{"id":36986,"date":"2019-10-31T22:15:09","date_gmt":"2019-10-31T19:15:09","guid":{"rendered":"https:\/\/prohoster.info\/blog\/bolshim-dannym-bolshoj-billing-o-bigdata-v-telekome\/"},"modified":"2019-10-31T22:15:09","modified_gmt":"2019-10-31T19:15:09","slug":"bolshim-dannym-bolshoj-billing-o-bigdata-v-telekome","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/bolshim-dannym-bolshoj-billing-o-bigdata-v-telekome","title":{"rendered":"Big data, faturim i madh: p\u00ebr BigData n\u00eb telekom","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>N\u00eb vitin 2008, BigData ishte nj\u00eb term i ri dhe nj\u00eb trend i njohur. N\u00eb vitin 2019, BigData \u00ebsht\u00eb nj\u00eb objekt shitjeje, nj\u00eb burim fitimi dhe nj\u00eb motiv p\u00ebr projekte t\u00eb reja ligjore.<\/p>\n<p>N\u00eb vjesht\u00ebn e vitit t\u00eb kaluar, qeveria ruse nisi nj\u00eb projektligj p\u00ebr rregullimin e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha. Identifikimi i njer\u00ebzve p\u00ebrmes informacionit \u00ebsht\u00eb i ndaluar, por lejohet n\u00eb k\u00ebrkes\u00eb t\u00eb organeve federale. P\u00ebrpunimi i BigData p\u00ebr pal\u00ebt e treta \u00ebsht\u00eb i mundur vet\u00ebm pas njoftimit t\u00eb Roskomnadzor. Ligji zbatohet p\u00ebr kompanit\u00eb q\u00eb kan\u00eb m\u00eb shum\u00eb se 100 mij\u00eb adresa rrjetesh. Dhe, sigurisht, nuk ka si t\u00eb mungoj\u00eb regjistri - parashikohet krijimi i nj\u00eb t\u00eb till\u00eb me list\u00ebn e operator\u00ebve t\u00eb bazave t\u00eb dh\u00ebnave. Dhe n\u00ebse deri m\u00eb tani BigData nuk u perceptua seriozisht nga t\u00eb gjith\u00eb, tani do t\u00eb duhet t\u00eb merret parasysh.<\/p>\n<p>Nuk mund t\u00eb anashkaloj bazat e t\u00eb dh\u00ebnave as un\u00eb, si drejtor i nj\u00eb kompanie zhvilluesi t\u00eb faturimit, e cila p\u00ebrpunon k\u00ebt\u00eb BigData. Do t\u00eb ndalem te t\u00eb dh\u00ebnat e m\u00ebdha p\u00ebrmes prizmit t\u00eb operator\u00ebve t\u00eb telekomunikacionit, p\u00ebrmes t\u00eb cil\u00ebve kalojn\u00eb \u00e7do dit\u00eb flukset e informatave p\u00ebr mij\u00ebra abonent\u00eb.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h3>Teorema<\/h3>\n<p>\nLe t\u00eb fillojm\u00eb, si n\u00eb nj\u00eb detyr\u00eb matematike: s\u00eb pari t\u00eb d\u00ebrgojm\u00eb provat se t\u00eb dh\u00ebnat e operator\u00ebve t\u00eb telekomunikacionit mund t\u00eb quhen BigData. Zakonisht t\u00eb dh\u00ebnat e m\u00ebdha karakterizohen nga tre shenja VVV, megjith\u00ebse n\u00eb interpretimet e lira numri i \"V\" arrinte edhe deri n\u00eb shtat\u00eb.<\/p>\n<p>V\u00ebllimi. Vet\u00ebm MVNO e Rostelecom ka m\u00eb shum\u00eb se nj\u00eb milion abonent\u00eb. Operator\u00ebt kryesor\u00eb p\u00ebrpunojn\u00eb t\u00eb dh\u00ebna nga 44 deri n\u00eb 78 milion njer\u00ebz. Trafiku rritet \u00e7do sekond\u00eb: n\u00eb tremujorin e par\u00eb t\u00eb vitit 2019, abonent\u00ebt kan\u00eb konsumuar 3.3 miliard GB nga telefonat mobil\u00eb.<\/p>\n<p>Shpejt\u00ebsia. Askush nuk e tregon m\u00eb mir\u00eb dinamik\u00ebn se statistikat, prandaj do t\u00eb kaloj n\u00eb parashikimet e Cisco. Deri n\u00eb vitin 2021, 20% e trafikut IP do t\u00eb shkoj\u00eb te trafiku mobil - ai do t\u00eb rritet gati tre her\u00eb brenda pes\u00eb vjet\u00ebsh. Nj\u00eb e treta e lidhjeve mobile do t\u00eb jet\u00eb p\u00ebr M2M - zhvillimi i IoT do t\u00eb \u00e7oj\u00eb n\u00eb nj\u00eb rritje gjasht\u00ebfish t\u00eb lidhjeve. Interneti i gj\u00ebrave do t\u00eb b\u00ebhet jo vet\u00ebm nj\u00eb drejtim fitimprur\u00ebs, por gjithashtu me k\u00ebrkesa p\u00ebr burime, prandaj disa operator\u00eb do t\u00eb p\u00ebrqendrohen vet\u00ebm n\u00eb t\u00eb. Ata q\u00eb do ta zhvillojn\u00eb IoT si nj\u00eb sh\u00ebrbim t\u00eb ve\u00e7ant\u00eb do t\u00eb fitojn\u00eb dyfish trafik.<\/p>\n<p>Larmia. Larmia \u00ebsht\u00eb nj\u00eb koncept subjektiv, por operator\u00ebt e telekomunikacionit v\u00ebrtet e din\u00eb gati gjith\u00e7ka p\u00ebr abonent\u00ebt e tyre. Nga emri dhe t\u00eb dh\u00ebnat e pasaport\u00ebs deri tek modeli i telefonit, blerjet, vendet e vizituara dhe interesat. Ndonj\u00ebher\u00eb mediat e dh\u00ebna sipas ligjit Yarovaya ruhen p\u00ebr m\u00eb shum\u00eb se gjasht\u00eb muaj. Prandaj, le t\u00eb pranojm\u00eb si aksion se t\u00eb dh\u00ebnat e mbledhura jan\u00eb t\u00eb larmishme. <\/p>\n<h3>Software dhe metodologji<\/h3>\n<p>\nOfruesit jan\u00eb nj\u00eb nga konsumator\u00ebt kryesor\u00eb t\u00eb BigData, prandaj shumica e metodologjive t\u00eb analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb m\u00ebdha jan\u00eb t\u00eb aplikueshme p\u00ebr industrin\u00eb e telekomunikacionit. Pyetja tjet\u00ebr \u00ebsht\u00eb se kush \u00ebsht\u00eb i gatsh\u00ebm t\u00eb investoj\u00eb n\u00eb zhvillimin e ML, AI, Deep Learning, t\u00eb investoj\u00eb n\u00eb qendrat e t\u00eb dh\u00ebnave dhe minierat e t\u00eb dh\u00ebnave. Puna e plot\u00eb me BigData \u00ebsht\u00eb nj\u00eb kombinim i infrastruktur\u00ebs dhe ekipit, shpenzimet e t\u00eb cil\u00ebve nuk i p\u00ebrballojn\u00eb t\u00eb gjith\u00eb. T\u00eb investosh n\u00eb BigData ia vlen p\u00ebr nd\u00ebrmarrjet q\u00eb tashm\u00eb kan\u00eb nj\u00eb depo t\u00eb korporatave ose zhvillojn\u00eb metodologjin\u00eb e Data Governance. Ata q\u00eb nuk jan\u00eb ende t\u00eb gatsh\u00ebm p\u00ebr investime afatgjata, u sugjeroj t\u00eb rrisin gradualisht arkitektur\u00ebn e software-it dhe t\u00eb vendosin komponent\u00ebt nj\u00eb nga nj\u00eb. Modul\u00ebt e r\u00ebnd\u00eb dhe Hadoop mund t\u00eb lihen p\u00ebr n\u00eb fund. Pak njer\u00ebz blejn\u00eb nj\u00eb zgjidhje t\u00eb gatshme p\u00ebr detyra si Data Quality dhe Data Mining, n\u00eb p\u00ebrgjith\u00ebsi kompanit\u00eb e p\u00ebrshtatin sistemin sipas specifikave dhe nevojave t\u00eb tyre - vet\u00eb ose me ndihm\u00ebn e zhvilluesve.<\/p>\n<p>Por nuk \u00e7do faturim mund t\u00eb modifikohet p\u00ebr t'u punuar me BigData. M\u00eb sakt\u00eb, jo t\u00eb gjith\u00eb mund ta modifikojn\u00eb. Pak jan\u00eb ata q\u00eb mund ta b\u00ebjn\u00eb k\u00ebt\u00eb.<\/p>\n<p>Tri shenja q\u00eb nj\u00eb sistemi faturimi ka mund\u00ebsi t\u00eb b\u00ebhet nj\u00eb mjet p\u00ebr t\u00eb p\u00ebrpunuar t\u00eb dh\u00ebna t\u00eb m\u00ebdha:<\/p>\n<ul>\n<li>Shkall\u00ebzim horizontal. Software duhet t\u00eb jet\u00eb fleksib\u00ebl - po flasim p\u00ebr t\u00eb dh\u00ebna t\u00eb m\u00ebdha. Rritja e sasis\u00eb s\u00eb informacionit duhet t\u00eb zgjidhet me nj\u00eb rritje proporcionale t\u00eb \"harduerit\" n\u00eb klaster. <\/li>\n<li>Q\u00ebndrueshm\u00ebria. Sistemet e r\u00ebnda prepaid zakonisht jan\u00eb t\u00eb q\u00ebndrueshme: faturimi zhvillohet n\u00eb nj\u00eb klaster n\u00eb disa gjeolokacione, k\u00ebshtu q\u00eb ato sigurojn\u00eb automatikisht nj\u00ebra-tjetr\u00ebn. Numri i kompjuter\u00ebve n\u00eb klasterin Hadoop gjithashtu duhet t\u00eb jet\u00eb mjaftuesh\u00ebm i lart\u00eb p\u00ebr n\u00eb rast t\u00eb d\u00ebshtimit t\u00eb nj\u00eb ose m\u00eb shum\u00eb.<\/li>\n<li>Lokaliteti. T\u00eb dh\u00ebnat duhet t\u00eb ruhen dhe t\u00eb p\u00ebrpunohen n\u00eb t\u00eb nj\u00ebjtin vend, ndryshe do t\u00eb thyeni n\u00eb transferimin e t\u00eb dh\u00ebnave. Nj\u00eb nga skemat e njohura t\u00eb qasjes Map-Reduce: HDFS ruan, Spark p\u00ebrpunon. N\u00eb m\u00ebnyr\u00eb ideale, software duhet t\u00eb integrohet pa probleme n\u00eb infrastruktur\u00ebn e qendr\u00ebs s\u00eb t\u00eb dh\u00ebnave dhe t\u00eb jet\u00eb n\u00eb gjendje t\u00eb b\u00ebj\u00eb tre n\u00eb nj\u00eb: t\u00eb mbledh\u00eb, organizoj\u00eb dhe analiza informacionin. <a class=\"wpil_keyword_link\" href=\"https:\/\/prohoster.info\/sq\/server\/dts-dronten\/\"   title=\"serveri\" data-wpil-keyword-link=\"linked\"  data-wpil-monitor-id=\"2496\">serveri<\/a>, ndryshe, mund t\u00eb d\u00ebmtoheni gjat\u00eb transferimit t\u00eb t\u00eb dh\u00ebnave. Nj\u00eb nga skemat e njohura t\u00eb qasjes Map-Reduce: HDFS ruan, Spark p\u00ebrpunon. Idealisht, programi duhet t\u00eb integrohet pa dhimbje n\u00eb infrastruktur\u00ebn e Qendr\u00ebs s\u00eb T\u00eb Dh\u00ebnave dhe t\u00eb dij\u00eb t\u00eb b\u00ebj\u00eb tre n\u00eb nj\u00eb: t\u00eb mbledh\u00eb, organizoj\u00eb dhe analizoj\u00eb informacionin.<\/li>\n<\/ul>\n<p><\/p>\n<h3>Ekipa<\/h3>\n<p>\n\u00c7far\u00eb, si dhe p\u00ebr \u00e7far\u00eb q\u00ebllimi programi do t\u00eb p\u00ebrpunoj\u00eb t\u00eb dh\u00ebna t\u00eb m\u00ebdha \u2013 k\u00ebt\u00eb vendos ekipi. Shpesh ai p\u00ebrb\u00ebhet nga nj\u00eb person \u2013 data scientist. Megjithat\u00eb, sipas mendimit tim, paketa minimale e punonj\u00ebsve p\u00ebr BigData p\u00ebrfshin gjithashtu nj\u00eb Menaxher Produkti, nj\u00eb Inxhinier t\u00eb Dh\u00ebnash dhe nj\u00eb Drejtor. I pari kupton sh\u00ebrbimet, p\u00ebrkthehet nga gjuha teknike n\u00eb nj\u00eb gjuh\u00eb t\u00eb kuptueshme dhe anasjelltas. Inxhinieri i t\u00eb dh\u00ebnave e materializon modelin duke p\u00ebrdorur Java\/Scala dhe eksperimenton me Machine Learning. Drejtori koordinon, vendos objektiva dhe kontrollon fazat.<\/p>\n<h3>Problemet<\/h3>\n<p>\nSakt\u00ebsisht nga ana e ekipit t\u00eb BigData zakonisht lindin probleme gjat\u00eb mbledhjes dhe p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave. Programi duhet t\u00eb kuptoj\u00eb se \u00e7far\u00eb duhet t\u00eb mbledh\u00eb dhe si t\u00eb p\u00ebrpunoj\u00eb \u2013 p\u00ebr ta shpjeguar k\u00ebt\u00eb, duhet s\u00eb pari t\u00eb kuptohet vet\u00eb. Dhe p\u00ebr ofruesit, kjo nuk \u00ebsht\u00eb kaq e thjesht\u00eb. Po tregoj p\u00ebr problemet me shembullin e detyr\u00ebs p\u00ebr reduktimin e fluksit t\u00eb abonent\u00ebve \u2013 kjo \u00ebsht\u00eb pik\u00ebrisht ajo q\u00eb operatoret e komunikimeve p\u00ebrpiqen t\u00eb zgjidhin fillimisht me ndihm\u00ebn e BigData.<\/p>\n<p><b>P\u00ebrcaktimi i detyrave. <\/b>Nj\u00eb specifikim i mir\u00eb i detyr\u00ebs dhe kuptime t\u00eb ndryshme t\u00eb terminologjis\u00eb \u2013 \u00ebsht\u00eb nj\u00eb dhimbje shum\u00ebvje\u00e7are jo vet\u00ebm p\u00ebr freelancer\u00ebt. Edhe \"abonent\u00ebt e humbur\" mund t\u00eb interpretohen n\u00eb m\u00ebnyra t\u00eb ndryshme \u2013 si ata q\u00eb nuk kan\u00eb p\u00ebrdorur sh\u00ebrbimet e operatorit p\u00ebr nj\u00eb muaj, gjasht\u00eb muaj ose nj\u00eb vit. Dhe p\u00ebr krijimin e MVP-s\u00eb mbi t\u00eb dh\u00ebna historike, duhet t\u00eb kuptohet frekuenca e kthimeve t\u00eb abonent\u00ebve nga fluksi \u2013 ata q\u00eb provuan sh\u00ebrbimet e operator\u00ebve t\u00eb tjer\u00eb ose u larguan nga qyteti dhe p\u00ebrdor\u00ebn nj\u00eb num\u00ebr tjet\u00ebr. Nj\u00eb pyetje tjet\u00ebr e r\u00ebnd\u00ebsishme: brenda sa koh\u00eb duhet t\u00eb p\u00ebrcaktoj\u00eb operatori se nj\u00eb abonent ka p\u00ebr q\u00ebllim t\u00eb largohet dhe t\u00eb nd\u00ebrmarr\u00eb masa? Pas gjasht\u00eb muajsh \u2013 her\u00ebt, pas nj\u00eb jave \u2013 tashm\u00eb von\u00eb.<\/p>\n<p><b>Z\u00ebvend\u00ebsimi i kuptimeve. <\/b>Zakonisht operator\u00ebt p\u00ebrcaktojn\u00eb klientin sipas numrit t\u00eb telefonit, prandaj \u00ebsht\u00eb logjike q\u00eb karakteristikat t\u00eb ofrohen sipas tij. Por \u00e7far\u00eb ndodh me llogarin\u00eb ose numrin e aplikacioneve p\u00ebr sh\u00ebrbim? Duhet t\u00eb p\u00ebrcaktojm\u00eb se cila nj\u00ebsi duhet t\u00eb merret si klient, n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb dh\u00ebnat n\u00eb sistemin e operatorit t\u00eb mos jen\u00eb t\u00eb ndryshme. Vler\u00ebsimi i r\u00ebnd\u00ebsis\u00eb s\u00eb klientit \u00ebsht\u00eb gjithashtu nj\u00eb \u00e7\u00ebshtje \u2013 cili abonent \u00ebsht\u00eb m\u00eb i vlefsh\u00ebm p\u00ebr kompanin\u00eb, p\u00ebr mbajtjen e cilit p\u00ebrdorues duhet t\u00eb investohen m\u00eb shum\u00eb burime, dhe cil\u00ebt \"do t\u00eb ikin\" pavar\u00ebsisht nga gjith\u00e7ka dhe nuk ka kuptim t\u00eb shpenzohen burime p\u00ebr ta.<\/p>\n<p><b>Mungesa e informacionit.<\/b> Shum\u00eb nga punonj\u00ebsit e ofruesit nuk jan\u00eb n\u00eb gjendje t\u2019u shpjegojn\u00eb ekipit t\u00eb BigData se \u00e7far\u00eb konkretisht ndikon n\u00eb fluksin e abonent\u00ebve dhe si llogariten faktor\u00ebt e mundsh\u00ebm n\u00eb faturim. Edhe n\u00ebse p\u00ebrmendet nj\u00eb nga ta \u2013 ARPU, \u2013 zbulohet se p\u00ebrllogaritja e tij mund t\u00eb b\u00ebhet n\u00eb m\u00ebnyra t\u00eb ndryshme: ose sipas pagesave periodike t\u00eb klientit, ose sipas faturimeve automatike. Gjat\u00eb procesit t\u00eb pun\u00ebs lindin miliona pyetje t\u00eb tjera. A p\u00ebrfshihen t\u00eb gjith\u00eb klient\u00ebt n\u00eb model, \u00e7far\u00eb \u00ebsht\u00eb kostoja p\u00ebr mbajtjen e klientit, a ka kuptim t\u00eb mendohet p\u00ebr modele alternative dhe \u00e7far\u00eb t\u00eb b\u00ebhet me klient\u00ebt q\u00eb u mbajt\u00ebn duke gabuar.<\/p>\n<p><b>Cak-p\u00ebrcaktimi. <\/b>E di tri lloje gabimesh q\u00eb lidhen me rezultatin q\u00eb b\u00ebjn\u00eb operator\u00ebt t\u00eb zhg\u00ebnjehen nga BigData.<\/p>\n<ol>\n<li>Ofrohet investimi n\u00eb BigData, p\u00ebrpunohen gigabajt\u00eb informacioni, por rezultati q\u00eb merret mund t\u00eb ishte arritur edhe m\u00eb lir\u00eb. P\u00ebrdoren skemat dhe modelet e thjeshta, analiza primitive. Kostoja e prodhimit \u00ebsht\u00eb shum\u00eb m\u00eb e lart\u00eb, por rezultati \u00ebsht\u00eb i nj\u00ebjt\u00eb.<\/li>\n<li>Operatori merr t\u00eb dh\u00ebna shum\u00ebdimensionale, dhe nuk e kupton se si t'i p\u00ebrdor\u00eb ato. Analiza \u00ebsht\u00eb atje \u2013 po, e qart\u00eb dhe e madhe, por nga ajo nuk ka asnj\u00eb p\u00ebrfitim. Nuk \u00ebsht\u00eb menduar rezultati p\u00ebrfundimtar, i cili nuk mund t\u00eb p\u00ebrfshij\u00eb q\u00ebllimin \"p\u00ebr t\u00eb p\u00ebrpunuar t\u00eb dh\u00ebn\u00eb\". \u00cbsht\u00eb e pamjaftueshme t\u00eb p\u00ebrpunosh \u2013 analiza duhet t\u00eb b\u00ebhet baza p\u00ebr t\u00eb rifreskuar proceset biznesore.<\/li>\n<li>Pengesat p\u00ebr p\u00ebrdorimin e analiz\u00ebs BigData mund t\u00eb jen\u00eb proceset biznesore t\u00eb vjetruara dhe software q\u00eb nuk \u00ebsht\u00eb i p\u00ebrshtatsh\u00ebm p\u00ebr q\u00ebllime t\u00eb reja. Pra, gabimi \u00ebsht\u00eb b\u00ebr\u00eb n\u00eb faz\u00ebn e p\u00ebrgatitjes \u2013 nuk \u00ebsht\u00eb menduar algoritmi i veprimeve dhe fazat e zbatimit t\u00eb BigData n\u00eb pun\u00eb.<\/li>\n<\/ol>\n<p><\/p>\n<h3>Pse<\/h3>\n<p>\nK\u00ebtu p\u00ebr sa i p\u00ebrket rezultateve. Do t\u00eb kaloj n\u00eb m\u00ebnyrat e p\u00ebrdorimit dhe monetizimit t\u00eb BigData q\u00eb operator\u00ebt e komunikimeve tashm\u00eb po i p\u00ebrdorin.<br \/>\nOfruesit parashikojn\u00eb jo vet\u00ebm fluksin e abonent\u00ebve, por edhe ngarkesat n\u00eb stacionet baz\u00eb. <\/p>\n<ol>\n<li>Analizohet informacioni mbi l\u00ebvizjen e abonent\u00ebve, aktivitetin dhe sh\u00ebrbimet frekuente. Rezultati: reduktimi i numrit t\u00eb ngarkesave p\u00ebrmes optimizimit dhe modernizimit t\u00eb segmenteve problematike t\u00eb infrastruktur\u00ebs.<\/li>\n<li>Informacioni mbi gjeolokacionin e abonent\u00ebve dhe dend\u00ebsin\u00eb e fluksit, operator\u00ebt e komunikimit e p\u00ebrdorin gjat\u00eb hapjes s\u00eb pikave t\u00eb shitjes. K\u00ebshtu, analitika BigData po p\u00ebrdoret tashm\u00eb nga MTS dhe Vimpelcom p\u00ebr t\u00eb planifikuar vendosjen e zyrave t\u00eb reja.<\/li>\n<li>Ofruesit shfryt\u00ebzojn\u00eb t\u00eb dh\u00ebnat e m\u00ebdha duke i ofruar ato kompanive t\u00eb treta. Klient\u00ebt kryesor\u00eb t\u00eb operator\u00ebve t\u00eb BigData jan\u00eb bankat komerciale. Me ndihm\u00ebn e t\u00eb dh\u00ebnave, ata monitorojn\u00eb aktivitete t\u00eb dyshimta t\u00eb kartave SIM t\u00eb p\u00ebrdoruesve, t\u00eb cilave u jan\u00eb lidhur kartat, p\u00ebrdorin sh\u00ebrbime t\u00eb vler\u00ebsimit t\u00eb rrezikut, verifikimit dhe monitorimit. N\u00eb vitin 2017, qeveria e Mosk\u00ebs k\u00ebrkoi nga Tele2 dinamik\u00ebn e l\u00ebvizjes p\u00ebrmes t\u00eb dh\u00ebnave t\u00eb BigData - p\u00ebr t\u00eb planifikuar infrastruktur\u00ebn teknike dhe transporti.<\/li>\n<li>Analitika BigData \u00ebsht\u00eb nj\u00eb burim i \u00e7muar p\u00ebr marketer\u00ebt, t\u00eb cil\u00ebt mund t\u00eb krijojn\u00eb fushata reklamuese t\u00eb personalizuara p\u00ebr mij\u00ebra grupe p\u00ebrdoruesish, n\u00ebse duan. Kompanit\u00eb telekomunikuese agregojn\u00eb profile sociale, interesa konsumator\u00ebsh dhe modele sjelljeje t\u00eb p\u00ebrdoruesve, dhe m\u00eb pas i p\u00ebrdorin t\u00eb dh\u00ebnat e mbledhura p\u00ebr t\u00eb attractuar klient\u00eb t\u00eb rinj. Por p\u00ebr planifikimin masiv t\u00eb promocionit dhe PR, sistemi i faturimit nuk ka gjithmon\u00eb funksionalitetin e nevojsh\u00ebm: programi duhet t\u00eb marr\u00eb parasysh shum\u00eb faktor\u00eb nj\u00ebkoh\u00ebsisht, s\u00eb bashku me informacionin e detajuar p\u00ebr klient\u00ebt. <\/li>\n<\/ol>\n<p>\nNd\u00ebrsa disa akoma e konsiderojn\u00eb BigData si nj\u00eb term t\u00eb zbraz\u00ebt, \"kat\u00ebrshja e madhe\" tashm\u00eb po b\u00ebn para nga ajo. MTS ka fituar 14 miliard\u00eb rubla n\u00eb gjasht\u00eb muaj nga p\u00ebrpunimi i t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, nd\u00ebrsa Tele2 e ka rritur t\u00eb ardhurat nga projektet me tri her\u00eb e gjysm\u00eb. BigData po transformohet nga nj\u00eb trend n\u00eb nj\u00eb domosdoshm\u00ebri, p\u00ebr t\u00eb cil\u00ebn do t\u00eb ristrukturohet e gjith\u00eb organizata e operator\u00ebve t\u00eb komunikimit.<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/463179\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412 2008 BigData \u0431\u044b\u043b\u0430 \u043d\u043e\u0432\u044b\u043c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043c \u0438 \u043c\u043e\u0434\u043d\u044b\u043c \u0442\u0440\u0435\u043d\u0434\u043e\u043c. \u0412 2019 BigData \u2013 \u044d\u0442\u043e \u043e\u0431\u044a\u0435\u043a\u0442 \u043f\u0440\u043e\u0434\u0430\u0436\u0438, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u0438\u0431\u044b\u043b\u0438 \u0438 \u043f\u043e\u0432\u043e\u0434 \u0434\u043b\u044f \u043d\u043e\u0432\u044b\u0445 \u0437\u0430\u043a\u043e\u043d\u043e\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432. \u041e\u0441\u0435\u043d\u044c\u044e \u043f\u0440\u043e\u0448\u043b\u043e\u0433\u043e \u0433\u043e\u0434\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043b\u043e \u0437\u0430\u043a\u043e\u043d\u043e\u043f\u0440\u043e\u0435\u043a\u0442 \u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u0417\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\u0441\u044f \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043b\u044e\u0434\u0435\u0439, \u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u0435\u043b\u0430\u0442\u044c \u044d\u0442\u043e \u043f\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0443 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0440\u0433\u0430\u043d\u043e\u0432. \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 BigData \u0434\u043b\u044f \u0442\u0440\u0435\u0442\u044c\u0438\u0445 \u043b\u0438\u0446 \u2013 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-36986","post","type-post","status-publish","format-standard","hentry","category-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412 2008 BigData 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N\u00eb vitin 2019, BigData \u00ebsht\u00eb nj\u00eb objekt shitjeje, burim fitimi dhe arsye p\u00ebr projektligje t\u00eb reja. N\u00eb vjesht\u00ebn e vitit t\u00eb kaluar, qeveria ruse iniciatoi nj\u00eb projektligj mbi rregullimin e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha. Identifikimi i njer\u00ebzve p\u00ebrmes informacionit ndalohet, por lejohet t\u00eb b\u00ebhet me k\u00ebrkes\u00eb nga autoritetet federale. 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