best Online Training Institute Hyderabad, India
NareshIT is the Best Software Training Institute for Java, C#.NET, ASP.NET, Oracle, Testing Tools, Silverlight, Linq, SQL Server, Selenium, Android, iPhone in Hyderabad and Chennai, India which provides online and classroom training classes.
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Welcome to The Oracle FAQ | Oracle FAQ
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Home | SYS-CON MEDIA
SYS-CON Media, NJ, a leading technology and computing media company on breaking news in the Cloud.
open, source, eclipse, coldfusion, apache, ajax, flex, perl, powerbuilder, oracle, iphone, video, sddc, data, devops, cloud, things, internet, containers, microservices, mobile, security, stack, linux, webrtc, java, enterprise
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Oracle Buys Aconex
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Navicat GUI | DB Admin Tool for MySQL, PostgreSQL, MongoDB, MariaDB, SQL Server, Oracle & SQLite client
Powerful database management & design tool for Win, macOS & Linux. With intuitive GUI, user manages MySQL, PostgreSQL, MongoDB, MariaDB, SQL Server, Oracle & SQLite DB easily.
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Dataedo 鈥 Document your databases 鈥 Data Dictionary & ERD
Data Dictionary & ERD creator and Word Processor for Oracle, SQL Server and MySQL. Reverse engineering and documenting your databases is finally easy.
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Customer Collaboration Software - Expertflow
Expertflow develop software for contact centers. We provide CTI integration with Oracle Siebel or Service Cloud CX, Microsoft Dynamics and SAP || AI / Chat Bot || Easy administration of contact centers || Survey Management || Campaign Management || Finesse Gadgets || Reporting || SMS || Retail Queuing and more..
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Oracle and Textura
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TekSlate INC Is A E-Learning Marketplace Connecting Students And Trainers Globally
TekSlate INC is the Industry leader in providing online training to various courses in IT. We specialize in Hadoop, RPA, Selenium, DevOps, Salesforce, Informatica, Tableau, ServiceNow, SQL Server, Oracle and IBM Technologies
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Arab Oracle User Group | 賲噩賲賵毓丞 賲爻鬲禺丿賲賷 兀賵乇丕賰賱 丕賱毓乇亘賷丞
cloud | erp | oracle | database | applications mysql | java | sql | plsql | apps | dba | developer forms | e-business
apps, plsql, developer, forms, java, oracle, database, applications, mysql, cloud
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Besant Technologies | No.1 Software Training in Chennai & Bangalore
Besant Technologies Specializes in Offering Real-time Experience IT training on AWS, Selenium, Hadoop, Java, DevOps, Data Science, Python, Digital Marketing, RPA, Oracle, Android, SAS, Microsoft, DotNet, AngularJs, Block Chain, Full Stack Developer, Apache Spark, Tableau, IOT, PHP, R programming, at Affordable Cost.
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Oracle Certified Master''s - Blogs
RAC, RMAN, ORACLE, RAC11G, DATAGUARD, STANDBY, PERFORMANCE TUNING, WAREHOUSE, EXADATA, ASM, MVIEW, SRVCTL, VOTING DISK, OCR, CRSCTL, OIFCFG, Flashback
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Oracle Life - 鎻愪緵涓撲笟鐨勭寧澶村拰浜烘墠鏈嶅姟 - 鍖椾含鎭╁ⅷ绉戞妧鏈夐檺鍏徃
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Jitendra Zaa - Salesforce MVP and Sr. Technical Architect
Website of Jitendra Zaa, Salesforce MVP and Architect
salesforce, puzzle, servlet, snmp, visualforce, technology, tips, tech, server, ssis, struts, oracle, force, heroku, configuration, hibernate, html, microsoft, node, linux, lightning, java, apex
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钀粺缃慱鎻愪緵鍓嶆部鐨処T缂栫▼鎶鏈,涓撴敞浜掕仈缃,绉诲姩寮鍙戠瓑琛屼笟璧勮
钀粺缃(10qianwan.com)涓撴敞浜嶪T缂栫▼鎶鏈紝鎻愪緵python銆乤sp.net銆乧#銆乸hp銆乯ava銆乯s銆乯query銆乭tml銆乧ss銆乵ssqlserver銆乵ysql銆佹暟鎹簱銆佺Щ鍔ㄦ妧鏈瓑浜掕仈缃戣祫鏂欙紝鏄浗鍐匢T浠庝笟浜哄憳瀛︿範浜ゆ祦绫荤綉绔欍
mssqlserver, python, java, oracle, mysql, iphone, html, jquery
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缂栫▼瀛︿範 - 缂栫▼鏂版墜瀛︿範锛岄珮鏁堢紪绋嬪埄鍣紒
缂栫▼瀛︿範(www.23673.com)鎻愪緵浜嗙紪绋嬬殑鍩虹鎶鏈暀绋, 浠嬬粛浜咹TML銆丆SS銆丣avascript銆丳ython锛孞ava锛孯uby锛孋锛孭HP , MySQL绛夊悇绉嶇紪绋嬭瑷鐨勫熀纭鐭ヨ瘑銆 鍚屾椂鏈珯涓篃鎻愪緵浜嗗ぇ閲忕殑鍦ㄧ嚎瀹炰緥锛岄氳繃瀹炰緥锛屾偍鍙互鏇村ソ鐨勫涔犵紪绋嬨
django, flask, angularjs, vuejs, mariadb, memcached, oracle, mangodb, redis, gulp, hadoop, spark, linux, grunt, node, mysql, bootstrap, bootstrap4, python, python3, javascript, css3, codingdict, html, java, structs2, hibernate, spring, servlet, jdbc, jquery
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鐏槦鎶鏈珯 - IT鎶鏈崥瀹
鐏槦鎶鏈珯锛両T鎶鏈崥瀹紝涓昏娑夊強java寮鍙戙乄EB搴旂敤寮鍙戙佹悳绱㈠紩鎿庛佹暟鎹簱銆佺郴缁熸灦鏋勩佺▼搴忚璁°佹ц兘浼樺寲銆丣AVA瀹瑰櫒鎶鏈乭tml鍜宩s鍓嶇鎶鏈瓑杞欢寮鍙戞柟鍚戙
spring, netty, css3, html5, javascript, redis, elasticsearch, boot, rabbitmq, tomcat, nginx, java, mysql, jetty, mybatis, oracle
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Navicat瀹樻柟鎺堟潈缁忛攢鍟哶Navicat Mysql鏁版嵁搴撶鐞嗗伐鍏蜂笅杞
Navicat涓枃鐗堟槸寮哄ぇ鐨勫彲瑙嗗寲鏁版嵁搴撶鐞嗗伐鍏, 鐢ㄤ簬寮鍙戝拰绠$悊MySQL|SQL Server|SQLite|Oracle绛夋暟鎹簱, Navicat浠ョ洿瑙夊寲鐨勫浘褰㈢敤鎴风晫闈㈢鍚堟暟鎹簱绠$悊鍛樸佸紑鍙戜汉鍛樺強涓皬浼佷笟鐨勯渶瑕侊紝鍙互绠鍖栨暟鎹簱鐨勭鐞嗗強闄嶄綆绯荤粺绠$悊鎴愭湰銆
navicat, premium, mysql
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Jspxcms - 涓撴敞浜庡紑婧怞ava缃戠珯鍐呭绠$悊绯荤粺 - java cms,jsp cms
Jspxcms鏄伒娲荤殑銆佹槗鎵╁睍鐨勩佷紒涓氱骇寮婧愮綉绔欏唴瀹圭鐞嗙郴缁(java cms, jsp cms)锛屾敮鎸佸缁勭粐銆佸绔欑偣銆佺嫭绔嬬鐞嗙殑缃戠珯缇わ紝鏀寔Oracle銆丼QLServer銆丮ySQL绛夋暟鎹簱銆
java, jspxcms
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浜轰汉寮婧
renren-security銆乺enren-fast鏄汉浜哄紑婧愮ぞ鍖洪噰鐢⊿pring銆丮yBatis銆丼hiro缂栧啓鐨勫悗鍙拌剼鎵嬫灦妗嗘灦锛屾敮鎸丮ySQL銆丱racle銆丼QL Server銆丳ostgreSQL鏁版嵁搴擄紝鏀寔鍒嗗竷寮忛儴缃诧紝鑳藉鏈夋晥闄嶄綆浼佷笟寮鍙戞垚鏈紝鎻愬崌寮鍙戞晥鐜
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Database Journal – Daily Database Management & Administration News and Tutorials
Discover Database Journal for all of your database professional needs. Offers daily database news, articles, and tutorials for major databases including Oracle, SQL Server, DB2, and MS Access.
database, server, access, oracle, programming, journal, management, program, administration, administrator
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Solved Aptitude Questions and Answers | interview questions Online mock test
Aptitude Questions with answers | Solved interview Question papers | Online aptitude test Questions & solutions | Competitive Exams aptitude Questions & puzzles such as bank exam Railway Exam & other Government Exam Question papers
questions, aptitude, answers, solved, problems, online, interview, calculation, distance, verbal, important, problem, placement, download, area, test, exam, papers, infosys, solution, wipro, examples, bank, ability, check, formula, permutation, question, formulas, oracle, decimal, programming, java, railway, time, trains, panel, arithmetic, profit, simple
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codesd.com
xcode, multithreading, algorithm, windows, excel, django, bash, swift, node, html5, list, spring, linq, forms, winforms, performance, oracle, database, codes, eclipse, perl, mysql, arrays, html, python, javascript, jquery, android, iphone, angularjs, ajax, linux, java, string, json, regex, ruby
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DataScience.com | Enterprise Data Science Platform Provider
Oracle''s DataScience.com offers a powerful enterprise data science platform that enables data science teams to organize work, access data and computing resources, and build, train, deploy, and manage models in the Oracle Cloud. Learn more about Oracle''s Data Science Cloud Service.
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Interview Questions Open Database - GeekInterview.com
GeekInterview.com is an Open Database where you can share Interview questions from your interviews and get answers from experts.
questions, interview, mainframe, sqlserver, networking, software, warehousing, data, testing, mysql, microsoft, placement, tech, papers, certification, j2ee, java, practice, oracle
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Programering - Just for programmers
Programering is a site for the programmers, discuss the programming problems and solutions, sharing programming experience and skills.
mysql, jquery, oracle, android, javascript, windows, linux, java, programering
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Informatica, Oracle, Netezza, Unix, Hadoop Tutorials and Examples
A data warehouse blog contains examples, interview questions and tutorials on Sql, Oracle Plsql, Unix Commands, Linux Commands, Informatica and Netezza.
informatica, linux, questions, interview, unix, tutorials, command, examples, commands, tutorial, oracle, transformations
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Employee Referral Software | RolePoint Talent Acquisition Technology
Find out how our talent acquisition software will help you to hire better, including employee referrals, internal mobility and optimized apply technology.
software, taleo, talent, acquisition, employee, apply, technology, referral, edition, business, icims, kenexa, refer, home, page, peoplefluent, enterprise, application, avature, oracle, successfactors, bullhorn, greenhouse, site, tracking, system, smartrecruiters, middleware, angelpad, francisco, angel, saas, referrals, rolepoint, recruitment, london, integration, careers, mobility, internal
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Free online computer courses. Become a geek!
geek-university.com offers a variety of free online computer courses. Learn Linux, CCNA, VMware Player, Python, Oracle VirtualBox and much more!
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IT Industrial Training, Java, .Net, Php, Oracle, Sas, Training Institutes In Delhi, Noida, Ghaziabad, Gurgaon, Faridabad, Greater Noida.
Industrial Training:DUCAT offers best IT training like Java .Net PHP Oracle program with live project by industry expert In Noida, Ghaziabad, Gurgaon, Faridabad, Greater Noida.
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Cours Gratuits pdf PDF362 | Exercicescours.com
Top Cours Gratuits pdf
gratuit, cours, windows, 2007, outlook, gestion, 2010, ssiap, revit, word, photoshop, oracle, office, telecharger, informatique, vsat, basic, visual, urbanisme, webdesign, unix, xhtml, economie, java, telechargement, livre, windev, universitaire, financiere, webmaster, sketchup, physique, nucleaire, quarkxpress, operationnelle, recherche, controle, maintenance, excel, ressources
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titus.kz - 袗谐械薪褌褋褌胁芯 谐褉邪卸写邪薪褋泻芯泄 卸褍褉薪邪谢懈褋褌懈泻懈
software, hardware, oracle, download, titus
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TekStream Solutions
A partner of Oracle Consulting, TekStream blends business consulting and technology implementation to help companies manage content and web-based services.
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Essential Magic
Magic the Gathering decks, combos, strategy, and the best card search engine on the web!
magic, search, decks, gathering, combos, ravnica, 2014, gatecrash, modern, masters, maze, database, deck, engine, card, builder, oracle, articles, collection, return
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- 袨褎懈褑懈邪谢褜薪褘泄 褋邪泄褌 谐邪蟹械褌褘 芦袨褉邪泻褍谢禄
袨褉邪泻褍谢 卸褍褉薪邪谢 褝蟹芯褌械褉懈褔械褋泻懈褏 蟹薪邪薪懈泄 - 邪褋褌褉芯谢芯谐懈褔械褋泻懈械 锌褉芯谐薪芯蟹褘, 谐邪写邪薪懈褟, 褋芯薪薪懈泻懈 懈 屑薪芯谐芯械 写褉褍谐芯械
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SQL Indexing and Tuning e-Book for developers: Use The Index, Luke covers Oracle, MySQL, PostgreSQL, SQL Server, ...
SQL indexing and tuning tutorial for developers. No unnecessary database details鈥攋ust what developers need to know. Covers all major SQL databases.
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PSOUG.org - Oracle PL/SQL Database Code Library and Resources | Examples | Syntax | DBMS Packages | PL/SQL | SQL |
Oracle PL/SQL examples, syntax, DBMS packages, string, timestamp, substring, PHP code, and Javascript Code Reference Library (formerly known as Morgan''s Library)
oracle, primary, date, select, analyze, alter, constraint, oratech, code, mysql, library, snippets, oracel, javascript
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Technical, Professional and Vocational Training Courses with Certification @ Multisoft Systems
Enroll for the professional and certification courses delivered through project training. Online courses and e-learning helps the candidates to learn technical training on their own.
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Go4Expert
Programming And Web Development Community
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DB Designer - Online Database Design & Modeling Tool
FREE fully-featured visual database schema designer. Design database model online and generate SQL script with no coding or experience. SQL, MySQL, PostgreSQL, Oracle & SQLite modeling by DbDesigner.net
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Computer Certifications - Free IT Career Certifications Training, Study Guides and Practice Exams by Certiology
We provide free IT Certification practice tests, study guides and networking tutorials mainly focused on Microsoft, Cisco, CWNP, Citrix, Oracle, CompTIA, Linux and many other Computer Certifications.
certification, certifications, comptia, linux, microsoft, computer, cisco, tech, certs, citrix, cwnp
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Business intelligence (BI) software and data analytics tools
Gain a Single Version of Truth and perform any type of data analysis across the entire organization, making the most all in one BI&CPM...
board, solution, tools, intelligence, software, business
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Love Sign Compatibility and 2019 Horoscopes | Ask Oracle
Offers Zodiac Sign Compatibility and Daily, Weekly, Monthly, Yearly, Love and Money Horoscopes for 2019
love, money, horoscopes, 2019, yearly, monthly, sign, compatibility, daily, weekly, zodiac
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棣栭爜 | CodeData
璜囪珖绋嬪紡闁嬬櫦锛欽ava銆丱racle銆丮ySQL銆丠TML5銆丣avaScript
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Automotive Lighting Store | ORACLE Lighting
Oracle Lighting offers lighting products for Fords, Audis, Chevrolets, Hondas, and much more. Input your car's make, model, and year, and view our inventory.
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Home - SolarWinds
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Cursos de Java, PHP, ORACLE, SQL, Visual Basic, .NET, Dreamweaver, Flash, Photoshop, Illustrator, Diseño Web, Programacion
Centro de Capacitacón en las principales tecnologías de la Informacón. Desde 2006 trabajamos para crear oportunidades de progreso transformando la vida profesional de las personas. Contamos con más de 250 cursos en Tecnología en todos los niveles para acompañar a todos en las distintas etapas de su formacón.
server, illustrator, photoshop, seguridad, digital, marketing, android, basic, visual, linux, windows, oracle, java
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鐭ョ殑濂藉蹇 - 蹇冭荡銇忋伨銇俱伀
蹇冭荡銇忋伨銇俱伀
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shimidai2100 | 浜恒伄浠曚簨銈掑オ銇嗐併仢銈屻亴绉併伄浣垮懡銆
Oracle Database銇с伅DB浣滄垚鏅傘伀銉囥儠銈┿儷銉堛仹銉戙偣銉兗銉夈儩銉偡銉笺亴閬╃敤銇曘倢銆佷竴瀹氭湡闁撶祵閬庛仚銈嬨仺銉︺兗銈躲兗銇屻儹銉冦偗銇曘倢銇︺仐銇俱亜銇俱仚銆傘仾銇奜racle Database銇с伅銉椼儹銉曘偂銈ゃ儷銇с儜銈广儻銉笺儔銉濄儶銈枫兗銈掔鐞嗐仐銇︺亰銈娿併儣銉儠銈°偆銉倰澶夋洿銇欍倠銇撱仺銇с儜銈广儻銉笺儔銉濄儶銈枫兗銈掑鏇淬仚銈嬨亾銇ㄣ亴銇с亶銇俱仚銆
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Oracle浣裤亜銇儘銈垮赋
IT銈ㄣ兂銈搞儖銈㈠悜銇戙伄SQL銉汇儑銉笺偪銉欍兗銈筎ips
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Oracle鍒濆績鑰呫仹銈傘偣銉冦偔銉倧銇嬨倠 | Oracle銉汇儑銉笺偪銉欍兗銈瑰叆闁銈点偆銉堛傚垵蹇冭呫仹銈傘倧銇嬨倠瑙h銇傘倞锛
锘匡豢锘(adsbygoogle = window.adsbygoogle || []).push({});Oracle鍏ㄨ埇 銆孫racle銇洠銇椼亜銆嶃仺銇勩亞瑾よВ Oracle銈掑媺寮枫仚銈嬨仧銈併伄銇娿偣銈广儭鏈伅銇撱仭銈夛紒 Oracle銇皫鍏ヤ簨渚
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takakisan
Python銈掍娇銇c仸FX鑷嫊鍙栧紩銈枫偣銉嗐儬&Twitter銉溿儍銉堛倰鍒朵綔銇椼仧銇仹绱逛粙銇椼伨銇欍
linux, wordpress, free, public, laravel, mysql, config, automator, jpegoptim, google, apps, script, beautifulsoup, selenium, oracle, kill, session, database, python
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Oracle Buys Wercker
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Oracle Marketing Cloud and Data Cloud Privacy Policy | Oracle
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ProTech | Corporate Training, Consulting & Software
ProTech provides technical training including Microsoft, Linux, Java, Oracle, IBM, Project Management, VMWare, Perl, Internet Security & more.
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Planet Source Code home page
Need programming help? We''ve got your covered. 14.2 million lines of source code examples to build from.4.2 thousand tutorials and articles to learn from.Discussion boards, coding contests with prizes, and 2 thousand open programming jobs.
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Ecole supérieure, Formation télécommunication, Formation management, Formation informatique, formation marketing
MIT University de Dakar, agréé par l''Etat du Sénégal, forme des techniciens et cadres supérieurs rompus aux meilleures pratiques professionnelles, dans les domaines de l''Informatique, réseaux Télécommunications, Génie logiciel, Management, Finance, Marketing et du commerce avec des programmes dynamiques et favorisant le développement des compétences et l''insertion professionnelles. Il intègre les principales technologiques de l''industrie et du monde du travail, comme Cisco, Microsoft, Oracle, Google, linux, PMP, ITIL.
formation, informatique, certification, licence, master, microsoft, gestion, management, marketing, dakar, cisco, university, infographie, ressources, humaines, finance, education, linux, fomation, maintenance, ecole, webmaster, informatiques
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协薪褑懈泻谢芯锌械写懈褟 泻邪褉褌 孝邪褉芯 懈 芯褉邪泻褍谢芯胁 Rozamira
袚邪谢械褉械懈 褌邪褉芯 懈 芯褉邪泻褍谢芯胁, 谢懈褌械褉邪褌褍褉邪 懈 袦袘袣 锌芯 褌邪褉芯, 芯褉邪泻褍谢邪屑, 褉褍薪邪屑, 懈蟹写邪褌械谢褜褋褌胁邪 褌邪褉芯, 屑邪谐邪蟹懈薪褘 褌邪褉芯
tarot, oracle, rozamira
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As part of this blog post we will see detailed instructions about setting up development environment for Spark and Hadoop application development using Windows. We have used Windows 10 for this demo using 64 bit version on Setup development environment on Windows For each of the section we will see Why we need to perform the step? How to perform the step? How we can validate whether it is working as expected? We will also develop few programs to validate whether our setup is progressing as expected or not In case you run into any issues, please log those in our forums Click here for the coupons for our content. Our training approach is certification oriented. Click here to go to our state of the art lab to practice Spark hands on for more realistic experience Setup Development environment on Windows We are considering fresh Windows laptop. We will start with Java/JDK on Windows laptop and we will go through step by step instructions to setup Scala, sbt, WinUtils etc. For integrated development using IntelliJ Typically programming will be done with IDEs such as IntelliJ IDEs are typically integrated with other tools such as git which is code versioning tool. Tools like git facilitate team development. sbt is build tool for Scala. Once applications are developed using IDE, they are typically built using tools like sbt WinUtils is required for HDFS APIs to work on Windows laptop Unless java is setup and validated successfully do not go further. If you need our support, please log the issues in our forums. Setup Java and JDK Steps are almost same as demonstrated for Mac as well as Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK? Go to official page of Oracle where downloads are available Accept the terms and download 64 bit version How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Setup Scala with IntelliJ Steps are almost same as demonstrated for Mac as well as Linux Now install IntelliJ There are 2 versions of IntelliJ community edition and聽enterprise edition Community edition is free and at times you need to install additional plugins Enterprise edition is paid and supported and comes with most of the important plugins pre-installed. Also set of plugins are bundled together as part of enterprise edition Unless you have corporate license for now consider installing community edition. Why IntelliJ? IntelliJ is created by JetBrains and it is very popular in building IDEs which boost productivity in team development Scala and SBT can be added as plugins using IntelliJ Most commonly used tools such as git comes out of the box for versioning the code in the process of application development by teams. How to Install? Go to the downloads page and make sure right version is chosen. Once downloaded, just double click on installable and follow typical installation process How to validate? We will develop a program as part of next section to validate. Develop Hello World Program We will see how to create first program using Scala as sbt project. Steps are almost same as demonstrated for Mac as well as Linux Click on New Project For the first time, it selects java by default. Make sure to choose Scala and then sbt Give name to the project -> spark2demo Choose right version of Scala -> 2.11.12 Choose right version of sbt ->聽0.13 It will take some time to setup the project Once done you will see src directory with the structure src/main/scala src/main/scala is base directory for scala code build.sbt under project name - name of the project version - project version (0.1) scalaVersion - scala version (2.11.12) name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" Steps to develop HelloWorld program Right click on src/main/scala Choose Scala Class Give name as Hello World and change type to object Replace the code with below code object HelloWorld { def main(args: Array): Unit = { println("Hello World") } } Right click and run the program You should see Hello World in the console Make sure IntelliJ setup with Scala is done and validated by running Hello World program. In case of any issues, please log in our forums. Setup sbt and run application Once the application is developed, we need to build jar file and migrate to higher environments. sbt is the build tool which is typically used for Scala based projects. Why sbt? To build scala based applications to jar file Validate jar file to make sure program is running fine How to setup sbt? Setup sbt by downloading relevant downloadable from this link For Windows use Microsoft Installer (msi) For Mac install using brew How to validate sbt? Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path Run program by using sbt run command You should see Hello World printed on the console Add Spark dependencies to the application As we are done with validating IntelliJ, Scala and sbt by developing and running the program, now we are ready to integrate Spark and start developing Scala based applications using Spark APIs. Steps are almost same as demonstrated for Mac as well as Linux Update build.sbt by adding libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Enable auto-import or click on refresh on type right corner It will take some time to download dependencies based on your internet speed Be patient until all the spark based dependencies are downloads. You can expand External Dependencies in project view to see list of jars downloaded. build.sbt will look like this name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Setup WinUtils to get HDFS APIs working Not required for Mac or Linux Why to install winutils? In the process of building data processing applications using Spark, we need to read data from files Spark uses HDFS API to read files from several file systems like HDFS, s3, local etc For HDFS APIs to work on Windows, we need to have WinUtils How to install winutils? Click here to download 64 bit winutils.exe Create directory structure like this C:/hadoop/bin Setup new environment variable HADOOP_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: HADOOP_HOME Value: C:\\hadoop聽(don't include bin) Also choose聽Path and聽click on Edit Click on Add Add new entry聽%HADOOP_HOME%\\bin Setup Data sets You need to have data sets setup for your practice. Steps are almost same as demonstrated for Mac as well as Linux Go to our GitHub data repository You can setup data sets in 2 ways If you have git, you can clone to the desired directory on your PC Otherwise use download, it will download zip file Unzip and copy to C:\\data You will have multiple datasets ready for your practice Develop first spark application Now we are ready to develop our first Spark application. Steps are almost same as demonstrated for Mac as well as Linux Go to src/main/scala Right click and click on New -> Package Give the package name as retail_db Right click on retail_db and click on聽New聽->聽Scala Class Name: GetRevenuePerOrder Type: Object Replace the code with this code snippet package retail_db import org.apache.spark.{SparkConf, SparkContext} object GetRevenuePerOrder { def main(args: Array): Unit = { val conf = new SparkConf(). setMaster(args(0)). setAppName("Get revenue per order") val sc = new SparkContext(conf) sc.setLogLevel("ERROR") val orderItems = sc.textFile(args(1)) val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.saveAsTextFile(args(2)) } } Program takes 3 arguments args(0) -> execution mode args(1) -> input path args(2) -> output path Running the application Go to Run menu -> Edit Configurations Add new application Give application name聽GetRevenuePerOrder Choose main class: retail_db.GetRevenuePerOrder Program arguments:聽local Use classpath for module: Choose聽spark2demo Click on Apply and then Ok Now you can run the application by right clicking and choosing聽Run "GetRevenuePerOrder" Go to output path and check files are created for output or not Build jar file Let us see how we can build the jar file and run it. Steps are almost same as demonstrated for Mac as well as Linux Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path It will be typically /target/scala-2.11/spark2demo_2.11-0.1.jar We can also run using sbt "run-main" sbt "run-main retail_db.GetRevenuePerOrder local " Now you are ready with the jar file to get deployed. If聽you have any issues please raise it in our forums. Download and Install Spark on Windows Now let us see the details about setting up Spark on Windows Skip this for Mac or Linux (we will see again after setting up Ubuntu using Windows subsystem for Linux) Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Install 7z so that we can unzip and untar spark tar ball, from here Download spark 2.3 tar ball by going here Choose Spark Release: 2.3.0 Choose a package type:聽Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use 7z software to unzip and under to complete setup of spark We need to configure environment variables to run Spark any where Keep in mind that Spark is not very well supported on Windows and we will see how to setup on Ubuntu using Windows subsystem for Linux. Configure environment variables for Spark Let us see how we can configure environment variables of Spark Skip this for Mac or Linux Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under聽C:\\spark-2.3.0-bin-hadoop2.7 Setup new environment variable SPARK_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: SPARK_HOME Value: C:\\spark-2.3.0-bin-hadoop2.7聽(don't include bin) Also choose聽Path and聽click on Edit Click on Add Add new entry聽%SPARK_HOME%\\bin How to validate? Go to any directory and run spark-shell Run Spark job using spark-shell Using spark-shell we can validate ad hoc code to confirm it is working. It will also confirm whether the installation is successful or not. Skip this for Mac or Linux Run spark-shell Execute this code and make sure it return results val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.take(10).foreach(println) On Windows after showing the output, it might throw the exception. Run Spark application using Spark submit We can validate the jar file by using spark-submit Skip this for Mac or Linux spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Setup Ubuntu using Windows subsystem for Linux Now let us see how we can setup Ubuntu on Windows 10 Skip this for Mac or Linux Why to setup Ubuntu? Windows is not completely fool proof in running spark jobs. Using Ubuntu is better alternative and you will run into fewer issues Using Windows subsystem for Linux we can quickly set up Ubuntu virtual machine How to setup Ubuntu using Windows subsystem for Linux? Follow this link to setup Ubuntu using Windows subsystem for Linux Complete the setup process by giving username for the Ubuntu virtual machine Accessing C Drive using Ubuntu built using Windows subsystem for Linux Skip this for Mac or Linux It is better to understand how we can access C drive in Ubuntu built using subsystem for Linux It will facilitate us to access files in C drive In Linux root file system starts with / and does not have partitions like C drive The location of C drive is /mnt/C Setup Java and JDK on Ubuntu Skip this for Mac or Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK on Ubuntu? sudo add-apt-repository ppa:webupd8team/java sudo apt-get update sudo apt-get install oracle-java8-installer How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Download and Untar Spark Now let us see the details about setting up Spark on Ubuntu or any Linux flavor or Mac. Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Download spark 2.3 tar ball by going here. We can use wget to download the tar ball. Choose Spark Release: 2.3.0 Choose a package type:聽Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use tar xzf command to untar and unzip tar ball -聽tar xzf spark-2.3.0-bin-hadoop2.7.tgz We need to configure environment variables to run Spark any where Setup Environment Variables - Mac or Linux Let us see how we can configure environment variables of Spark Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under /Users/itversity/spark-2.3.0-bin-hadoop2.7 on Mac /mnt/c/spark-2.3.0-bin-hadoop2.7 on Ubuntu built using Windows subsystem Setup new environment variable SPARK_HOME and update PATH Make sure to restart terminal (no need to reboot the machine) # On Mac - .bash_profile export SPARK_HOME=/Users/itversity/spark export PATH=$PATH:$SPARK_HOME/bin:$SPARK_HOME/sbin # On Ubuntu built using Windows subsystem for Linux - .profile export SPARK_HOME=/mnt/c/spark-2.3.0-bin-hadoop2.7 export PATH=$PATH:$SPARK_HOME/bin How to validate? Go to any directory and run spark-shell val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.take(10).foreach(println) Run jar file using Spark Submit We can validate the jar file by using spark-submit spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Conclusion and where to go from here This post covers how to set up development environment to work on Spark projects using Scala as a team However to gain in-depth knowledge of Spark, you can follow our content and practice on our state of the art big data cluster Click here for the coupons for our content Click here to go to our state of the art lab to practice Spark hands on for more realistic experience
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