{"id":10711,"date":"2021-10-14T13:47:09","date_gmt":"2021-10-14T11:47:09","guid":{"rendered":"https:\/\/www.mainstream.rs\/?p=10711"},"modified":"2024-10-30T09:59:00","modified_gmt":"2024-10-30T09:59:00","slug":"kako-inovativne-kompanije-stvaraju-vrednost-od-podataka","status":"publish","type":"post","link":"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/","title":{"rendered":"Od legacy tehnologija do hibridnih data platformi &#8211; Kako inovativne kompanije stvaraju vrednost od podataka"},"content":{"rendered":"\n<p>Uprkos glasnim i u\u010destalim proklamacijama da su cloud tehnologije nova realnost, da se poslovanje mora odvijati na cloudu, mnoge velike kompanije sa legacy sistemima, od kojih neki datiraju i vi\u0161e decenija, se ne opra\u0161taju od tih sistema, naprotiv. Koriste ih i nastavi\u0107e da ih koriste u okviru <strong><a href=\"https:\/\/www.mainstream.rs\/usluge\/konsultacije\/cloud-strategija\/\" class=\"ek-link\">hibridne cloud strategije<\/a><\/strong>.<\/p>\n\n\n\n<p>Razlozi za kori\u0161\u0107enje legacy sistema u digitalnoj eri su \u010desto i vi\u0161e nego legitimni. Primera radi, kompanije mogu imati kompleksne nivoe integracije u poslovne sisteme koji ne mogu da se prebace na cloud uz lift and shift metodu. Istovremeno, primena novih enterprise sistema se sve vi\u0161e odvija u cloudu, stvaraju\u0107i takozovane informacione silose: fragmetirane podatke unutar legacy i novog, cloud okru\u017eenja. Dodatno, analiti\u010dki i BI timovi moraju da se nose sa izazovima integracije i analize podataka sa dve ili vi\u0161e data platformi. S tim u vezi otvaraju se brojna pitanja.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/#Hibridna_data_strategija_kao_odgovor_na_izazove\" >Hibridna data strategija kao odgovor na izazove<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/#Kako_odabrati_prave_tehnologije_i_partnera_za_data_transformaciju\" >Kako odabrati prave tehnologije i partnera za data transformaciju?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/#Arhitektura_data_platformi_ETL_ili_ELT\" >Arhitektura data platformi: ETL ili ELT?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/#Organizacija_za_optimalnu_data_strategiju\" >Organizacija za optimalnu data strategiju<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hibridna_data_strategija_kao_odgovor_na_izazove\"><\/span>Hibridna data strategija kao odgovor na izazove<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Kako ukinuti informacione barijere? Kako uklopiti razli\u010dita re\u0161enja i analiti\u010dke platfome? Gde prona\u0107i podr\u0161ku za transformaciju data strategije koja uti\u010de na razvoj biznisa, iskustvo zaposlenih ali i krajnjih korisnika? <\/p>\n\n\n\n<p>Diskutuju\u0107i na temu hibridnih data platformi, panelisti <strong>Milan Bukorovi\u0107, Chief Technology Offier u kompaniji Nelt, Ivan Karlovi\u0107, direktor za analitiku i podatke u Norwegian Airlines i Dimitar Dilov, Chief Risk Officer u Raiffeisen banci<\/strong> podelili su svoja iskustva, ste\u010dena kroz brojne projekte enterprise transformacije. Panel je moderirao Aleksandar Nedeljkovi\u0107, Chief Business Officer u Mainstreamu.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/09\/A7307743_optimized_2_850x-1.jpg\" alt=\"hibridne data platforme\" class=\"wp-image-10327\"\/><\/figure>\n\n\n\n<p>Za Nelt, lidera u domenu distribucije i logistike, strategija upravljanja podacima se pokazala kao na\u010din da se iz mora informacija kreira dodatna poslovna vrednost.<\/p>\n\n\n\n<p><strong>\u201cNelt je definisao potrebu da izvr\u0161io <a href=\"https:\/\/www.mainstream.rs\/case-studies\/nelt-group\/\">procenu digitalne zrelosti<\/a>, koju smo sproveli uz saradnju sa Mainstream i Microsoft ekspertima. Jedan od zaklju\u010daka je bio da na\u0161a kompanija barata sa velikom koli\u010dinom podataka iz kojih ne stvara poslovnu vrednost, bar ne u potpunosti,\u201d objasnio je Milan Bukorovi\u0107.<\/strong><\/p>\n\n\n\n<p>Prema njegovim re\u010dima, NELT je uvideo da je transformacija podataka, odnosno na\u010dina upravljanja podacima i analitikom, okosnica jedne \u0161ire transformacije \u2013 na\u010dina rada. Ali, put od ostvarivanja do postavljanja ciljeva je dug i mnogo je faktora na koje treba obratiti pa\u017enju kao \u0161to je spoznaja samih podataka koje kompanija generi\u0161e, forma (da li su u pitanju struktuirani ili nestruktuirani podaci), odluke o tome gde \u010duvati i za \u0161ta koristiti podatke.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Milan-Bukorovic-Nelt-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-10743\" style=\"width:512px;height:512px\" srcset=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Milan-Bukorovic-Nelt-1-1024x1024.jpg 1024w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Milan-Bukorovic-Nelt-1-300x300.jpg 300w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Milan-Bukorovic-Nelt-1-150x150.jpg 150w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Milan-Bukorovic-Nelt-1-768x767.jpg 768w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Milan-Bukorovic-Nelt-1.jpg 1201w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>Umesto da se podaci objedine u jednom sistemu, hibridna data strategija omogu\u0107ava kompanijama da \u010duvaju podatke u strukturama koje najbolje odgovaraju njihovoj svrsi. Mogu\u0107nost izbora za upravljanje podacima je danas, naglasio je Ivan Karlovi\u0107, ve\u0107a nego ikada.<\/p>\n\n\n\n<p>\u201cRanije se sve \u010duvalo on-premise. Danas postoje sjajne kombinacije sopstvenih i cloud tehnologija, \u0161to je Norwegian Airlines prepoznao kao strate\u0161ki bitno, \u201c rekao je Karlovi\u0107, ilustruju\u0107i sopstvenim primerom da su i lo\u0161a vremena dobra prilika da se razmotri poslovna analitika.<\/p>\n\n\n\n<p><strong>\u201cNorwegian Airlinesu sam se pridru\u017eio 17 dana nakon prvog norve\u0161kog zaklju\u010davanja. \u010cak i tada, u nepoznanici, na\u0161 CEO je za analitiku govorio je to ne\u0161to \u0161to moramo raditi. Moramo izgraditi temelje, birati odgovaraju\u0107e platforme i tehnologije da bismo kasnije stvorili vrednost.\u201d<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kako_odabrati_prave_tehnologije_i_partnera_za_data_transformaciju\"><\/span>Kako odabrati prave tehnologije i partnera za data transformaciju?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u201cAko alat ne mo\u017ee lako da se integri\u0161e u na\u0161e poslovanje, to za nas nije dobar alat,\u201d naglasio je Dimitar Dilov. Govore\u0107i o specifi\u010dnosti bankarskog sektora iz kog dolazi, Dilov je istakao va\u017enost uskla\u0111enosti sa regulativama koje se ti\u010du podataka, kao \u0161to je General Data Protection Regulation (GDPR). Tu su, kako je rekao, zahtevi veoma strogi, dok se sa internim analizama mogu praviti kompromisi.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Dimitar-Dilov-Raiffeisen-1024x1024.jpg\" alt=\"\" class=\"wp-image-10712\" style=\"width:512px;height:512px\" srcset=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Dimitar-Dilov-Raiffeisen-1024x1024.jpg 1024w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Dimitar-Dilov-Raiffeisen-300x300.jpg 300w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Dimitar-Dilov-Raiffeisen-150x150.jpg 150w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Dimitar-Dilov-Raiffeisen-768x767.jpg 768w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Dimitar-Dilov-Raiffeisen.jpg 1201w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>Obzirom da te\u017ei da zadovolji zahteve \u201cdva razli\u010dita sveta\u201d, Raiffeisen banka koristi \u0161irok spektar analiti\u010dkih alata, kao i dve cloud platforme: <strong><a href=\"https:\/\/www.mainstream.rs\/usluge\/cloud\/public-cloud\/aws-cloud-management\/\" class=\"ek-link\">Amazon Web Services<\/a><\/strong> i <strong><a href=\"https:\/\/www.mainstream.rs\/usluge\/cloud\/public-cloud\/azure-cloud-management\/\" class=\"ek-link\">Micorosoft Azure<\/a><\/strong>. Sa druge strane, Norwegian Airlines te\u017ei da uspostavi single cloud re\u0161enje. Za ovu kompaniju, izbor cloud partnera se zasnivao na ekosistemu partnera \u2013 provajdera analiti\u010dkih re\u0161enja.<\/p>\n\n\n\n<p>\u201c\u010cinjenica da koristimo isti cloud kao na\u0161 provajder nas \u010dini agilnijim,\u201d zaklju\u010dio je Ivan Karlovi\u0107, dodaju\u0107i da je platformska podr\u0161ka za kori\u0161\u0107enje analitike klju\u010dna.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Arhitektura_data_platformi_ETL_ili_ELT\"><\/span>Arhitektura data platformi: ETL ili ELT?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Kada je re\u010d o arhitekturi data platformi, kompanije mogu da biraju izme\u0111u najmanje dva puta \u2013 ETL i ELT. Glavna izme\u0111u ovih pristupa se ogleda u tome gde se podaci transformi\u0161u. U prvom modelu (Extract, transform, load) transformacija se doga\u0111a pre nego nego \u0161to se podaci u\u010ditaju u Data Warehouse dok se u drugom (Extract, load, transform) podaci unose bez ikakvih formatiranja i transformi\u0161u u samom Data Warehouseu. Kako izabrati adekvatan model i kakvo je po tom pitanju bilo iskustvo sistema kao \u0161to je Nelt, koji dnevno generi\u0161e i do 10.000 transakcija i faktura?<\/p>\n\n\n\n<p>\u201cETL ili ELT? To je individualno i zavisi od va\u017eeg okru\u017eenja, digitalne zrelosti i drugih faktora. Mi smo o tome imali duge rasprave pre nego \u0161to smo zaklju\u010dili da na\u0161em modelu odgovara ELT, \u201c podvukao je Milan Bukorovi\u0107.<\/p>\n\n\n\n<p>Mo\u017eda i najve\u0107a prednost ELT modela je brzina u\u010ditavanja kao i dostupnost sirovih podataka koji nisu transformisani pre u\u010ditavanja u Data Warehouse. Kona\u010dan izbor, me\u0111utim, zavisi od raznih faktora poput postoje\u0107e mre\u017ene infrastrukture, bud\u017eeta i mere u kojoj kompanija ve\u0107 koristi cloud i big data tehnologije.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Organizacija_za_optimalnu_data_strategiju\"><\/span>Organizacija za optimalnu data strategiju<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Poslovna zajednica je svesna da su za kori\u0161\u0107enje analiti\u010dkih platformi tehnologija, najva\u017eniji &#8211; ljudi. Nema nikakve sumnje da je data nau\u010dnik (data scientist) zanimanje u usponu, ali \u010dak i korisnici koji nisu specijalizovani u domenu podataka moraju unaprediti svoje znanje.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Ivan-Karlovic-Norwegian-1024x1024.jpg\" alt=\"\" class=\"wp-image-10716\" style=\"width:512px;height:512px\" srcset=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Ivan-Karlovic-Norwegian-1024x1024.jpg 1024w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Ivan-Karlovic-Norwegian-300x300.jpg 300w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Ivan-Karlovic-Norwegian-150x150.jpg 150w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Ivan-Karlovic-Norwegian-768x767.jpg 768w, https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/Ivan-Karlovic-Norwegian.jpg 1201w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>\u201cUvi\u0111amo da se pove\u0107ava tra\u017enja za ljudima koji poznaju nove tehnologije kao \u0161to su cloud i alati su procesiranje podataka. Mi smo u domenu rizika krenuli da motivi\u0161emo na\u0161e ljude da odlaze na obuke, sti\u010du sertifikate. \u017delimo da interno pove\u0107amo svest na\u0161ih ljudi u banci o podacima i da ih podstkemo da razviju data ve\u0161tine,\u201d objasnio je Dimitar Dilov.<\/p>\n\n\n\n<p>Ista linija \u201cpodizanja svesti\u201d je primenljiva i za menad\u017ement kompanija, koji ponekad ostaje u mraku u vezi sa vredno\u0161\u0107u poslovne analitike. U tom domenu bi trebalo, istakao je Ivan Karlovi\u0107, menad\u017ementu predstavljati male pobede na putu ka data transformaciji. Poslednja, ali ne i najmanje va\u017ena stavka je komunikacija.<\/p>\n\n\n\n<p>\u201cSve \u0161to radimo, radimo zbog biznisa, a ne tehnologije. Tu dolazimo i do izazova upravljanja promenama &#8211; ljui su navikli da rade na odre\u0111en na\u010din, navikli su na odre\u0111ene alate, \u201c rekao je Milan Bukorovi\u0107 i dodao da je jasna komunikacija neophodna za uvo\u0111enje bilo kakvih promena u radnom okru\u017eenju.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.mainstream.rs\/wp-content\/uploads\/2021\/08\/shutterstock_578217358-1024x527.jpg\" alt=\"\" class=\"wp-image-9048\"\/><\/figure>\n\n\n\n<p>Jedan od zaklju\u010daka panelista je i da je organizacija analiti\u010dkih projekata danas jednostavnija zahvaljuju\u0107i <strong>cloud tehnologijama<\/strong>. Kompanije vi\u0161e ne moraju da se upu\u0161taju u kompleksne implementaciju alata koje mo\u017eda ni ne\u0107e iskoristiti, ve\u0107 mogu da ih isprobaju i dinami\u010dki menjaju planove na cloudu. Cloud platforme svakako podr\u017eavaju agilan razvoj, smanjuju kapitalne investicije, i jedan su od va\u017enih elemenata hibridne data strategije. Pitanje je samo ima li kompanija tehnolo\u0161ku i industrijsku ekspertizu da dobije maksimum od clouda i stavi ga u slu\u017ebu svoje data transformacije. Ukoliko vam je potrebna podr\u0161ka u ovom domenu, na\u0161i cloud eksperti su tu da vas posavetuju.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Razlozi za kori\u0161\u0107enje legacy sistema u digitalnoj eri su \u010desto i vi\u0161e nego legitimni.<\/p>\n","protected":false},"author":4,"featured_media":10725,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[14],"tags":[197,195],"class_list":["post-10711","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data","tag-cloud-strategija","tag-hibridne-data-platforme"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Kako inovativne kompanije stvaraju vrednost od podataka - Mainstream<\/title>\n<meta name=\"description\" content=\"Cloud platforme podr\u017eavaju agilan razvoj, smanjuju kapitalne investicije, i jedan su od va\u017enih elemenata hibridne data strategije.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/\" \/>\n<meta property=\"og:locale\" content=\"sr_RS\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kako inovativne kompanije stvaraju vrednost od podataka\" \/>\n<meta property=\"og:description\" content=\"Cloud platforme podr\u017eavaju agilan razvoj, smanjuju kapitalne investicije, i jedan su od va\u017enih elemenata hibridne data strategije.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mainstream.eu\/sr\/blog\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\/\" \/>\n<meta property=\"og:site_name\" content=\"Mainstream\" \/>\n<meta property=\"article:published_time\" content=\"2021-10-14T11:47:09+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-30T09:59:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/1200x628-od-legacy-tehnologija-do-hibridnih-data-platformi.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Mainstream\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Kako inovativne kompanije stvaraju vrednost od podataka\" \/>\n<meta name=\"twitter:description\" content=\"Cloud platforme podr\u017eavaju agilan razvoj, smanjuju kapitalne investicije, i jedan su od va\u017enih elemenata hibridne data strategije.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mainstream.eu\/wp-content\/uploads\/2021\/10\/1200x628-od-legacy-tehnologija-do-hibridnih-data-platformi.png\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043e\u0434\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mainstream\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u043e\u0446\u0435\u045a\u0435\u043d\u043e \u0432\u0440\u0435\u043c\u0435 \u0447\u0438\u0442\u0430\u045a\u0430\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 \u043c\u0438\u043d\u0443\u0442\u0430\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mainstream.eu\\\/sr\\\/blog\\\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mainstream.eu\\\/sr\\\/blog\\\/kako-inovativne-kompanije-stvaraju-vrednost-od-podataka\\\/\"},\"author\":{\"name\":\"Mainstream\",\"@id\":\"https:\\\/\\\/mainstream.eu\\\/sr\\\/#\\\/schema\\\/person\\\/2641be85ce58ab61df2554de02b325d3\"},\"headline\":\"Od legacy tehnologija do hibridnih data platformi &#8211; 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