{"id":11750,"date":"2023-03-22T18:07:47","date_gmt":"2023-03-22T17:07:47","guid":{"rendered":"https:\/\/www.mainstream.rs\/?p=11750"},"modified":"2024-10-30T09:57:22","modified_gmt":"2024-10-30T09:57:22","slug":"nova-paradigma-u-svetu-podataka-upoznajte-data-mesh","status":"publish","type":"post","link":"https:\/\/mainstream.eu\/sr\/blog\/nova-paradigma-u-svetu-podataka-upoznajte-data-mesh\/","title":{"rendered":"Nova paradigma u svetu podataka: Upoznajte data mesh"},"content":{"rendered":"\n<p>Potreba za poslovnom analitikom nije nova. O tome svedo\u010di veliki broj sistema namenjenih skladi\u0161tenju i analizi podataka, kao \u0161to su data warehouse sistemi. Ova re\u0161enja ispunjavala su (i jo\u0161 uvek ispunjavaju) svoju svrhu. Me\u0111utim, kako se poslovanje uslo\u017enjava, a podaci koji se generi\u0161u dolaze sa sve vi\u0161e izvora, u vrtoglavom obimu, organizacijama je potrebno da odu korak dalje &#8211; u primenu tehnologija kao \u0161to su jezera podataka (data lakes) i takozvana \u201cscale-out\u201d re\u0161enja koja analiziraju velike koli\u010dine podataka.<\/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\/nova-paradigma-u-svetu-podataka-upoznajte-data-mesh\/#Novi_izazovi_nove_potrebe_novi_pristup_data_arhitekturi\" >Novi izazovi, nove potrebe, novi pristup data arhitekturi<\/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\/nova-paradigma-u-svetu-podataka-upoznajte-data-mesh\/#Sta_je_data_mesh\" >\u0160ta je data mesh?<\/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\/nova-paradigma-u-svetu-podataka-upoznajte-data-mesh\/#Data_mesh_u_akciji_Norwegian_data-driven_transformacija\" >Data mesh u akciji: Norwegian data-driven transformacija<\/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\/nova-paradigma-u-svetu-podataka-upoznajte-data-mesh\/#Kako_AWS_podrzava_data_mesh_arhitekturu\" >Kako AWS podr\u017eava data mesh arhitekturu?<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Novi_izazovi_nove_potrebe_novi_pristup_data_arhitekturi\"><\/span>Novi izazovi, nove potrebe, novi pristup data arhitekturi<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Poslednjih godina, mnoge kompanije uspe\u0161no su primenile moderne arhitektonske i analiti\u010dke \u0161ablone koji kombinuju data warehousing i big data tehnologije. Ovakav pristup, me\u0111utim, ima svoje izazove. Navedene tehnologije naj\u010de\u0161\u0107e se implementiraju kao monolitna re\u0161enja u projektima gde je jedan tim i provajder platforme i izvo\u0111a\u010d integracije podatka. Za manje organizacije ovo ne mora biti problem, ali kori\u0161\u0107enje samo jednog tima u ve\u0107im okru\u017eenjima mo\u017ee da stvori brojna uska grla. Tranzicija ka mikroservisima za razvoj aplikcija stvara dodatne zaostatke u domenu integracije podatka jer uve\u0107ava broj izbora podataka. Gledano sa poslovne perspektive, veliki broj organizacija je decentralizovan i distrubiran. Razli\u010diti sektori upravljaju specifi\u010dnim operacijama, a jedan tim te\u0161ko da mo\u017ee da ima eksperte za svaki izvor podataka koje ti sektori generi\u0161u. Odgovor na ove izazove, kao i potrebe kompanja za br\u017eim, skalabilnijim, data-driven procesima zahtevao je novi pristup. Tako je ro\u0111en <strong>data mesh &#8211; jedan od najbr\u017ee rastu\u0107ih trendova tokom 2020. godine<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sta_je_data_mesh\"><\/span>\u0160ta je data mesh?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data mesh je arhitektonski koncept za implementaciju enterprise data platformi u velikim i kompleksnim poslovnim okru\u017eenjima. Re\u010d je o decentralizovanoj arhitekturi koja organizuje podatke prema specifi\u010dnom biznis domenu &#8211; poput prodaje, marketinga, korisni\u010dke podr\u0161ke i drugih funkcija &#8211; pru\u017eaju\u0107i im ve\u0107i stepen vlasni\u0161tva (ownership) nad setovima podatka koje generi\u0161u i za koje mogu da uspostave data governance polise sa fokusom na dokumentaciju, kvalitet i pristup podacima. Jedna od glavnih prednosti ovakve arhitektore jeste \u0161to omogu\u0107ava distribuiranim timovima da rade i dele informacije na decentralizovan i agilan na\u010din.<\/p>\n\n\n\n<p>Premda data mesh pristup elimini\u0161e brojna uska grla koja su posledica centralizovanih, monolitnih sistema, primeniti ga ne zna\u010di staviti ta\u010dku na tradicionalne storid\u017e sisteme kao \u0161to su data lake i data warehouse. Ovi se sistemi se i dalje mogu koristiti &#8211; razlika je \u0161to se podaci ne preuzimaju iz jedne platforme, ve\u0107 iz mnogobrojnih, decentralizovanih repozitorijuma podatka.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_mesh_u_akciji_Norwegian_data-driven_transformacija\"><\/span>Data mesh u akciji: Norwegian data-driven transformacija<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Koriste\u0107i data mesh, kompanija Cloudwalker udru\u017eila je snage sa Mainstream-om kako bi pomogla Norwegian-u, jednoj od vode\u0107ih low-cost avio-prevoznika u Evropi, da razvije sopstvenu analiti\u010dku platformu na Amazon Web Services (AWS) cloud-u. Jedan od ciljeva projekata bio je da se brojim timovima (naplata, odr\u017eavanje aviona, analitika itd.) omogu\u0107i da kreiraju svoje analiti\u010dke sisteme na AWS-u, te da dele privilegije sa tih sistema sa drugim timovima.<\/p>\n\n\n\n<p><strong><em>\u201cKroz data mesh arhitekturu omogu\u0107eno je da domenski stru\u010dnjaci za konkretne oblasti mogu da podele pogled na svoje podatke sa linijskim analiti\u010darima i drugim timova kojima su podaci potrebni. Mnogo razli\u010ditih account-a koje eksperti unutar svakog tima koriste usagla\u0161eno je kroz AWS Lake Formation, a kori\u0161\u0107en je i AWS Glue. Kao data-driven kompanija, Norwegian je iskoristio ovu arhitekturu da omogu\u0107i svojim timovima kompletnu autonomiju i vlasni\u0161tvo nad podacima, uz centralizovanu lokaciju za otkrivanje i upravljanje,\u201d<\/em> obja\u0161njava Bojan Sovilj, generalni direktor Cloudwalker-a.<\/strong><\/p>\n\n\n\n<p>Obzirom da Norwegin koristi veliki broj internih sistema na kojima se nalazi velika koli\u010dina podataka, uklju\u010duju\u0107i i li\u010dne podatke (personally identifible information) bilo je neophodno da se omogu\u0107i da svaki tim mo\u017ee da deklari\u0161e podatke kao osetljive koriste\u0107i self-serve platformsku tehnologiju i donosi odluke vezane za pristup podacima na izvoru. Time je, isti\u010de Sovilj, u dizajn arhitekture utkana privatnost (privacy by design).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kako_AWS_podrzava_data_mesh_arhitekturu\"><\/span>Kako AWS podr\u017eava data mesh arhitekturu?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/aws.amazon.com\/big-data\/datalakes-and-analytics\/modern-data-architecture\/\" class=\"ek-link\">Moderna arhitektura podataka<\/a><\/strong> (Modern Data Architecture) na AWS platformi pru\u017ea razne servise koji mogu da se iskoriste za implementaciju data mesh arhitekture, poput ve\u0107 pomenutih AWS Lake Formation i AWS Glue servisa, kao AWS Data Exchange za integraciju podataka tre\u0107e strane (third-party data) u data mesh.<\/p>\n\n\n\n<p>Ukoliko ste korisnik AWS platforme i \u017eelite da istra\u017eite na\u010dine da implementirate data mesh arhitekturu uz kori\u0161\u0107enje tro\u0161kovno efikasnih alata, na na\u010din koji ne kompromituje performanse, na\u0161i AWS konsultanti su tu da vam pomognu.<br><a href=\"https:\/\/www.mainstream.eu\/sr\/kontaktirajte-nas\/\">Kontaktirajte nas.<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Potreba za poslovnom analitikom nije nova.<\/p>\n","protected":false},"author":4,"featured_media":11770,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-11750","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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