{"id":34083,"date":"2019-10-31T21:56:19","date_gmt":"2019-10-31T18:56:19","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kto-takie-data-inzhenery-i-kak-imi-stanovyatsya\/"},"modified":"2019-10-31T21:56:19","modified_gmt":"2019-10-31T18:56:19","slug":"kto-takie-data-inzhenery-i-kak-imi-stanovyatsya","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kto-takie-data-inzhenery-i-kak-imi-stanovyatsya","title":{"rendered":"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>P\u00ebrsh\u00ebndetje p\u00ebrs\u00ebri! Titulli i artikullit flet vet\u00eb. Para fillimit t\u00eb kursit <noindex><a rel=\"nofollow\" href=\"https:\/\/otus.pw\/a4Uj\/\">Inxhinier i t\u00eb Dh\u00ebnave<\/a><\/noindex> propozojm\u00eb t\u00eb kuptojm\u00eb se kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave. N\u00eb artikull ka shum\u00eb lidhje t\u00eb dobishme. Lexim t\u00eb k\u00ebndsh\u00ebm.<\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/5f831df35ab1292adafca20f937ed22d.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<i>Nj\u00eb udh\u00ebzues i thjesht\u00eb mbi at\u00eb se si t\u00eb kapni val\u00ebn e Inxhinieris\u00eb s\u00eb T\u00eb Dh\u00ebnave dhe t\u00eb mos lejoni q\u00eb ajo t'ju sjell\u00eb n\u00eb puchin.<\/i><\/p>\n<p>Duket se n\u00eb dit\u00ebt e sotme, \u00e7do njeri d\u00ebshiron t\u00eb b\u00ebhet nj\u00eb shkenc\u00ebtar t\u00eb dh\u00ebnash (Data Scientist). Por \u00e7far\u00eb b\u00ebhet me Inxhinierin\u00eb e T\u00eb Dh\u00ebnave? <i>N\u00eb thelb, ky \u00ebsht\u00eb nj\u00eb hibrid midis analistit t\u00eb t\u00eb dh\u00ebnave dhe shkenc\u00ebtarit t\u00eb t\u00eb dh\u00ebnave; inxhinieri i t\u00eb dh\u00ebnave zakonisht \u00ebsht\u00eb p\u00ebrgjegj\u00ebs p\u00ebr menaxhimin e proceseve, linjave t\u00eb pun\u00ebs dhe proceseve ETL.<\/i>Duke pasur parasysh r\u00ebnd\u00ebsin\u00eb e k\u00ebtyre funksioneve, tani \u00ebsht\u00eb nj\u00eb tjet\u00ebr profesion n\u00eb rritje q\u00eb po merr p\u00ebrhapje.<\/p>\n<p>Pagat e larta dhe k\u00ebrkesa e madhe jan\u00eb vet\u00ebm nj\u00eb pjes\u00eb e asaj q\u00eb e b\u00ebn k\u00ebt\u00eb pun\u00eb jasht\u00ebzakonisht t\u00ebrheq\u00ebse! N\u00ebse d\u00ebshironi t\u00eb b\u00ebheni pjes\u00eb e heronjve, nuk \u00ebsht\u00eb kurr\u00eb von\u00eb t\u00eb filloni t\u00eb m\u00ebsoni. N\u00eb k\u00ebt\u00eb post, kam mbledhur t\u00eb gjitha informacionet e nevojshme p\u00ebr t'ju ndihmuar t\u00eb b\u00ebni hapat e par\u00eb.<\/p>\n<p>Pra, le t\u00eb fillojm\u00eb!<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p><b>\u00c7far\u00eb \u00ebsht\u00eb Inxhinieria e T\u00eb Dh\u00ebnave?<\/b><\/p>\n<p>P\u00ebr t\u00eb qen\u00eb t\u00eb sinqert\u00eb, nuk ka nj\u00eb shpjegim m\u00eb t\u00eb mir\u00eb se ky:<\/p>\n<blockquote><p><i>\u00abNj\u00eb shkenc\u00ebtar mund t\u00eb zbuloj\u00eb nj\u00eb yll t\u00eb ri, por nuk mund ta krijoj\u00eb at\u00eb. Ai do t\u00eb duhet ta k\u00ebrkoj\u00eb inxhinierin q\u00eb ta b\u00ebj\u00eb k\u00ebt\u00eb p\u00ebr t\u00eb.\u00bb<\/i><\/p>\n<p>\u2013Gordon Lindsay Glegg<\/p><\/blockquote>\n<p>Pra, roli i inxhinierit t\u00eb t\u00eb dh\u00ebnave \u00ebsht\u00eb mjaft i r\u00ebnd\u00ebsish\u00ebm.<\/p>\n<p>Si\u00e7 del n\u00eb em\u00ebr, inxhinieria e t\u00eb dh\u00ebnave ka t\u00eb b\u00ebj\u00eb me t\u00eb dh\u00ebnat, n\u00eb ve\u00e7anti me dor\u00ebzimin, ruajtjen dhe p\u00ebrpunimin e tyre. Prandaj, detyra kryesore e inxhinier\u00ebve \u00ebsht\u00eb t\u00eb sigurojn\u00eb nj\u00eb infrastruktur\u00eb t\u00eb besueshme p\u00ebr t\u00eb dh\u00ebnat. N\u00ebse shikojm\u00eb n\u00eb hierarkin\u00eb e nevojave t\u00eb AI, inxhinieria e t\u00eb dh\u00ebnave z\u00eb 2-3 hapat e par\u00eb: <b>mbledhja, l\u00ebvizja dhe ruajtja, p\u00ebrgatitja e t\u00eb dh\u00ebnave<\/b>.<\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/377481f2f52a4ed771508a450678afd0.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b>\u00c7far\u00eb b\u00ebn inxhinieri i t\u00eb dh\u00ebnave?<\/b><\/p>\n<p>Me ardhjen e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, sfera e p\u00ebrgjegj\u00ebsive \u00ebsht\u00eb ndryshuar n\u00eb m\u00ebnyr\u00eb drastike. N\u00ebse m\u00eb par\u00eb k\u00ebta ekspert\u00eb shkruanin k\u00ebrkesa t\u00eb m\u00ebdha SQL dhe transferonin t\u00eb dh\u00ebna duke p\u00ebrdorur mjete si Informatica ETL, Pentaho ETL, Talend, tani k\u00ebrkesat p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave jan\u00eb rritur.<\/p>\n<p>Shumica e kompanive q\u00eb kan\u00eb pozita t\u00eb hapura p\u00ebr inxhinierin e t\u00eb dh\u00ebnave kan\u00eb k\u00ebrkesa t\u00eb tilla:<\/p>\n<ul>\n<li>Njohuri t\u00eb shk\u00eblqyera t\u00eb SQL dhe Python.<\/li>\n<li>P\u00ebrvoj\u00eb n\u00eb pun\u00eb me platforma cloud, n\u00eb ve\u00e7anti Amazon Web Services.<\/li>\n<li>Preferohet njohuria e Java\/Scala.<\/li>\n<li>Njohuri t\u00eb mira t\u00eb bazave t\u00eb t\u00eb dh\u00ebnave SQL dhe NoSQL (modelimi i t\u00eb dh\u00ebnave, ruajtja e t\u00eb dh\u00ebnave).<\/li>\n<\/ul>\n<p>Kujdes, ky \u00ebsht\u00eb vet\u00ebm thelb\u00ebsor. Nga kjo list\u00eb mund t\u00eb supozohet se inxhinier\u00ebt e t\u00eb dh\u00ebnave jan\u00eb specialist\u00eb n\u00eb zhvillimin e programeve dhe backend.<br \/>\nP\u00ebr shembull, n\u00ebse nj\u00eb kompani fillon t\u00eb gjeneroj\u00eb nj\u00eb sasi t\u00eb madhe t\u00eb dh\u00ebnash nga burime t\u00eb ndryshme, detyra juaj si inxhinier i t\u00eb dh\u00ebnave \u00ebsht\u00eb t\u00eb organizoni mbledhjen e informacionit, p\u00ebrpunimin dhe ruajtjen e tij.<\/p>\n<p>Lista e mjeteve t\u00eb p\u00ebrdorura n\u00eb k\u00ebt\u00eb rast mund t\u00eb ndryshoj\u00eb, gjith\u00e7ka varet nga sasia e k\u00ebtyre t\u00eb dh\u00ebnave, shpejt\u00ebsia e mb\u00ebrritjes s\u00eb tyre dhe heterogjeniteti. Shumica e kompanive n\u00eb t\u00eb v\u00ebrtet\u00eb nuk ballafaqohen me t\u00eb dh\u00ebna t\u00eb m\u00ebdha, prandaj si nj\u00eb depo e centralizuar, e ashtuquajtur depo e dh\u00ebnash, mund t\u00eb p\u00ebrdoret nj\u00eb baz\u00eb e t\u00eb dh\u00ebnave SQL (PostgreSQL, MySQL etj.) me nj\u00eb grup t\u00eb vog\u00ebl skriptesh q\u00eb i drejtojn\u00eb t\u00eb dh\u00ebnat n\u00eb depo.<\/p>\n<p>Giant\u00ebt e IT-s\u00eb, si Google, Amazon, Facebook apo Dropbox, k\u00ebrkojn\u00eb k\u00ebrkesa m\u00eb t\u00eb larta: njohuri n\u00eb Python, Java ose Scala.<\/p>\n<ul>\n<li>P\u00ebrvoja me t\u00eb dh\u00ebnat e m\u00ebdha: Hadoop, Spark, Kafka.<\/li>\n<li>Njohuri mbi algoritmet dhe strukturat e t\u00eb dh\u00ebnave.<\/li>\n<li>Kuptimi i principeve t\u00eb sistemeve t\u00eb shp\u00ebrndara.<\/li>\n<li>P\u00ebrvoja me mjetet e vizualizimit t\u00eb t\u00eb dh\u00ebnave, si Tableau ose ElasticSearch, do t\u00eb ishte nj\u00eb avantazh i madh.<\/li>\n<\/ul>\n<p>Pra, ka nj\u00eb prirje t\u00eb dukshme drejt t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, sidomos n\u00eb p\u00ebrpunimin e tyre n\u00ebn ngarkesa t\u00eb larta. K\u00ebto kompani kan\u00eb k\u00ebrkesa m\u00eb t\u00eb larta p\u00ebr q\u00ebndrueshm\u00ebrin\u00eb e sistemit.<\/p>\n<p><b>Inxhinier\u00ebt e t\u00eb dh\u00ebnave Vs. shkenc\u00ebtar\u00ebt e t\u00eb dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/f01dd66863fcc0a89ab0b763d208a863.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Epo, kjo ishte nj\u00eb krahasim i thjesht\u00eb dhe arg\u00ebtues (nuk \u00ebsht\u00eb personale), por n\u00eb t\u00eb v\u00ebrtet\u00eb, gjith\u00e7ka \u00ebsht\u00eb shum\u00eb m\u00eb e komplikuar.<\/i><\/p>\n<p>S\u00eb pari, duhet t\u00eb dini se ekziston nj\u00eb sasi e konsiderueshme pasigurie n\u00eb ndarjen e roleve dhe aft\u00ebsive nd\u00ebrmjet shkenc\u00ebtar\u00ebve t\u00eb t\u00eb dh\u00ebnave dhe inxhinier\u00ebve t\u00eb t\u00eb dh\u00ebnave. M\u00ebnyra se si, mund t\u00eb jeni leht\u00ebsisht t\u00eb hutuar se cilat jan\u00eb aft\u00ebsit\u00eb e nevojshme p\u00ebr t\u00eb qen\u00eb nj\u00eb inxhinier i suksessh\u00ebm i t\u00eb dh\u00ebnave. Sigurisht, ka disa aft\u00ebsi q\u00eb jan\u00eb t\u00eb p\u00ebrbashk\u00ebta p\u00ebr t\u00eb dy rolet. Por gjithashtu ka nj\u00eb s\u00ebr\u00eb aft\u00ebsish diametralisht t\u00eb kund\u00ebrta.<\/p>\n<p>Shkenca e t\u00eb dh\u00ebnave \u00ebsht\u00eb nj\u00eb \u00e7\u00ebshtje serioze, por ne po shkojm\u00eb drejt nj\u00eb bote t\u00eb shkenc\u00ebs funksionale t\u00eb t\u00eb dh\u00ebnave, ku praktikant\u00ebt jan\u00eb t\u00eb aft\u00eb t\u00eb b\u00ebjn\u00eb analitik\u00ebn e tyre. P\u00ebr t\u00eb angazhuar kanalet e t\u00eb dh\u00ebnave dhe strukturat e integruara t\u00eb t\u00eb dh\u00ebnave, ju nevojiten inxhinier\u00eb t\u00eb dh\u00ebnash, jo shkenc\u00ebtar\u00eb.<\/p>\n<p><b>A \u00ebsht\u00eb inxhinieri i t\u00eb dh\u00ebnave m\u00eb i k\u00ebrkuar se shkenc\u00ebtari i t\u00eb dh\u00ebnave?<\/b><\/p>\n<blockquote><p><i> \u2014 Po, sepse para se t\u00eb mund t\u00eb p\u00ebrgatisni nj\u00eb tort\u00eb me karot\u00eb, s\u00eb pari duhet t\u00eb mbledhni, pastrohen dhe t\u00eb siguroheni p\u00ebr karotat!<\/i><\/p><\/blockquote>\n<p>Inxhinieri i t\u00eb dh\u00ebnave ka njohuri m\u00eb t\u00eb thella n\u00eb programim sesa \u00e7do shkenc\u00ebtar t\u00eb dh\u00ebnash, por kur vjen puna tek statistika, e gjith\u00eb situata \u00ebsht\u00eb e kund\u00ebrt.<\/p>\n<p>Por ja p\u00ebrpar\u00ebsia e inxhinierit t\u00eb t\u00eb dh\u00ebnave:<\/p>\n<p>pa t\u00eb, vlera e modelit prototip, m\u00eb s\u00eb shpeshti e p\u00ebrb\u00ebr\u00eb nga nj\u00eb fragment kodi t\u00eb cil\u00ebsis\u00eb s\u00eb mjerueshme n\u00eb nj\u00eb sked\u00eb Python, e cila \u00ebsht\u00eb marr\u00eb nga shkenc\u00ebtari i t\u00eb dh\u00ebnave dhe n\u00eb nj\u00eb far\u00eb m\u00ebnyre jep rezultatin, priret drejt zeros.<\/p>\n<p>Pa inxhinierin e t\u00eb dh\u00ebnave, ky kod kurr\u00eb nuk do t\u00eb b\u00ebhet nj\u00eb projekt, dhe asnj\u00eb problem biznesi nuk do t\u00eb zgjidhet n\u00eb m\u00ebnyr\u00eb efektive. Inxhinieri i t\u00eb dh\u00ebnave p\u00ebrpiqet ta kthej\u00eb t\u00eb gjith\u00eb k\u00ebt\u00eb n\u00eb nj\u00eb produkt.<\/p>\n<p><b>T\u00eb dh\u00ebnat kryesore q\u00eb nj\u00eb inxhinier i t\u00eb dh\u00ebnave duhet t\u00eb dij\u00eb<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/f724004e5a30a0c021c4377d66985d16.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPra, n\u00ebse kjo pun\u00eb zgjon n\u00eb ju drit\u00ebn dhe jeni t\u00eb mbushur me entuziaz\u00ebm \u2014 jeni t\u00eb aft\u00eb t\u00eb m\u00ebsoni k\u00ebt\u00eb, mund t\u00eb zot\u00ebroni t\u00eb gjitha aft\u00ebsit\u00eb e nevojshme dhe t\u00eb b\u00ebheni nj\u00eb yll rock n\u00eb fush\u00ebn e zhvillimit t\u00eb t\u00eb dh\u00ebnave. Dhe, po, mund ta realizoni k\u00ebt\u00eb edhe pa aft\u00ebsi programimi ose njohuri t\u00eb tjera teknike. \u00cbsht\u00eb e v\u00ebshtir\u00eb, por e mundshme!<\/p>\n<p><b>Cilat jan\u00eb hapat e par\u00eb?<\/b><\/p>\n<blockquote><p><i>Duhet t\u00eb keni nj\u00eb kuptim t\u00eb p\u00ebrgjithsh\u00ebm t\u00eb asaj q\u00eb \u00ebsht\u00eb \u00e7far\u00eb.<\/i><\/p><\/blockquote>\n<p>S\u00eb pari, Inxhinieria e T\u00eb Dh\u00ebnave lidhet me informatik\u00ebn. Konkretisht \u2014 duhet t\u00eb kuptoni algoritmet dhe strukturat e t\u00eb dh\u00ebnave efektive. S\u00eb dyti, pasi inxhinier\u00ebt e t\u00eb dh\u00ebnave punojn\u00eb me t\u00eb dh\u00ebna, duhet t\u00eb kuptoni parimet e pun\u00ebs s\u00eb bazave t\u00eb t\u00eb dh\u00ebnave dhe strukturave q\u00eb q\u00ebndrojn\u00eb pas tyre.<\/p>\n<p>P\u00ebr shembull, bazat e t\u00eb dh\u00ebnave t\u00eb zakonshme B-tree SQL bazohen n\u00eb struktur\u00ebn e t\u00eb dh\u00ebnave B-Tree, si dhe, n\u00eb depozitat moderne t\u00eb shp\u00ebrndara, LSM-Tree dhe modifikime t\u00eb tjera t\u00eb tabelave t\u00eb hash.<\/p>\n<p><i>* K\u00ebto hapa jan\u00eb t\u00eb bazuar n\u00eb nj\u00eb artikull t\u00eb shk\u00eblqyer <noindex><a rel=\"nofollow\" href=\"https:\/\/medium.com\/@adil_45422\">Adil Hashtamov<\/a><\/noindex>. Pra, n\u00ebse dini rusisht, mb\u00ebshteteni k\u00ebt\u00eb autor dhe lexoni <noindex><a rel=\"nofollow\" href=\"https:\/\/khashtamov.com\/ru\/data-engineer\/\">postimin e tij<\/a><\/noindex>.<\/i><\/p>\n<p><b>1. Algoritmet dhe strukturat e t\u00eb dh\u00ebnave<\/b><\/p>\n<p>P\u00ebrdorimi i struktur\u00ebs s\u00eb duhur t\u00eb t\u00eb dh\u00ebnave mund t\u00eb p\u00ebrmir\u00ebsoj\u00eb ndjesh\u00ebm performanc\u00ebn e algoritmit. Idealisht, t\u00eb gjith\u00eb ne duhet t\u00eb m\u00ebsojm\u00eb strukturat e t\u00eb dh\u00ebnave dhe algoritmet n\u00eb shkollat tona, por kjo \u00ebsht\u00eb e rrall\u00eb q\u00eb p\u00ebrmendet. Megjithat\u00eb, nuk \u00ebsht\u00eb kurr\u00eb von\u00eb t\u00eb njihemi.<br \/>\nPra, k\u00ebtu jan\u00eb kurset e mia t\u00eb preferuara falas p\u00ebr t\u00eb m\u00ebsuar strukturat e t\u00eb dh\u00ebnave dhe algoritmet:<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.udemy.com\/introduction-to-data-structures\/?ranMID=39197&amp;ranEAID=JVFxdTr9V80&amp;ranSiteID=JVFxdTr9V80-fcVI3mDcwPC4Q5dpzDABSg&amp;LSNPUBID=JVFxdTr9V80\">Nga t\u00eb thjeshtat n\u00eb t\u00eb komplikuarat: Strukturat e T\u00eb Dh\u00ebnave (Udemy)<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.coursera.org\/learn\/algorithms-part1?ranMID=40328&amp;ranEAID=JVFxdTr9V80&amp;ranSiteID=JVFxdTr9V80-Y2SOzvEQ5UCqGZ8SQ8yPFA&amp;siteID=JVFxdTr9V80-Y2SOzvEQ5UCqGZ8SQ8yPFA&amp;utm_content=10&amp;utm_medium=partners&amp;utm_source=linkshare&amp;utm_campaign=JVFxdTr9V80\">Algoritmet, Pjesa I (Coursera)<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.coursera.org\/learn\/algorithms-part2?ranMID=40328&amp;ranEAID=JVFxdTr9V80&amp;ranSiteID=JVFxdTr9V80-sXWvgPKRyzYEBJ33lVooUQ&amp;siteID=JVFxdTr9V80-sXWvgPKRyzYEBJ33lVooUQ&amp;utm_content=10&amp;utm_medium=partners&amp;utm_source=linkshare&amp;utm_campaign=JVFxdTr9V80\">Algoritmet, Pjesa II (Coursera)<\/a><\/noindex>\n <\/li>\n<\/ul>\n<p>Plus mos ju q\u00eb t\u00eb mos harroni pun\u00ebn klasike mbi algoritmet e Thomas Cormen - <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/0262033844\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=0262033844&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=74742875db503b1a899ca35159749067\">Hyrja n\u00eb algoritme<\/a><\/noindex>. Ky \u00ebsht\u00eb nj\u00eb udh\u00ebzues ideal kur ju nevojitet t\u00eb freskoni memorjen tuaj.<\/p>\n<ul>\n<li>P\u00ebr t\u00eb p\u00ebrmir\u00ebsuar aft\u00ebsit\u00eb tuaja, p\u00ebrdorni <noindex><a rel=\"nofollow\" href=\"https:\/\/leetcode.com\/problemset\/algorithms\/\">Leetcode<\/a><\/noindex>.<\/li>\n<\/ul>\n<p>Ju gjithashtu mund t\u00eb zhytni n\u00eb bot\u00ebn e bazave t\u00eb t\u00eb dh\u00ebnave me videokaset\u00eb fantastike nga Universitetei Carnegie Mellon n\u00eb Youtube:<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x\">Hyrja n\u00eb sistemet e bazave t\u00eb t\u00eb dh\u00ebnave<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U\">Sistemet e avancuara t\u00eb bazave t\u00eb t\u00eb dh\u00ebnave<\/a><\/noindex>.<\/li>\n<\/ul>\n<p><b>2. M\u00ebsimi i SQL<\/b><\/p>\n<p>Gjith\u00eb jeta jon\u00eb \u00ebsht\u00eb t\u00eb dh\u00ebna. Dhe p\u00ebr t\u00eb nxjerr\u00eb k\u00ebto t\u00eb dh\u00ebna nga nj\u00eb baz\u00eb t\u00eb dh\u00ebnash, duhet t\u00eb 'flisni' me to n\u00eb nj\u00eb gjuh\u00eb t\u00eb p\u00ebrbashk\u00ebt.<\/p>\n<p>SQL (Gjuha e K\u00ebrkesave t\u00eb Strukturuara) \u00ebsht\u00eb gjuha e komunikimit n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave. Pavar\u00ebsisht se \u00e7far\u00eb mund t\u00eb thon\u00eb, SQL ka jetuar, jeton dhe do t\u00eb jetoj\u00eb p\u00ebr nj\u00eb koh\u00eb t\u00eb gjat\u00eb.<\/p>\n<p>N\u00ebse keni qen\u00eb nj\u00eb zhvillues p\u00ebr nj\u00eb koh\u00eb t\u00eb gjat\u00eb, ndoshta e keni v\u00ebn\u00eb re se thashethemet p\u00ebr vdekjen e shpejt\u00eb t\u00eb SQL-it dalin her\u00eb pas here. Gjuha u zhvillua n\u00eb fillim t\u00eb viteve '70 dhe ende \u00ebsht\u00eb shum\u00eb e njohur midis analist\u00ebve, zhvilluesve dhe vet\u00ebm entuziast\u00ebve.<br \/>\nPa njohuri t\u00eb SQL n\u00eb inxhinierin\u00eb e t\u00eb dh\u00ebnave, nuk do t\u00eb b\u00ebni shum\u00eb, pasi patjet\u00ebr do t'ju duhet t\u00eb krijoni k\u00ebrkesa p\u00ebr t\u00eb nxjerr\u00eb t\u00eb dh\u00ebnat. T\u00eb gjitha depozit\u00eb moderne t\u00eb t\u00eb dh\u00ebnave t\u00eb m\u00ebdha mb\u00ebshtesin SQL-in:<\/p>\n<ul>\n<li>Amazon Redshift<\/li>\n<li>HP Vertica<\/li>\n<li>Oracle<\/li>\n<li>SQL Server<\/li>\n<\/ul>\n<p>\u2026 dhe shum\u00eb t\u00eb tjera.<\/p>\n<p>P\u00ebr t\u00eb analizuar nj\u00eb s\u00ebr\u00eb t\u00eb dh\u00ebnash t\u00eb ruajtura n\u00eb sisteme t\u00eb shp\u00ebrndara si HDFS, jan\u00eb shpikur mekanizmat SQL: Apache Hive, Impala etj. Shihni, ai nuk planifikon t\u00eb shkoj\u00eb askund.<\/p>\n<p>Si t\u00eb m\u00ebsoni SQL? Thjesht praktikoni.<\/p>\n<p>P\u00ebr k\u00ebt\u00eb, do t\u00eb rekomandoja t\u00eb njihni nj\u00eb udh\u00ebzues t\u00eb shk\u00eblqyer, i cili, p\u00ebr fat t\u00eb mir\u00eb, \u00ebsht\u00eb falas, nga <noindex><a rel=\"nofollow\" href=\"https:\/\/mode.com\/sql-tutorial\/introduction-to-sql\/\">Mode Analytics<\/a><\/noindex>.<\/p>\n<ol>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacamp.com\/courses\/intermediate-sql\/\">Niveli mesatar i SQL<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacamp.com\/courses\/joining-data-in-postgresql\">Bashkimi i t\u00eb dh\u00ebnave n\u00eb SQL<\/a><\/noindex><\/li>\n<\/ol>\n<p>Karakteristika dalluese e k\u00ebtyre kurseve \u00ebsht\u00eb prania e nj\u00eb mjedisi interaktiv ku mund t\u00eb shkruani dhe ekzekutoni k\u00ebrkesa SQL direkt n\u00eb shfletues. Burimi <noindex><a rel=\"nofollow\" href=\"https:\/\/modern-sql.com\/\">Modern SQL<\/a><\/noindex> nuk do t\u00eb ishte i panevojsh\u00ebm. Dhe ju mund t\u00eb aplikoni k\u00ebto njohuri n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/leetcode.com\/problemset\/database\/\">detyrat Leetcode<\/a><\/noindex> n\u00eb seksionin e Bazave t\u00eb t\u00eb Dh\u00ebnave.<\/p>\n<p><b>3. Programimi n\u00eb Python dhe Java\/Scala<\/b><\/p>\n<p>Pse ia vlen t\u00eb m\u00ebsoni gjuh\u00ebn e programimit Python, un\u00eb kam shkruar tashm\u00eb n\u00eb artikullin <noindex><a rel=\"nofollow\" href=\"https:\/\/medium.com\/datadriveninvestor\/python-vs-r-choosing-the-best-tool-for-ai-ml-data-science-7e0c2295e243\">Python vs R. Zgjedhja e mjetit m\u00eb t\u00eb mir\u00eb p\u00ebr AI, ML dhe Shkenc\u00ebn e t\u00eb Dh\u00ebnave<\/a><\/noindex>. Sa i p\u00ebrket Java dhe Scala, shumica e mjeteve p\u00ebr ruajtjen dhe p\u00ebrpunimin e volumit t\u00eb madh t\u00eb t\u00eb dh\u00ebnave jan\u00eb shkruar n\u00eb k\u00ebto gjuh\u00eb. P\u00ebr shembull:<\/p>\n<ul>\n<li>Apache Kafka (Scala)<\/li>\n<li>Hadoop, HDFS (Java)<\/li>\n<li>Apache Spark (Scala)<\/li>\n<li>Apache Cassandra (Java)<\/li>\n<li>HBase (Java)<\/li>\n<li>Apache Hive (Java)<\/li>\n<\/ul>\n<p>P\u00ebr t\u00eb kuptuar se si funksionojn\u00eb k\u00ebto mjete, ju duhet t\u00eb njihni gjuh\u00ebt n\u00eb t\u00eb cilat jan\u00eb shkruar. Qasja funksionale e Scala-s lejon zgjidhjen efikase t\u00eb problemeve t\u00eb p\u00ebrpunimit paralel t\u00eb t\u00eb dh\u00ebnave. Python, fatkeq\u00ebsisht, nuk mund t\u00eb krenoj\u00eb me shpejt\u00ebsin\u00eb dhe p\u00ebrpunimin paralel. N\u00eb p\u00ebrgjith\u00ebsi, njohja e disa gjuh\u00ebve dhe paradigmat e programimit e ndihmojn\u00eb shum\u00eb n\u00eb gjer\u00ebsin\u00eb e qasjeve p\u00ebr zgjidhjen e problemeve.<\/p>\n<p>P\u00ebr t\u00eb thelluar njohurit\u00eb n\u00eb gjuh\u00ebn Scala, mund t\u00eb lexoni <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/0981531687\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=0981531687&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=69314619f1e546e3921eb97c72cf4850\">Programimi n\u00eb Scala<\/a><\/noindex> nga autori i gjuh\u00ebs. Po ashtu, kompania Twitter ka publikuar nj\u00eb udh\u00ebzues t\u00eb mir\u00eb hyr\u00ebs \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/twitter.github.io\/scala_school\/\">Scala School<\/a><\/noindex>.<\/p>\n<p>Sa i p\u00ebrket Python, mendoj q\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1491946008\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1491946008&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=8a663e966770c24874e323133cc7a005\">Fluent Python<\/a><\/noindex> \u00ebsht\u00eb libri m\u00eb i mir\u00eb p\u00ebr nivelin mesatar.<\/p>\n<p><b>4. Mjetet p\u00ebr pun\u00ebn me t\u00eb dh\u00ebna t\u00eb m\u00ebdha<\/b><\/p>\n<p>Ja nj\u00eb list\u00eb e mjeteve m\u00eb t\u00eb popullarizuara n\u00eb bot\u00ebn e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha:<\/p>\n<ul>\n<li>Apache Spark<\/li>\n<li>Apache Kafka<\/li>\n<li>Apache Hadoop (HDFS, HBase, Hive)<\/li>\n<li>Apache Cassandra<\/li>\n<\/ul>\n<p>M\u00eb shum\u00eb informacion n\u00eb lidhje me nd\u00ebrtimin e blok\u00ebve t\u00eb m\u00ebdhenj t\u00eb t\u00eb dh\u00ebnave mund t\u00eb gjeni n\u00eb k\u00ebt\u00eb mjedis t\u00eb jasht\u00ebzakonsh\u00ebm <noindex><a rel=\"nofollow\" href=\"http:\/\/xyz.insightdataengineering.com\/blog\/pipeline_map\/\">interaktiv.<\/a><\/noindex>Mjetet m\u00eb popullore jan\u00eb Spark dhe Kafka. Ato patjet\u00ebr q\u00eb duhet t\u00eb studiohen, e preferueshme t\u00eb kuptoni se si funksionojn\u00eb nga brenda. Jay Kreps (bashkautor i Kafka-s) n\u00eb vitin 2013 publikoi nj\u00eb punim monumentale <noindex><a rel=\"nofollow\" href=\"https:\/\/engineering.linkedin.com\/distributed-systems\/log-what-every-software-engineer-should-know-about-real-time-datas-unifying\">The Log: \u00e7far\u00eb duhet t\u00eb dij\u00eb \u00e7do zhvillues software p\u00ebr abstraktimin e bashkimit t\u00eb t\u00eb dh\u00ebnave n\u00eb koh\u00eb reale<\/a><\/noindex>, p\u00ebrtej, idet\u00eb kryesore nga ky traktat u p\u00ebrdor\u00ebn p\u00ebr krijimin e Apache Kafka.<\/p>\n<ul>\n<li>Nj\u00eb hyrje n\u00eb Hadoop mund t\u00eb sjell\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/data-flair.training\/blogs\/hadoop-tutorials-home\/\">Udh\u00ebzuesi i Plot\u00eb p\u00ebr M\u00ebsimin e Hadoop (falas)<\/a><\/noindex>.<\/li>\n<li>Udh\u00ebzuesi m\u00eb i plot\u00eb p\u00ebr Apache Spark p\u00ebr mua \u00ebsht\u00eb \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1491912219\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1491912219&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=5b206424060cfc80a33d13b05c0bfee2\">Spark: udh\u00ebzuesi i plot\u00eb<\/a><\/noindex>.<\/li>\n<\/ul>\n<p><b>5. Platformat n\u00eb re<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/cc435bc9f9b91ec87d1cf7a591cf84a2.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNjohja e t\u00eb pakt\u00ebn nj\u00eb platforme n\u00eb re \u00ebsht\u00eb n\u00eb list\u00ebn e k\u00ebrkesave baz\u00eb p\u00ebr ata q\u00eb aplikojn\u00eb p\u00ebr pozita inxhinieri t\u00eb dh\u00ebnash. Pun\u00ebdh\u00ebn\u00ebsit preferojn\u00eb Amazon Web Services, n\u00eb vendin e dyt\u00eb \u00ebsht\u00eb platforma n\u00eb re e Google, dhe n\u00eb vendin e tret\u00eb Microsoft Azure.<\/p>\n<p>Ju duhet t\u00eb jeni t\u00eb njohur mir\u00eb me Amazon EC2, AWS Lambda, Amazon S3, DynamoDB.<\/p>\n<p><b>6. Sistem t\u00eb shp\u00ebrndar\u00eb<\/b><\/p>\n<p>Puna me t\u00eb dh\u00ebna t\u00eb m\u00ebdha n\u00ebnkupton ekzistenc\u00ebn e klasterave t\u00eb kompjuter\u00ebve q\u00eb punojn\u00eb pavar\u00ebsisht nga nj\u00ebri-tjetri, me lidhje midis tyre q\u00eb b\u00ebhet p\u00ebrmes rrjetit. Sa m\u00eb i madh t\u00eb jet\u00eb klasteri, aq m\u00eb shum\u00eb rritet mund\u00ebsia e d\u00ebshtimit t\u00eb nyjeve t\u00eb tij. P\u00ebr t'u b\u00ebr\u00eb nj\u00eb ekspert i shk\u00eblqyer n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave, ju nevojitet t\u00eb thelloheni n\u00eb problemet dhe zgjidhjet ekzistuese p\u00ebr sistemet e shp\u00ebrndara. Ky fush\u00eb \u00ebsht\u00eb e vjet\u00ebr dhe komplekse.<\/p>\n<p>Andrew Tanenbaum konsiderohet nj\u00eb pionier n\u00eb k\u00ebt\u00eb fush\u00eb. P\u00ebr ata q\u00eb nuk kan\u00eb frik\u00eb nga teoria, un\u00eb rekomandoj librin e tij <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1543057381\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1543057381&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=721aedeb23c313bc46a92c134c5baafa\">\u00abSistemet e Shp\u00ebrndara\u00bb<\/a><\/noindex>, p\u00ebr fillestar\u00ebt mund t\u00eb duket e komplikuar, por kjo do t'ju ndihmoj\u00eb p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar aft\u00ebsit\u00eb tuaja.<\/p>\n<p>Un\u00eb mendoj <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1449373321\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1449373321&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=e7e0e096aa5761066245eb90965ac849\">\u00abProjektimi i Aplikacioneve me Intenzitet t\u00eb Lart\u00eb t\u00eb Dh\u00ebnash\u00bb nga Martin Kleppmann<\/a><\/noindex> \u00ebsht\u00eb libri m\u00eb i mir\u00eb hyr\u00ebs. P\u00ebr fat t\u00eb mir\u00eb, Martin ka nj\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/martin.kleppmann.com\/\">blog<\/a><\/noindex>. Vepra e tij do t\u00eb ndihmoj\u00eb t\u00eb sistematizoni njohurit\u00eb mbi nd\u00ebrtimin e infrastruktur\u00ebs moderne p\u00ebr ruajtjen dhe p\u00ebrpunimin e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha.<br \/>\nP\u00ebr ata q\u00eb p\u00eblqejn\u00eb t\u00eb shohin video, n\u00eb Youtube ka nj\u00eb kurs <noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/watch?v=w8KFPWkK0bI&amp;list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N&amp;index=2&amp;t=0s\">Sistemet Kompjuterike t\u00eb Shp\u00ebrndara<\/a><\/noindex>.<\/p>\n<p><b>7. Tubacionet e t\u00eb Dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/cf1c8e2baad0cc79c0b8c3707741353a.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nTubacionet e t\u00eb dh\u00ebnave jan\u00eb di\u00e7ka pa t\u00eb cil\u00ebn nuk mund t\u00eb jetoni si inxhinier t\u00eb dh\u00ebnash.<\/p>\n<p>Pjes\u00ebn m\u00eb t\u00eb madhe t\u00eb koh\u00ebs, inxhinieri i t\u00eb dh\u00ebnave ndalon n\u00eb nd\u00ebrtimin e asaj q\u00eb quhet tubacion i dh\u00ebnave, dmth krijon nj\u00eb proces p\u00ebr t\u00eb d\u00ebrguar t\u00eb dh\u00ebna nga nj\u00eb vend n\u00eb nj\u00eb tjet\u00ebr. K\u00ebto mund t\u00eb jen\u00eb skenar\u00eb p\u00ebrdoruesish q\u00eb shkojn\u00eb n\u00eb API-n\u00eb e nj\u00eb sh\u00ebrbimi t\u00eb jasht\u00ebm ose b\u00ebjn\u00eb nj\u00eb k\u00ebrkes\u00eb SQL, plot\u00ebsojn\u00eb t\u00eb dh\u00ebnat dhe i vendosin ato n\u00eb nj\u00eb magazin\u00eb qendrore (magazina e t\u00eb dh\u00ebnave) ose n\u00eb nj\u00eb magazin\u00eb t\u00eb dh\u00ebnash t\u00eb pa strukturuara (lago t\u00eb dh\u00ebnash).<\/p>\n<p><b>P\u00ebr t'i b\u00ebr\u00eb nj\u00eb p\u00ebrmbledhje: lista kryesore e kontrollit t\u00eb inxhinierit t\u00eb dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/de0eca662b2246e63901afb89c9f255f.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nN\u00eb p\u00ebrfundim \u2014 \u00ebsht\u00eb e nevojshme nj\u00eb kuptim i mir\u00eb i gj\u00ebrave n\u00eb vijim:<\/p>\n<ul>\n<li>Sistemet e Informacionit;<\/li>\n<li>Zhvillimi i Softuerit (Agile, DevOps, Teknikat e Projektimit, SOA);<\/li>\n<li>Sistemet e Shp\u00ebrndara dhe Programimi Paralel;<\/li>\n<li>Bazat e t\u00eb Dh\u00ebnave \u2014 planifikimi, projektimi, operimi dhe diagnostikimi i problemeve;<\/li>\n<li>Projektimi i Eksperimenteve \u2014 Testet A\/B p\u00ebr t\u00eb provuar konceptet, p\u00ebr t\u00eb p\u00ebrcaktuar besueshm\u00ebrin\u00eb, performanc\u00ebn e sistemeve, si dhe p\u00ebr t\u00eb zhvilluar rrug\u00eb t\u00eb besueshme p\u00ebr ofrimin e zgjidhjeve t\u00eb mira.<\/li>\n<\/ul>\n<p>K\u00ebto jan\u00eb vet\u00ebm disa k\u00ebrkesa p\u00ebr t\u00eb qen\u00eb inxhinier t\u00eb dh\u00ebnash, prandaj studioni dhe kuptoni sistemet e t\u00eb dh\u00ebnave, sistemet e informacionit, d\u00ebrgimin\/t\u00ebrheqjen\/integrimin e vazhduesh\u00ebm, gjuh\u00ebt e programimit dhe tema t\u00eb tjera t\u00eb informatik\u00ebs (jo n\u00eb t\u00eb gjitha fushat akademike).<\/p>\n<p><b>Dhe, n\u00eb fund, e fundit, por shum\u00eb e r\u00ebnd\u00ebsishme, q\u00eb dua t\u00eb them.<\/b><\/p>\n<blockquote><p><i><b>Rruga p\u00ebr t'u b\u00ebr\u00eb Inxhinier t\u00eb t\u00eb Dh\u00ebnave nuk \u00ebsht\u00eb aq e leht\u00eb sa mund t\u00eb duket. Ajo nuk fal, frustron, dhe ju duhet t\u00eb jeni t\u00eb gatsh\u00ebm p\u00ebr k\u00ebt\u00eb. Disa momente n\u00eb k\u00ebt\u00eb udh\u00ebtim mund t'ju shtyjn\u00eb ta braktisni gjith\u00e7ka. Por kjo \u00ebsht\u00eb nj\u00eb pun\u00eb e v\u00ebrtet\u00eb dhe nj\u00eb proces m\u00ebsimi.<\/b><\/i><\/p><\/blockquote>\n<p>Thjesht mos e zbukuroni q\u00eb n\u00eb fillim. E gjith\u00eb kuptimi i udh\u00ebtimit \u00ebsht\u00eb t\u00eb m\u00ebsoni sa m\u00eb shum\u00eb dhe t\u00eb jeni t\u00eb gatsh\u00ebm p\u00ebr sfida t\u00eb reja.<br \/>\nJa nj\u00eb imazh t\u00eb shk\u00eblqyer q\u00eb kam gjetur, i cili ilustron mir\u00eb k\u00ebt\u00eb moment:<\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb data engineer-at dhe si b\u00ebhesh i till\u00eb?\" src=\"\/wp-content\/uploads\/2019\/05\/9cc8db9011e5f54717d7e9f31f915523.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nDhe po, mos harxhoni energjin\u00eb tuaj dhe merrni pushime. Kjo \u00ebsht\u00eb gjithashtu shum\u00eb e r\u00ebnd\u00ebsishme. Fat t\u00eb mbar\u00eb!<\/p>\n<p>Si ju duket artikulli, miq? Ju ftojm\u00eb n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/otus.pw\/RCuj\/\">webinarin falas<\/a><\/noindex>, i cili do t\u00eb mbahet sot n\u00eb ora 20:00. Gjat\u00eb webinarit do t\u00eb diskutojm\u00eb se si t\u00eb nd\u00ebrtoni nj\u00eb sistem t\u00eb efektsh\u00ebm dhe t\u00eb shkall\u00ebzuesh\u00ebm p\u00ebr p\u00ebrpunimin e t\u00eb dh\u00ebnave p\u00ebr nj\u00eb kompani t\u00eb vog\u00ebl apo nj\u00eb startup me kosto minimale. Si pjes\u00eb e praktik\u00ebs, do t\u00eb njohim mjetet p\u00ebr p\u00ebrpunimin e t\u00eb dh\u00ebnave n\u00eb Google Cloud. See you there!<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/452670\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0418 \u0441\u043d\u043e\u0432\u0430 \u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435! \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u0442\u0430\u0442\u044c\u0438 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u0441\u0430\u043c \u043e \u0441\u0435\u0431\u0435. \u0412 \u043f\u0440\u0435\u0434\u0434\u0432\u0435\u0440\u0438\u0438 \u0441\u0442\u0430\u0440\u0442\u0430 \u043a\u0443\u0440\u0441\u0430 \u00abData Engineer\u00bb \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f \u0432 \u0442\u043e\u043c, \u043a\u0442\u043e \u0436\u0435 \u0442\u0430\u043a\u0438\u0435 \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u043e\u0447\u0435\u043d\u044c \u043c\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a. \u041f\u0440\u0438\u044f\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0441\u0442\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u043f\u043e\u0439\u043c\u0430\u0442\u044c \u0432\u043e\u043b\u043d\u0443 Data Engineering \u0438 \u043d\u0435 \u0434\u0430\u0442\u044c \u0435\u0439 \u0437\u0430\u0442\u044f\u043d\u0443\u0442\u044c \u0432\u0430\u0441 \u0432 \u043f\u0443\u0447\u0438\u043d\u0443. \u0421\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0432 \u043d\u0430\u0448\u0438 \u0434\u043d\u0438 \u043a\u0430\u0436\u0434\u044b\u0439 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":25729,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-34083","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0418 \u0441\u043d\u043e\u0432\u0430 \u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435! \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u0442\u0430\u0442\u044c\u0438 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u0441\u0430\u043c \u043e \u0441\u0435\u0431\u0435.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kto-takie-data-inzhenery-i-kak-imi-stanovyatsya\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.2\" \/>\n\t\t<meta property=\"og:locale\" content=\"sq_AL\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u041a\u0442\u043e \u0442\u0430\u043a\u0438\u0435 \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b, \u0438 \u043a\u0430\u043a \u0438\u043c\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f? 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