{"id":92100,"date":"2020-08-23T07:42:02","date_gmt":"2020-08-23T05:42:02","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/kak-kompanii-vybrat-instrumenty-dlya-data-inzhenerov-i-ne-prevratit-vsyo-v-tehnologicheskij-zoopark-opyt-profi-ru"},"modified":"2020-08-23T07:42:02","modified_gmt":"2020-08-23T05:42:02","slug":"kak-kompanii-vybrat-instrumenty-dlya-data-inzhenerov-i-ne-prevratit-vsyo-v-tehnologicheskij-zoopark-opyt-profi-ru","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kak-kompanii-vybrat-instrumenty-dlya-data-inzhenerov-i-ne-prevratit-vsyo-v-tehnologicheskij-zoopark-opyt-profi-ru","title":{"rendered":"Si t\u00eb zgjedhin kompanit\u00eb mjetet p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe t\u00eb mos e shnd\u00ebrrojn\u00eb gjith\u00e7ka n\u00eb nj\u00eb kopsht teknologjik: p\u00ebrvoja e PROFI.RU","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Redaktori i Netologjis\u00eb bisedoi me liderin e ekipit BI n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/profi.ru\/\">Profi.ru<\/a><\/noindex> Pavell Sayapin p\u00ebr sfidat q\u00eb zgjidhin inxhinier\u00ebt e t\u00eb dh\u00ebnave n\u00eb ekipin e tij, cilat jan\u00eb mjetet q\u00eb p\u00ebrdorin p\u00ebr k\u00ebt\u00eb dhe si mund t\u00eb afrohemi n\u00eb m\u00ebnyr\u00eb t\u00eb duhur ndaj zgjedhjes s\u00eb mjeteve p\u00ebr zgjidhjen e detyrave t\u00eb t\u00eb dh\u00ebnave, p\u00ebrfshir\u00eb ato jo-standarde. Pavelli \u00ebsht\u00eb m\u00ebsues n\u00eb kursin \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-engineer?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_deg_ou_habr&amp;utm_content=21082020_instrumdataeng\">Inxhinier t\u00eb Dh\u00ebnash<\/a><\/noindex>\u00bb.\u00a0<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>\u00c7far\u00eb b\u00ebjn\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave n\u00eb Profi.ru<\/h2>\n<p>\nProfi.ru \u00ebsht\u00eb nj\u00eb sh\u00ebrbim q\u00eb ndihmon klient\u00ebt t\u00eb takohen me specialist\u00eb n\u00eb shum\u00eb fusha t\u00eb ndryshme. N\u00eb baz\u00ebn e sh\u00ebrbimit ka m\u00eb shum\u00eb se 900 mij\u00eb specialist\u00eb n\u00eb 700 lloje sh\u00ebrbimesh: m\u00ebsues, mjeshtra t\u00eb riparimit, trajner\u00eb, ekspert\u00eb t\u00eb bukuris\u00eb, artist\u00eb dhe t\u00eb tjer\u00eb. \u00c7do dit\u00eb regjistrohen m\u00eb shum\u00eb se 10 mij\u00eb porosi t\u00eb reja \u2014 kjo krijon rreth 100 milion ngjarje n\u00eb dit\u00eb. T\u00eb ruash rend\u00ebsin\u00eb n\u00eb nj\u00eb sasi t\u00eb till\u00eb t\u00eb dh\u00ebnash \u00ebsht\u00eb e pamundur pa inxhinier\u00eb profesionist\u00eb t\u00eb t\u00eb dh\u00ebnave.\u00a0\u00a0<\/p>\n<p>Idealisht, Data Engineer zhvillon kultur\u00ebn e pun\u00ebs me t\u00eb dh\u00ebnat, p\u00ebrmes s\u00eb cil\u00ebs kompania mund t\u00eb fitoj\u00eb p\u00ebrfitime shtes\u00eb ose t\u00eb zvog\u00ebloj\u00eb kostot. Ai sjell vler\u00eb p\u00ebr biznesin, duke punuar n\u00eb ekip dhe duke qen\u00eb nj\u00eb lidhje e r\u00ebnd\u00ebsishme mes pjes\u00ebmarr\u00ebsve t\u00eb ndrysh\u00ebm \u2014 nga zhvilluesit te konsumator\u00ebt e raportimeve. Por n\u00eb secil\u00ebn kompani detyrat mund t\u00eb ndryshojn\u00eb, prandaj le t\u00eb shqyrtojm\u00eb ato n\u00eb shembullin e Profi.ru.<\/p>\n<h3>Mblidhen t\u00eb dh\u00ebnat p\u00ebr t\u00eb marr\u00eb vendime dhe u ofrohen p\u00ebrdoruesve t\u00eb fundit \u2014 menaxher\u00ebve t\u00eb lart\u00eb, menaxher\u00ebve t\u00eb produkteve, analist\u00ebve.\u00a0<\/h3>\n<p>\nT\u00eb dh\u00ebnat duhet t\u00eb jen\u00eb t\u00eb kuptueshme p\u00ebr marrjen e vendimeve dhe t\u00eb lehta p\u00ebr t'u p\u00ebrdorur. Nuk duhet t\u00eb b\u00ebni p\u00ebrpjekje p\u00ebr t\u00eb gjetur p\u00ebrshkrimin ose p\u00ebr t\u00eb formuluar nj\u00eb pyetje t\u00eb komplikuar SQL q\u00eb merr parasysh shum\u00eb faktor\u00eb t\u00eb ndrysh\u00ebm. Pamja ideale \u00ebsht\u00eb q\u00eb p\u00ebrdoruesi t\u00eb shikoj\u00eb n\u00eb panelin e kontrollit dhe t\u00eb jet\u00eb i k\u00ebnaqur me gjith\u00e7ka. E n\u00ebse i mungojn\u00eb t\u00eb dh\u00ebnat n\u00ebn nj\u00eb k\u00ebndv\u00ebshtrim t\u00eb caktuar, ai shkon n\u00eb baz\u00eb dhe me nj\u00eb pyetje t\u00eb thjesht\u00eb SQL merr at\u00eb q\u00eb i nevojitet.<\/p>\n<p><img decoding=\"async\" alt=\"Si t\u00eb zgjedhin kompanit\u00eb mjetet p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe t\u00eb mos e shnd\u00ebrrojn\u00eb gjith\u00e7ka n\u00eb nj\u00eb kopsht teknologjik: p\u00ebrvoja e PROFI.RU\" src=\"\/wp-content\/uploads\/2020\/08\/84beecc4cca0505513bc77218a3ef433.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Vendi i procesit t\u00eb Cil\u00ebsis\u00eb s\u00eb t\u00eb Dh\u00ebnave n\u00eb struktur\u00ebn e p\u00ebrgjithshme t\u00eb depozit\u00ebs s\u00eb t\u00eb dh\u00ebnave<\/i><\/p>\n<p>Dokumentacioni paqart\u00ebsues p\u00ebr pun\u00ebn me t\u00eb dh\u00ebnat ka nj\u00eb r\u00ebnd\u00ebsi t\u00eb madhe. Kjo e thjeshton pun\u00ebn p\u00ebr inxhinierin e t\u00eb dh\u00ebnave (nuk e shqet\u00ebsojn\u00eb me pyetje), dhe p\u00ebr p\u00ebrdoruesin e t\u00eb dh\u00ebnave (ai mund t\u00eb gjej\u00eb vet\u00eb p\u00ebrgjigjet p\u00ebr pyetjet e tij). N\u00eb Profi.ru k\u00ebto dokumente jan\u00eb mbledhur n\u00eb forumin e brendsh\u00ebm.<\/p>\n<p>Komforti p\u00ebrfshin edhe shpejt\u00ebsin\u00eb e marrjes s\u00eb t\u00eb dh\u00ebnave. Shpejt\u00ebsia = disponueshm\u00ebria n\u00eb nj\u00eb hap, klik \u2014 n\u00eb dashboard. Por n\u00eb praktik\u00eb, gjith\u00e7ka \u00ebsht\u00eb m\u00eb e nd\u00ebrlikuar.\u00a0<\/p>\n<p>Tableau i nj\u00ebjt\u00eb nga k\u00ebndv\u00ebshtrimi i p\u00ebrdoruesit p\u00ebrfundimtar t\u00eb dashboard-it nuk lejon t\u00eb nxjerr\u00eb t\u00eb gjitha p\u00ebrmasat e mundshme. P\u00ebrdoruesi k\u00ebnaqet me filtrat q\u00eb zhvilluesi i dashboard-it ka b\u00ebr\u00eb. Kjo krijon dy skenar\u00eb:\u00a0<\/p>\n<ul>\n<li>Zhvilluesi b\u00ebn shum\u00eb prerje p\u00ebr dashboard-in \u27f6 numri i faqeve rritet ndjesh\u00ebm. Kjo zvog\u00eblon disponueshm\u00ebrin\u00eb e t\u00eb dh\u00ebnave: b\u00ebhet e v\u00ebshtir\u00eb t\u00eb kuptohet se ku \u00ebsht\u00eb cila informacion.\u00a0<\/li>\n<li>Zhvilluesi krijon vet\u00ebm prerjet kryesore. T\u00eb gjesh informacion \u00ebsht\u00eb m\u00eb e leht\u00eb, por p\u00ebr nj\u00eb prerje pak m\u00eb pak standard, p\u00ebrs\u00ebri do t\u00eb duhet t\u00eb shkohet ose n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave, ose te analist\u00ebt. Kjo gjithashtu ndikon negativisht n\u00eb disponueshm\u00ebrin\u00eb.\u00a0<\/li>\n<\/ul>\n<p><\/p>\n<blockquote><p>Disponibiliteti \u00ebsht\u00eb nj\u00eb koncept i gjer\u00eb. Ai p\u00ebrfshin si pranin\u00eb e t\u00eb dh\u00ebnave n\u00eb form\u00ebn e duhur, ashtu edhe mund\u00ebsin\u00eb p\u00ebr t\u00eb marr\u00eb informacion n\u00eb panel\u00ebt e kontrollit, si dhe segmentimin e nevojsh\u00ebm t\u00eb t\u00eb dh\u00ebnave.<\/p><\/blockquote>\n<p><\/p>\n<h3>Grumbullojn\u00eb t\u00eb dh\u00ebna nga t\u00eb gjitha burimet n\u00eb nj\u00eb vend.<\/h3>\n<p>\nBurimet e t\u00eb dh\u00ebnave mund t\u00eb jen\u00eb t\u00eb brendshme dhe t\u00eb jashtme. P\u00ebr shembull, ndonj\u00ebher\u00eb biznesi i dikujt varet nga raportet meteorologjike q\u00eb duhet t\u00eb grumbullohen dhe ruhen nga burime t\u00eb jashtme.\u00a0<\/p>\n<p>Informacioni duhet t\u00eb ruhet me sh\u00ebnimin e burimit dhe gjithashtu n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb dh\u00ebnat t\u00eb mund t\u00eb gjenden leht\u00ebsisht. N\u00eb Profi.ru, kjo detyr\u00eb \u00ebsht\u00eb zgjidhur p\u00ebrmes dokumentacionit t\u00eb automatizuar. Dokumentacioni p\u00ebr burimet e brendshme t\u00eb t\u00eb dh\u00ebnave p\u00ebrdor skedar\u00eb YML.<\/p>\n<h3>Krijojn\u00eb tabela informacioni.<\/h3>\n<p>\nVizualizimi i t\u00eb dh\u00ebnave \u00ebsht\u00eb m\u00eb mir\u00eb t\u00eb b\u00ebhet me nj\u00eb mjet profesional, si\u00e7 \u00ebsht\u00eb Tableau.\u00a0<\/p>\n<p>Shumica e njer\u00ebzve marrin vendime emocionalisht \u2014 r\u00ebnd\u00ebsi ka qart\u00ebsia dhe estetik\u00eb. Excel, p\u00ebr shembull, nuk \u00ebsht\u00eb shum\u00eb i p\u00ebrshtatsh\u00ebm p\u00ebr vizualizim: nuk p\u00ebrmbush t\u00eb gjitha nevojat e p\u00ebrdoruesve t\u00eb t\u00eb dh\u00ebnave. P\u00ebr shembull, nj\u00eb menaxher produkti d\u00ebshiron t\u00eb futet thell\u00eb n\u00eb numra, por n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb jet\u00eb e p\u00ebrshtatshme p\u00ebr ta b\u00ebr\u00eb at\u00eb. Kjo i lejon atij t\u00eb zgjidh\u00eb problemet e tij, dhe jo t\u00eb mendoj\u00eb se si t\u00eb marr\u00eb informacionin dhe t\u00eb mbledh\u00eb metrikat.<\/p>\n<blockquote><p>Vizualizimi i cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave mund\u00ebson marrjen e vendimeve m\u00eb leht\u00eb dhe m\u00eb shpejt.<\/p><\/blockquote>\n<p>\u00a0<br \/>\nSa m\u00eb i lart\u00eb t\u00eb jet\u00eb niveli i nj\u00eb personi n\u00eb pun\u00eb, aq m\u00eb e madhe \u00ebsht\u00eb nevoja p\u00ebr t\u00eb pasur t\u00eb dh\u00ebna t\u00eb agreguara n\u00eb telefon. Detajet nuk jan\u00eb t\u00eb nevojshme p\u00ebr menaxher\u00ebt e lart\u00eb \u2014 \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb kontrollohet situata n\u00eb t\u00ebr\u00ebsi dhe BI \u00ebsht\u00eb nj\u00eb mjet i mir\u00eb p\u00ebr k\u00ebt\u00eb.<\/p>\n<p><img decoding=\"async\" alt=\"Si t\u00eb zgjedhin kompanit\u00eb mjetet p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe t\u00eb mos e shnd\u00ebrrojn\u00eb gjith\u00e7ka n\u00eb nj\u00eb kopsht teknologjik: p\u00ebrvoja e PROFI.RU\" src=\"\/wp-content\/uploads\/2020\/08\/f3428b2418887220fa2f2ef8078d3b05.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Shembulli i panelit t\u00eb produktit Profi.ru (nj\u00eb nga flet\u00ebt). P\u00ebr arsye t\u00eb konfidencialitetit, emrat e metrikave dhe akseve jan\u00eb fshehur.<\/i><\/p>\n<h2>Shembuj t\u00eb detyrave reale\u00a0<\/h2>\n<p><\/p>\n<h3>Detyra 1 \u2014 t\u00eb transferosh t\u00eb dh\u00ebnat nga sistemet p\u00ebrkat\u00ebse (operacionale) n\u00eb nj\u00eb depo t\u00eb dh\u00ebnash ose ETL.<\/h3>\n<p>\nNj\u00eb nga detyrat rutinore t\u00eb inxhinierit t\u00eb t\u00eb dh\u00ebnave.\u00a0<\/p>\n<p>P\u00ebr k\u00ebt\u00eb mund t\u00eb p\u00ebrdoren:<\/p>\n<ul>\n<li>skripte t\u00eb shkruara vet\u00eb, t\u00eb cilat aktivizohen p\u00ebrmes cron ose me ndihm\u00ebn e nj\u00eb orkestruesi t\u00eb ve\u00e7ant\u00eb si Airflow ose Prefect;\u00a0<\/li>\n<li>Zgjidhje ETL me kod t\u00eb hapur: Pentaho Data Integration, Talend Data Studio dhe t\u00eb tjera;<\/li>\n<li>zgjidhje pron\u00ebsore: Informatica PowerCenter, SSIS dhe t\u00eb tjera;<\/li>\n<li>zgjidhje n\u00eb cloud: Matillion, Panoply dhe t\u00eb tjera.\u00a0<\/li>\n<\/ul>\n<p>\nN\u00eb nj\u00eb version t\u00eb thjesht\u00eb, detyra zgjidhet duke shkruar nj\u00eb skedar YML me 20 rreshta. Kjo zgjat rreth 5 minuta.\u00a0<\/p>\n<p>N\u00eb rastin m\u00eb t\u00eb komplikuar, kur duhet t\u00eb shtohet nj\u00eb burim i ri \u2014 p\u00ebr shembull, nj\u00eb baz\u00eb t\u00eb dh\u00ebnash t\u00eb re \u2014 mund t\u00eb zgjas\u00eb deri n\u00eb disa dit\u00eb.\u00a0<\/p>\n<p>N\u00eb Profi, kjo detyr\u00eb e thjesht\u00eb \u2014 n\u00eb nj\u00eb proces t\u00eb rregullt \u2014 p\u00ebrb\u00ebhet nga k\u00ebto hapa:<\/p>\n<ul>\n<li>T\u00eb kuptojm\u00eb nga klienti cila \u00ebsht\u00eb informacioni i nevojsh\u00ebm dhe ku ndodhet.<\/li>\n<li>T\u00eb kuptojm\u00eb n\u00ebse ka akses n\u00eb k\u00ebto t\u00eb dh\u00ebna.<\/li>\n<li>N\u00ebse nuk ka akses, t\u00eb k\u00ebrkojm\u00eb nga administrator\u00ebt.<\/li>\n<li>T\u00eb shtojm\u00eb nj\u00eb deg\u00eb t\u00eb re n\u00eb Git me kodin e detyr\u00ebs n\u00eb Jira.<\/li>\n<li>T\u00eb krijojm\u00eb nj\u00eb migrim p\u00ebr shtimin e t\u00eb dh\u00ebnave n\u00eb modelin kryesor p\u00ebrmes nj\u00eb skripti interaktiv Python.<\/li>\n<li>T\u00eb shtojm\u00eb skedar\u00ebt e ngarkesave (skedari YML me p\u00ebrshkrimin e burimeve t\u00eb t\u00eb dh\u00ebnave dhe tabel\u00ebs ku regjistrohen).<\/li>\n<li>T\u00eb testojm\u00eb n\u00eb sken\u00eb.<\/li>\n<li>T\u00eb ngarkojm\u00eb t\u00eb dh\u00ebnat n\u00eb depo.<\/li>\n<li>T\u00eb krijojm\u00eb nj\u00eb k\u00ebrkes\u00eb p\u00ebr t\u00ebrheqje.<\/li>\n<li>T\u00eb kalojm\u00eb rishikimin e kodit.<\/li>\n<li>Pas kalimit t\u00eb rishikimit t\u00eb kodit, t\u00eb dh\u00ebnat ngarkohen n\u00eb deg\u00ebn kryesore dhe automatikisht shp\u00ebrndahen n\u00eb prodhim (CI\/CD).<\/li>\n<\/ul>\n<p><\/p>\n<h3>Detyra 2 \u2014 t\u00eb vendosim n\u00eb nj\u00eb m\u00ebnyr\u00eb t\u00eb p\u00ebrshtatshme t\u00eb dh\u00ebnat e ngarkuara.<\/h3>\n<p>\nNj\u00eb detyr\u00eb tjet\u00ebr e shpesht\u00eb \u2014 \u00ebsht\u00eb t\u00eb vendosim t\u00eb dh\u00ebnat e ngarkuara n\u00eb nj\u00eb m\u00ebnyr\u00eb q\u00eb p\u00ebrdoruesi p\u00ebrfundimtar (ose vegla BI) t\u00eb ket\u00eb leht\u00ebsi n\u00eb pun\u00eb me to dhe t\u00eb mos duhet t\u00eb b\u00ebj\u00eb l\u00ebvizje t\u00eb panevojshme p\u00ebr t\u00eb kryer shumic\u00ebn e detyrave. Kjo do t\u00eb thot\u00eb t\u00eb nd\u00ebrtojm\u00eb ose azhurnojm\u00eb Dimension Data Store (DDS).\u00a0<\/p>\n<p>P\u00ebr k\u00ebto mund t\u00eb aplikohen zgjidhjet nga detyra e par\u00eb, pasi kjo \u00ebsht\u00eb gjithashtu nj\u00eb proces ETL. N\u00eb variantin m\u00eb t\u00eb thjesht\u00eb, p\u00ebrdit\u00ebsimi i DDS b\u00ebhet p\u00ebrmes skripteve SQL.<\/p>\n<h3>Detyra 3 \u00ebsht\u00eb nga detyrat jo tipike.<\/h3>\n<p>\nN\u00eb Profi po lind analiza n\u00eb koh\u00eb reale. Generohet nj\u00eb num\u00ebr i madh ngjarjesh nga ekipet produktive \u2014 i regjistrojm\u00eb ato n\u00eb ClickHouse. Por atje nuk mund t\u00eb futen regjistrime nj\u00eb nga nj\u00eb n\u00eb num\u00ebr t\u00eb madh, prandaj detyrohemi t'i bashkojm\u00eb regjistrimet n\u00eb grupe. K\u00ebshtu q\u00eb nuk mund t\u00eb shkruajm\u00eb drejtp\u00ebrdrejt \u2014 na nevojitet nj\u00eb p\u00ebrpunues nd\u00ebrmjet\u00ebs.<\/p>\n<p>P\u00ebrdoreshin motor\u00eb t\u00eb bazuar n\u00eb Apache Flink. Deri tani, rendi i veprimit \u00ebsht\u00eb ky: motori p\u00ebrpunon rrjedh\u00ebn e ngjarjeve q\u00eb vijn\u00eb \u27f6 i grumbullon ato n\u00eb grupe n\u00eb ClickHouse \u27f6 n\u00eb l\u00ebvizje llogarit numrin e ngjarjeve p\u00ebr 15 minuta \u27f6 i d\u00ebrgon sh\u00ebrbimit q\u00eb p\u00ebrcakton n\u00ebse ka anomali \u2014 krahason me vlerat p\u00ebr 15 minuta t\u00eb ngjashme me nj\u00eb thell\u00ebsi prej 3 muajsh \u27f6 n\u00ebse ka, d\u00ebrgon nj\u00eb njoftim n\u00eb Slack.<\/p>\n<p><img decoding=\"async\" alt=\"Si t\u00eb zgjedhin kompanit\u00eb mjetet p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe t\u00eb mos e shnd\u00ebrrojn\u00eb gjith\u00e7ka n\u00eb nj\u00eb kopsht teknologjik: p\u00ebrvoja e PROFI.RU\" src=\"\/wp-content\/uploads\/2020\/08\/5a62fe7561cd9b7c319b5f3ba658d1ef.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Skema p\u00ebr analiz\u00ebn e faqeve (pjesa e ngarkes\u00ebs)<\/i><\/p>\n<p>Korniza Apache Flink garanton dor\u00ebzim t\u00eb pakt\u00ebn nj\u00eb her\u00eb. Megjithat\u00eb, ekziston nj\u00eb mund\u00ebsi p\u00ebr kopjime. N\u00eb rastin e RabbitMQ, kjo mund t\u00eb zgjidhet duke p\u00ebrdorur Correlation ID. Kjo garanton dor\u00ebzimin unik \u27f6 integritetin e t\u00eb dh\u00ebnave.<\/p>\n<p>Num\u00ebrojm\u00eb ngjarjet p\u00ebrs\u00ebri me ndihm\u00ebn e Apache Flink, shp\u00ebrndajm\u00eb p\u00ebrmes nj\u00eb panele t\u00eb customizuar, t\u00eb shkruar n\u00eb NodeJS, + frontend n\u00eb ReactJS. K\u00ebrkimi i shpejt\u00eb nuk dha zgjidhje t\u00eb ngjashme. Po ashtu, kodi u krijua thjesht \u2014 shkrimi nuk zuri shum\u00eb koh\u00eb.<\/p>\n<p>Monitorimi \u00ebsht\u00eb m\u00eb tep\u00ebr teknik. Ne shikojm\u00eb anomalit\u00eb p\u00ebr t\u00eb parandaluar problemet n\u00eb faza t\u00eb hershme. Disa metrika globale thelb\u00ebsore t\u00eb kompanis\u00eb nuk jan\u00eb p\u00ebrfshir\u00eb akoma n\u00eb monitorim, pasi drejtimi i analiz\u00ebs n\u00eb streaming \u00ebsht\u00eb n\u00eb faz\u00ebn e formimit.<\/p>\n<h2>Veglat kryesore t\u00eb inxhinier\u00ebve t\u00eb t\u00eb dh\u00ebnave<\/h2>\n<p>\nMe detyra t\u00eb inxhinier\u00ebve t\u00eb t\u00eb dh\u00ebnave \u00ebsht\u00eb m\u00ebse e qart\u00eb, tani pak rreth mjeteve q\u00eb p\u00ebrdoren p\u00ebr zgjidhjen e tyre. Sigurisht, mjetet n\u00eb kompani t\u00eb ndryshme mund t\u00eb ndryshojn\u00eb (dhe duhet t\u00eb ndryshojn\u00eb) \u2014 gjith\u00e7ka varet nga v\u00ebllimi i t\u00eb dh\u00ebnave, shpejt\u00ebsia e p\u00ebrftimit t\u00eb tyre dhe moshomogjeniteti. Ajo gjithashtu mund t\u00eb varet nga prirja e specialistit ndaj nj\u00eb mjeti t\u00eb vet\u00ebm, thjesht sepse ai\/ajo ka punuar me t\u00eb dhe e njeh mir\u00eb. N\u00eb Profi.ru ne ndaluam n\u00eb k\u00ebto variante \u2192<\/p>\n<h3>P\u00ebr vizualizimin e t\u00eb dh\u00ebnave \u2014 Tableau, Metabase<\/h3>\n<p>\nTableau u p\u00ebrzgjodh prej koh\u00ebsh. Ky sistem lejon analizimin e shpejt\u00eb t\u00eb masave t\u00eb m\u00ebdha t\u00eb t\u00eb dh\u00ebnave dhe n\u00eb t\u00eb nj\u00ebjt\u00ebn koh\u00eb nuk k\u00ebrkon nj\u00eb implementim t\u00eb kushtuesh\u00ebm. P\u00ebr ne \u00ebsht\u00eb i p\u00ebrshtatsh\u00ebm, i bukur dhe i zakont\u00eb \u2014 shpesh punojm\u00eb n\u00eb t\u00eb.<\/p>\n<p>Metabase-i njeh shum\u00eb pak njer\u00ebz, ndon\u00ebse \u00ebsht\u00eb shum\u00eb i mir\u00eb p\u00ebr prototipizim.\u00a0<\/p>\n<p>Nga mjetet e vizualizimit mund t\u00eb p\u00ebrmendim gjithashtu Superset nga Airbnb. Karakteristika e tij e ve\u00e7ant\u00eb \u00ebsht\u00eb shum\u00eb lidhje me bazat e t\u00eb dh\u00ebnave dhe mund\u00ebsi p\u00ebr vizualizim. Megjithat\u00eb, p\u00ebr p\u00ebrdoruesin e zakonsh\u00ebm, ai \u00ebsht\u00eb m\u00eb pak i p\u00ebrshtatsh\u00ebm se Metabase, pasi nuk lejon lidhjen e tabelave; p\u00ebr k\u00ebt\u00eb \u00ebsht\u00eb e nevojshme t\u00eb krijosh paraqitje t\u00eb ve\u00e7anta.\u00a0<\/p>\n<p>N\u00eb Metabase, mund t\u00eb lidhni tabela, madje sh\u00ebrbimi e b\u00ebn k\u00ebt\u00eb vet\u00eb duke marr\u00eb parasysh skem\u00ebn e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave. Nd\u00ebrsa, nd\u00ebrfaqja e Metabase \u00ebsht\u00eb m\u00eb e thjesht\u00eb dhe m\u00eb e k\u00ebndshme.<\/p>\n<p>Ka shum\u00eb mjete \u2014 thjesht gjeni tuajin.<\/p>\n<h3>P\u00ebr ruajtjen e t\u00eb dh\u00ebnave \u2014 ClickHouse, Vertica<\/h3>\n<p>\nClickHouse \u00ebsht\u00eb nj\u00eb mjet falas dhe i shpejt\u00eb p\u00ebr ruajtjen e ngjarjeve produktore. Analist\u00ebt krijojn\u00eb vet\u00eb analitik\u00ebn e tyre (n\u00ebse kan\u00eb mjaft t\u00eb dh\u00ebna) ose inxhinier\u00ebt e t\u00eb dh\u00ebnave marrin aggregatet dhe i ngarkojn\u00eb n\u00eb Vertica p\u00ebr t\u00eb nd\u00ebrtuar vitrina.<\/p>\n<p>Vertica \u00ebsht\u00eb nj\u00eb produkt i shk\u00eblqyer dhe i p\u00ebrshtatsh\u00ebm p\u00ebr shfaqjen e vitrinave p\u00ebrfundimtare.\u00a0<\/p>\n<h3>P\u00ebr menaxhimin e rrjedhave t\u00eb t\u00eb dh\u00ebnave dhe kryerjen e llogaritjeve \u2014 Airflow<\/h3>\n<p>\nT\u00eb dh\u00ebnat i ngarkojm\u00eb p\u00ebrmes mjeteve t\u00eb konsol\u00ebs. P\u00ebr shembull, p\u00ebrmes klientit q\u00eb vjen me MySQL, k\u00ebshtu b\u00ebhet m\u00eb shpejt.\u00a0<\/p>\n<p>Avantazhi i mjeteve t\u00eb konsol\u00ebs \u2014 shpejt\u00ebsia. T\u00eb dh\u00ebnat nuk kalojn\u00eb p\u00ebrmes memories s\u00eb t\u00eb nj\u00ebjtit proces Python. Disavantazhi \u00ebsht\u00eb se kontrolli mbi t\u00eb dh\u00ebnat \u00ebsht\u00eb m\u00eb i vog\u00ebl, nd\u00ebrsa ato fluturojn\u00eb nga nj\u00eb DB n\u00eb nj\u00eb tjet\u00ebr.<\/p>\n<h3>Gjuha kryesore e programimit \u2014 Python<\/h3>\n<p>\nPython ka nj\u00eb prag shum\u00eb m\u00eb t\u00eb ul\u00ebt p\u00ebr t'u m\u00ebsuar + kompania ka kompetenca n\u00eb k\u00ebt\u00eb gjuh\u00eb. Arsyeja tjet\u00ebr \u00ebsht\u00eb q\u00eb DAG-\u00ebt e Airflow shkruhen n\u00eb Python. K\u00ebto skripte jan\u00eb thjesht nj\u00eb mb\u00ebshtjell\u00ebs mbi ngarkesat, puna kryesore b\u00ebhet p\u00ebrmes skripteve konsol\u00eb.\u00a0<\/p>\n<p>Java p\u00ebrdorim p\u00ebr zhvillimin e analitik\u00ebs n\u00eb koh\u00eb reale.<\/p>\n<h2>Qasja n\u00eb zgjedhjen e mjeteve t\u00eb t\u00eb dh\u00ebnave \u2014 \u00e7far\u00eb t\u00eb b\u00ebjm\u00eb p\u00ebr t\u00eb mos zhvilluar nj\u00eb zoologji teknologjike.<\/h2>\n<p>\nN\u00eb treg ka shum\u00eb mjete p\u00ebr t\u00eb punuar me t\u00eb dh\u00ebnat n\u00eb \u00e7do faz\u00eb: nga shfaqja e tyre deri te shfaqja n\u00eb dashboard p\u00ebr k\u00ebshillin e drejtor\u00ebve. Nuk \u00ebsht\u00eb \u00e7udi q\u00eb disa kompani mund t\u00eb ken\u00eb nj\u00eb s\u00ebr\u00eb zgjidhjesh t\u00eb pak\u00ebnaqshme \u2014 ajo q\u00eb quhet zoologji teknologjike.<\/p>\n<p>Zoologjia teknologjike \u2014 ato jan\u00eb mjete q\u00eb kryejn\u00eb t\u00eb nj\u00ebjtat funksione. P\u00ebr shembull, Kafka dhe RabbitMQ p\u00ebr shk\u00ebmbim mesazhesh ose Grafana dhe Zeppelin p\u00ebr vizualizim.\u00a0<\/p>\n<p><img decoding=\"async\" alt=\"Si t\u00eb zgjedhin kompanit\u00eb mjetet p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe t\u00eb mos e shnd\u00ebrrojn\u00eb gjith\u00e7ka n\u00eb nj\u00eb kopsht teknologjik: p\u00ebrvoja e PROFI.RU\" src=\"\/wp-content\/uploads\/2020\/08\/d246be323dda92b5f6306c1fb3c85589.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i><noindex><a rel=\"nofollow\" href=\"http:\/\/mattturck.com\/wp-content\/uploads\/2019\/07\/2019_Matt_Turck_Big_Data_Landscape_Final_Fullsize.png\">Harta e teknologjive dhe kompanive n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave dhe AI.<\/a><\/noindex> \u2014 tregon se sa shum\u00eb zgjidhje t\u00eb dyfishuara mund t\u00eb jen\u00eb<\/i><\/p>\n<p>Gjithashtu, shum\u00eb njer\u00ebz p\u00ebr q\u00ebllime personale mund t\u00eb p\u00ebrdorin mjete t\u00eb ndryshme ETL. N\u00eb Profi, pik\u00ebrisht kjo \u00ebsht\u00eb situata. ETL kryesor \u00ebsht\u00eb n\u00eb Airflow, por disa p\u00ebr ngarkimet e tyre personale p\u00ebrdorin Pentaho. Ata testojn\u00eb hipoteza dhe p\u00ebrmes inxhinier\u00ebve k\u00ebto t\u00eb dh\u00ebna nuk \u00ebsht\u00eb e nevojshme t'i kalojn\u00eb. Kryesisht, mjeteve \"vet\u00eb-sh\u00ebrbimi\" u drejtohen specialist\u00eb mjaft t\u00eb p\u00ebrvoj\u00eb, t\u00eb cil\u00ebt jan\u00eb t\u00eb angazhuar n\u00eb aktivitete hulumtuese \u2014 studiojn\u00eb rrug\u00eb t\u00eb reja p\u00ebr zhvillimin e produktit. Grupi i t\u00eb dh\u00ebnave t\u00eb tyre p\u00ebr analiz\u00eb \u00ebsht\u00eb interesant kryesisht p\u00ebr ta, p\u00ebr m\u00eb tep\u00ebr, ai ndryshon vazhdimisht. Prandaj, nuk ka kuptim t\u00eb futen k\u00ebto ngarkesa n\u00eb platform\u00ebn kryesore.\u00a0<\/p>\n<p>Duke kopshtit zoologjik. Shpesh p\u00ebrdorimi i teknologjive t\u00eb dyfishuara lidhet me faktor\u00ebt njer\u00ebzor\u00eb. Ekipet e mbyllura kan\u00eb zakon t\u00eb punojn\u00eb me nj\u00eb mjet t\u00eb caktuar, i cili mund t\u00eb mos p\u00ebrdoret nga nj\u00eb ekip tjet\u00ebr. Dhe ndonj\u00ebher\u00eb, autonomia \u00ebsht\u00eb rruga e vetme p\u00ebr t\u00eb zgjidhur detyra t\u00eb ve\u00e7anta. P\u00ebr shembull, ekipi i R&amp;D ka nevoj\u00eb t\u00eb testoj\u00eb di\u00e7ka duke p\u00ebrdorur nj\u00eb mjet t\u00eb caktuar \u2014 thjesht \u00ebsht\u00eb i dobish\u00ebm, ndonj\u00eb an\u00ebtar i ekipit e ka p\u00ebrdorur at\u00eb m\u00eb par\u00eb ose ka ndonj\u00eb arsye tjet\u00ebr. T\u00eb pres\u00ebsh burimet e administrator\u00ebve t\u00eb sistemeve p\u00ebr instalimin dhe konfigurimin e k\u00ebtij mjeti \u00ebsht\u00eb nj\u00eb proces i gjat\u00eb. Nd\u00ebrkoh\u00eb, administrator\u00ebt e kujdessh\u00ebm dhe t\u00eb sakta duhet t\u00eb provoshin se kjo \u00ebsht\u00eb me t\u00eb v\u00ebrtet\u00eb e nevojshme. K\u00ebshtu, ekipi e instalon mjetin n\u00eb makinat e tij virtuale dhe zgjidh problemet e tyre specifike.<\/p>\n<blockquote><p>Kopshti zoologjik i zgjidhjeve nuk \u00ebsht\u00eb nj\u00eb problem, p\u00ebr aq koh\u00eb sa kjo nuk k\u00ebrkon nj\u00eb angazhim t\u00eb madh nga ana e administrator\u00ebve p\u00ebr t\u00eb mb\u00ebshtetur mjetin. Duhet t\u00eb merret parasysh se si p\u00ebrdorimi i mjetit ndikon n\u00eb burimet e mb\u00ebshtetjes.\u00a0<\/p><\/blockquote>\n<p>\nNj\u00eb arsye tjet\u00ebr e zakonshme p\u00ebr shfaqjen e mjeteve t\u00eb reja \u00ebsht\u00eb d\u00ebshira p\u00ebr t\u00eb provuar nj\u00eb produkt t\u00eb panjohur n\u00eb nj\u00eb fush\u00eb mjaft t\u00eb re, ku ende nuk jan\u00eb formuar standardet ose nuk ka rekomandime t\u00eb provuara. Inxhinieri i t\u00eb dh\u00ebnave, ashtu si zhvilluesi, duhet gjithmon\u00eb t\u00eb eksploroj\u00eb mjete t\u00eb reja me shpres\u00ebn p\u00ebr t\u00eb gjetur nj\u00eb zgjidhje m\u00eb efikase p\u00ebr detyrat aktuale ose p\u00ebr t'u mbajtur i informuar p\u00ebr at\u00eb q\u00eb ofron tregu.<\/p>\n<p>Sundimi p\u00ebr t\u00eb provuar mjete t\u00eb reja \u00ebsht\u00eb n\u00eb t\u00eb v\u00ebrtet\u00eb i madh. Por p\u00ebr t\u00eb b\u00ebr\u00eb nj\u00eb zgjedhje t\u00eb arsyeshme, nevojitet s\u00eb pari disiplin\u00eb vetjake. Kjo do t\u00eb ndihmoj\u00eb q\u00eb t\u00eb mos i jepni fund plot\u00ebsisht impulseve k\u00ebrkuese, por t\u00eb merrni parasysh mund\u00ebsit\u00eb e kompanis\u00eb p\u00ebr t\u00eb mb\u00ebshtetur infrastruktur\u00ebn p\u00ebr mjetin e ri.\u00a0<\/p>\n<blockquote><p>Nuk duhet t\u00eb p\u00ebrdoren teknologjit\u00eb thjesht p\u00ebr shkak se jan\u00eb teknologji. M\u00ebnyra m\u00eb e mir\u00eb p\u00ebr ta trajtuar k\u00ebt\u00eb \u00e7\u00ebshtje \u00ebsht\u00eb pragmatike: detyra \u27f6 nj\u00eb set mjetesh q\u00eb mund ta zgjidhin k\u00ebt\u00eb detyr\u00eb.<\/p><\/blockquote>\n<p>\u00a0Pastaj, vler\u00ebso \u00e7do mjet dhe zgjidh at\u00eb m\u00eb t\u00eb optimalin. P\u00ebr shembull, ky mjet mund t\u00eb zgjidh\u00eb detyr\u00ebn m\u00eb efikas, por nuk ka kompetenca p\u00ebr t\u00eb, nd\u00ebrsa ky \u00ebsht\u00eb pak m\u00eb pak efektiv, por n\u00eb kompani ka njer\u00ebz q\u00eb din\u00eb si t\u00eb punojn\u00eb me t\u00eb. Ky mjet \u00ebsht\u00eb me pages\u00eb, por i leht\u00eb p\u00ebr mb\u00ebshtetje dhe p\u00ebrdorim, nd\u00ebrsa ky \u00ebsht\u00eb nj\u00eb open source modern, por p\u00ebr mb\u00ebshtetje k\u00ebrkon nj\u00eb ekip administratoresh. K\u00ebto dihen dykah\u00ebsit\u00eb q\u00eb k\u00ebrkojn\u00eb nj\u00eb mendje t\u00eb qet\u00eb p\u00ebr t'u zgjidhur.<\/p>\n<blockquote><p>Zgjedhja e mjetit \u00ebsht\u00eb gjysma nj\u00eb skak dhe gjysma nj\u00eb p\u00ebrvoj\u00eb personale. Nuk ka siguri t\u00eb plot\u00eb se mjeti do t'i p\u00ebrshtatet.<\/p><\/blockquote>\n<p>P\u00ebr shembull, n\u00eb Profi filluam me Pentaho, sepse kishim ekspertiz\u00eb p\u00ebr k\u00ebt\u00eb mjet, por p\u00ebrfundimisht kjo u tregua nj\u00eb vendim i gabuar. Repazitorin e brendsh\u00ebm t\u00eb Pentaho, nd\u00ebrsa projekti u rrit, filloi t\u00eb ngadal\u00ebsohej shum\u00eb. P\u00ebr ta ruajtur t\u00eb dh\u00ebnat, p\u00ebr shembull, nevojitej nj\u00eb minut\u00eb, dhe n\u00ebse ka zakon t\u00eb ruaj\u00eb pun\u00ebn vazhdimisht, koha thjesht arratisej. K\u00ebsaj i shtohej nj\u00eb nisje e nd\u00ebrlikuar, detyra sipas orarit - kompjuteri ngrinte.\u00a0<\/p>\n<p>P\u00ebrpjekjet p\u00ebrfunduan pas kalimit n\u00eb Airflow - nj\u00eb mjet popullor, me nj\u00eb komunitet t\u00eb madh.\u00a0<\/p>\n<blockquote><p>Prania e nj\u00eb komuniteti sh\u00ebrbimi, mjeteve \u00ebsht\u00eb e r\u00ebnd\u00ebsishme p\u00ebr zgjidhjen e detyrave t\u00eb komplikuara \u2014 mund t\u00eb k\u00ebrkosh k\u00ebshilla nga koleg\u00ebt.<\/p><\/blockquote>\n<p>N\u00ebse nj\u00eb kompani \u00ebsht\u00eb e zhvilluar dhe ka burime, ka kuptim t\u00eb mendohet p\u00ebr blerjen e mb\u00ebshtetjes teknike. Kjo ndihmon n\u00eb zgjidhjen e shpejt\u00eb t\u00eb problemeve dhe merr rekomandime p\u00ebr p\u00ebrdorimin e produktit.<\/p>\n<p>N\u00ebse flasim p\u00ebr qasjen n\u00eb p\u00ebrzgjedhje, n\u00eb Profi ndjekim k\u00ebto parime:<\/p>\n<ul>\n<li><b>Mos e merrni vendimin vet\u00ebm<\/b>. Kur nj\u00eb person zgjedh di\u00e7ka, ai automatikisht \u00ebsht\u00eb i bindur n\u00eb drejt\u00ebsin\u00eb e tij. Nj\u00eb gj\u00eb tjet\u00ebr \u00ebsht\u00eb t\u00eb bind\u00ebsh t\u00eb tjer\u00ebt, kur duhet t\u00eb sjell\u00ebsh argumente t\u00eb forta n\u00eb mbrojtje. Kjo ndihmon gjithashtu p\u00ebr t\u00eb par\u00eb pik\u00ebpamjet e dob\u00ebta t\u00eb mjetit.<\/li>\n<li><b>T\u00eb konsultoheni me specialistin kryesor t\u00eb t\u00eb dh\u00ebnave (dialogu n\u00eb vertical)<\/b>. Kjo mund t\u00eb jet\u00eb inxhinieri kryesor i t\u00eb dh\u00ebnave (Chief Data Engineer), drejtuesi i ekipit BI. T\u00eb lart\u00ebat e shohin situat\u00ebn m\u00eb gjer\u00eb.\u00a0<\/li>\n<li><b>T\u00eb komunikoni me ekipe t\u00eb tjera (dialogu n\u00eb horizontal)<\/b>. \u00c7far\u00eb mjete p\u00ebrdorin ata dhe sa mir\u00eb funksionojn\u00eb. Nd\u00ebrsa ndoshta, mjeti i koleg\u00ebve mund t\u00eb zgjidh\u00eb detyrat tuaja dhe nuk do t\u00eb jet\u00eb e nevojshme t\u00eb krijoni nj\u00eb zookeeper zgjidhjesh.<\/li>\n<\/ul>\n<p><\/p>\n<h3>Kompetencat e brendshme si nj\u00eb z\u00ebvend\u00ebsim efektiv p\u00ebr sh\u00ebrbimet e jashtme<\/h3>\n<p>\nQasja ndaj zgjedhjes s\u00eb mjeteve mund t\u00eb konsiderohet edhe p\u00ebrdorimi i kompetencave t\u00eb brendshme t\u00eb kompanis\u00eb.\u00a0<\/p>\n<p>Shpesh hasen situata ku biznesi ka nj\u00eb detyr\u00eb komplekse, por nuk ka fonde p\u00ebr ta realizuar at\u00eb. Detyra \u00ebsht\u00eb e madhe dhe e r\u00ebnd\u00ebsishme, dhe n\u00eb m\u00ebnyr\u00eb ideale, do t\u00eb ishte m\u00eb mir\u00eb t\u00eb angazhohej nj\u00eb ofrues sh\u00ebrbimesh t\u00eb jashtme, i cili ka p\u00ebrvoj\u00ebn p\u00ebrkat\u00ebse. Por p\u00ebr shkak se ndihma financiare nuk \u00ebsht\u00eb n\u00eb dispozicion, detyra iu besua ekipit t\u00eb brendsh\u00ebm. P\u00ebrve\u00e7 k\u00ebsaj, zakonisht biznesi i beson m\u00eb shum\u00eb punonj\u00ebsve t\u00eb tij, ve\u00e7anarisht kur ata kan\u00eb v\u00ebrtetuar eficenc\u00ebn e tyre.<\/p>\n<p>Disa shembuj t\u00eb till\u00eb jan\u00eb situatat kur nj\u00eb drejtim i ri zhvillohet nga punonj\u00ebsit e brendsh\u00ebm, si\u00e7 \u00ebsht\u00eb kryerja e testeve t\u00eb ngarkes\u00ebs dhe krijimi i nj\u00eb depo t\u00eb dh\u00ebnash. Sidomos depoja e t\u00eb dh\u00ebnave, pasi \u00ebsht\u00eb nj\u00eb histori unike p\u00ebr \u00e7do biznes. Nj\u00eb depo nuk mund t\u00eb blihet, mund t\u00eb angazhohesh vet\u00ebm ekspert\u00eb t\u00eb jasht\u00ebm q\u00eb ta ndihmojn\u00eb t\u00eb nd\u00ebrtohet me mb\u00ebshtetje nga ekipi i brendsh\u00ebm.\u00a0\u00a0<\/p>\n<p>P\u00ebr m\u00eb tep\u00ebr, me avancimin e drejtimit t\u00eb ri, ekipi mund t\u00eb kuptoj\u00eb se nevoja p\u00ebr nj\u00eb ofrues sh\u00ebrbimesh t\u00eb jashtme ka r\u00ebn\u00eb.<\/p>\n<p>N\u00eb Profi, implementimi i BI-s\u00eb ishte brenda kompanis\u00eb. V\u00ebshtir\u00ebsia kryesore ishte se biznesi d\u00ebshironte t\u00eb niste BI-n\u00eb shpejt. Por nd\u00ebrtimi i nj\u00eb projekti t\u00eb till\u00eb k\u00ebrkonte koh\u00eb: p\u00ebr t\u00eb rritur kompetencat, p\u00ebr t\u00eb ngarkuar t\u00eb dh\u00ebnat, p\u00ebr t\u00eb nd\u00ebrtuar nj\u00eb skem\u00eb t\u00eb p\u00ebrshtatshme depoje, p\u00ebr t\u00eb zgjedhur mjetet dhe p\u00ebr t'i zot\u00ebruar ato.<\/p>\n<p>Faza kryesore \u2014 e nxeht\u00eb \u2014 kur gjith\u00e7ka u nd\u00ebrtua dhe u kristalizua, zgjati rreth nj\u00eb vit. Dhe projekti vazhdon t\u00eb zhvillohet ende.\u00a0<\/p>\n<blockquote><p>Kur nd\u00ebrrtohet depoja e korporat\u00ebs p\u00ebr t\u00eb dh\u00ebnat, \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb respektohen standarde t\u00eb larta, t\u00eb mbrohesh pozitat e tua dhe t\u00eb mos b\u00ebsh pun\u00eb t\u00eb shpejta p\u00ebr hir t\u00eb biznesit.\u00a0<\/p>\n<p>Me shum\u00eb dhimbje, na duhej t\u00eb riformatojm\u00eb pjes\u00ebn m\u00eb t\u00eb madhe t\u00eb projektit, e cila duhej b\u00ebr\u00eb at\u00ebher\u00eb me ngut.<\/p><\/blockquote>\n<p>\u00a0Por ndonj\u00ebher\u00eb, qasja \"me ngut\" \u00ebsht\u00eb e arsyeshme. K\u00ebshtu, n\u00eb zhvillimin e produkteve, ajo mund t\u00eb jet\u00eb madje e vetmja e sakt\u00eb. Duhet t\u00eb l\u00ebvizim shpejt p\u00ebrpara, t\u00eb testojm\u00eb hipotezat p\u00ebr produktet dhe m\u00eb shum\u00eb. Por depoja duhet t\u00eb bazohet n\u00eb nj\u00eb arkitektur\u00eb t\u00eb fort\u00eb, nd otherwise it will not be able to adapt quickly to the growing business and the project will stall.<\/p>\n<p>N\u00eb k\u00ebt\u00eb projekt t\u00eb komplikuar, kine lideri yn\u00eb na ndihmoi shum\u00eb, duke mbrojtur progresin e pun\u00ebve, duke shpjeguar menaxhmentit \u00e7far\u00eb po b\u00ebjm\u00eb, duke siguruar burimet dhe thjesht duke na mbrojtur. Pa nj\u00eb mb\u00ebshtetje t\u00eb till\u00eb, nuk jam i sigurt se do t\u00eb kishim arritur t\u00eb lansojm\u00eb projektin.<\/p>\n<p>N\u00eb tregtime t\u00eb tilla, nj\u00eb rol t\u00eb r\u00ebnd\u00ebsish\u00ebm luajn\u00eb ata q\u00eb quhen early adopters \u2014 ata q\u00eb jan\u00eb t\u00eb gatsh\u00ebm t\u00eb provojn\u00eb t\u00eb reja \u2014 mes menaxher\u00ebve t\u00eb lart\u00eb, analist\u00ebve dhe menaxher\u00ebve t\u00eb produkteve. P\u00ebr t\u00eb b\u00ebr\u00eb q\u00eb nj\u00eb tem\u00eb e pap\u00ebrpunuar t\u00eb fluturoj\u00eb, nevojiten pioner\u00eb q\u00eb t\u00eb konfirmojn\u00eb se gjith\u00e7ka funksionon dhe \u00ebsht\u00eb e leht\u00eb p\u00ebr t'u p\u00ebrdorur. <\/p>\n<p><i>N\u00ebse dikush d\u00ebshiron t\u00eb ndaj\u00eb zgjidhjen e detyr\u00ebs s\u00eb tret\u00eb nga ato t\u00eb p\u00ebrmendura m\u00eb sip\u00ebr \u2014 mir\u00ebseardh\u00ebt \ud83d\ude42<\/i><br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/netologyru\/blog\/516060\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0420\u0435\u0434\u0430\u043a\u0442\u043e\u0440 \u041d\u0435\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043b\u0430 \u0441 \u0442\u0438\u043c\u043b\u0438\u0434\u043e\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u044b BI \u0432 Profi.ru \u041f\u0430\u0432\u043b\u043e\u043c \u0421\u0430\u044f\u043f\u0438\u043d\u044b\u043c \u043e \u0442\u043e\u043c, \u043a\u0430\u043a\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0440\u0435\u0448\u0430\u044e\u0442 \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b \u0432 \u0435\u0433\u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0435, \u0447\u0442\u043e \u0437\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0438 \u043a\u0430\u043a \u0436\u0435 \u0432\u0441\u0451-\u0442\u0430\u043a\u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u043e\u0439\u0442\u0438 \u043a \u0432\u044b\u0431\u043e\u0440\u0443 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u0430\u0442\u0430-\u0437\u0430\u0434\u0430\u0447, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043d\u0435\u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445. \u041f\u0430\u0432\u0435\u043b \u2014 \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0430 \u043a\u0443\u0440\u0441\u0435 \u00ab\u0414\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u00bb.\u00a0 \u0427\u0435\u043c \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b \u0432 Profi.ru Profi.ru \u2014 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":92101,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-92100","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0420\u0435\u0434\u0430\u043a\u0442\u043e\u0440 \u041d\u0435\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043b\u0430 \u0441 \u0442\u0438\u043c\u043b\u0438\u0434\u043e\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u044b BI \u0432 Profi.ru \u041f\u0430\u0432\u043b\u043e\u043c \u0421\u0430\u044f\u043f\u0438\u043d\u044b\u043c \u043e \u0442\u043e\u043c, \u043a\u0430\u043a\u0438\u0435 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