{"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\/news\/bolshim-dannym-bolshoj-billing-o-bigdata-v-telekome","title":{"rendered":"Billing i madh p\u00ebr t\u00eb dh\u00ebna t\u00eb m\u00ebdha: mbi BigData n\u00eb telekomunikacion","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 objekt shitjeje, burim t\u00eb ardhurash dhe nj\u00eb arsyetim p\u00ebr ligje t\u00eb reja.<\/p>\n<p>N\u00eb vjesht\u00eb t\u00eb vitit t\u00eb kaluar, qeveria ruse nisi nj\u00eb projektligj p\u00ebr rregullimin e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha. Ndalohet identifikimi i individ\u00ebve nga informacioni, por lejohet t\u00eb b\u00ebhet me k\u00ebrkes\u00eb t\u00eb organeve federale. P\u00ebrpunimi i BigData p\u00ebr pal\u00eb t\u00eb treta \u2013 vet\u00ebm pas njoftimit t\u00eb Roskomnadzor. N\u00eb ligj p\u00ebrfshihen kompanit\u00eb q\u00eb disponojn\u00eb m\u00eb shum\u00eb se 100,000 adresa rrjeti. Dhe, natyrisht, ku do t\u00eb shkojm\u00eb pa regjistrat \u2013 parashikohet krijimi i nj\u00eb regjistri me list\u00ebn e operator\u00ebve t\u00eb t\u00eb dh\u00ebnave. Dhe n\u00ebse deri tani BigData nuk ishte perceptuar seriozisht nga t\u00eb gjith\u00eb, tani do t\u00eb duhet t\u00eb merret parasysh.<\/p>\n<p>Nuk mund t\u00eb anashkaloj BigData as un\u00eb, si drejtor i nj\u00eb kompanie zhvillimi t\u00eb faturimit, q\u00eb p\u00ebrpunon k\u00ebt\u00eb BigData. Do t\u00eb reflektoj p\u00ebr t\u00eb dh\u00ebnat e m\u00ebdha p\u00ebrmes prizmit t\u00eb operator\u00ebve t\u00eb komunikimeve, p\u00ebrmes t\u00eb cil\u00ebve kalojn\u00eb \u00e7do dit\u00eb rrjedha informacioni p\u00ebr mij\u00ebra abonent\u00eb.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h3>Teorema<\/h3>\n<p>\nT\u00eb fillojm\u00eb, si n\u00eb nj\u00eb detyr\u00eb matematike: s\u00eb pari t\u00eb d\u00ebshmojm\u00eb se t\u00eb dh\u00ebnat e operator\u00ebve t\u00eb komunikimeve mund t\u00eb quhen BigData. Standardisht, t\u00eb dh\u00ebnat e m\u00ebdha karakterizohen nga tre shenja VVV, megjithat\u00eb n\u00eb interpretime t\u00eb lira numri i \"V\" arrinte deri n\u00eb shtat\u00eb.<\/p>\n<p>V\u00ebllimi. Vet\u00ebm MVNO i Rostelekomit sh\u00ebrben m\u00eb shum\u00eb se nj\u00eb milion abonent\u00eb. Operator\u00ebt kryesor\u00eb t\u00eb host-it p\u00ebrpunojn\u00eb t\u00eb dh\u00ebna nga 44 deri n\u00eb 78 milion njer\u00ebz. Trafiku po rritet \u00e7do sekond\u00eb: n\u00eb tremujorin e par\u00eb t\u00eb vitit 2019, abonent\u00ebt tashm\u00eb kishin p\u00ebrdorur 3.3 miliard GB nga telefonat e tyre celular\u00eb.<\/p>\n<p>Shpejt\u00ebsia. Askush nuk e p\u00ebrshkruan m\u00eb mir\u00eb dinamik\u00ebn se sa statistikat, prandaj do t\u00eb shkoj n\u00eb parashikimet e Cisco-s. Deri n\u00eb vitin 2021, 20% e trafikut IP do t\u00eb shkoj\u00eb p\u00ebr trafikun mobil \u2013 ai do t\u00eb rritet gati tri her\u00eb brenda pes\u00eb viteve. Nj\u00eb e treta e lidhjeve celulare do t\u00eb jet\u00eb M2M \u2013 zhvillimi i IoT do t\u00eb shkaktoj\u00eb nj\u00eb rritje gjashtfish t\u00eb lidhjeve. Interneti i gj\u00ebrave do t\u00eb b\u00ebhet jo vet\u00ebm nj\u00eb drejtim fitimprur\u00ebs, por edhe me shpenzime t\u00eb m\u00ebdha t\u00eb burimeve, prandaj disa operator\u00eb do t\u00eb p\u00ebrqendrohen vet\u00ebm n\u00eb t\u00eb. Dhe ata q\u00eb do t\u00eb zhvillojn\u00eb IoT si nj\u00eb sh\u00ebrbim t\u00eb ve\u00e7ant\u00eb, do t\u00eb fitojn\u00eb trafik t\u00eb dyfisht\u00eb.<\/p>\n<p>DIVERSITET. Diversiteti \u00ebsht\u00eb nj\u00eb koncept subjektiv, por operator\u00ebt e komunikimeve v\u00ebrtet i din\u00eb pothuajse gjith\u00e7ka p\u00ebr abonent\u00ebt e tyre. Nga emri dhe t\u00eb dh\u00ebnat e identitetit deri te modeli i telefonit, blerjet, vendet e vizituara dhe interesat. Mediat e skedar\u00ebve, sipas ligjit t\u00eb Jarovaya, ruhet p\u00ebr t\u00eb pakt\u00ebn gjasht\u00eb muaj. Pra, le t\u00eb pranojm\u00eb si aksion se t\u00eb dh\u00ebnat e mbledhura jan\u00eb t\u00eb larmishme. <\/p>\n<h3>SOFTI DHE METODIKA<\/h3>\n<p>\nFurnizuesit jan\u00eb nj\u00eb nga konsumator\u00ebt kryesor\u00eb t\u00eb Big Data, 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. \u00c7\u00ebshtja tjet\u00ebr \u00ebsht\u00eb kush \u00ebsht\u00eb i gatsh\u00ebm t\u00eb investoj\u00eb n\u00eb zhvillimin e ML, AI, M\u00ebsimit t\u00eb Thell\u00eb, t\u00eb investoj\u00eb n\u00eb Qendrat e t\u00eb Dh\u00ebnave dhe minierat e t\u00eb dh\u00ebnave. Puna e plot\u00eb me bazat e t\u00eb dh\u00ebnave p\u00ebrb\u00ebhet nga infrastruktura dhe ekipi, shpenzimet p\u00ebr t\u00eb cilat nuk i lejojn\u00eb t\u00eb gjith\u00eb. T\u00eb investosh n\u00eb Big Data ia vlen p\u00ebr bizneset q\u00eb tashm\u00eb kan\u00eb nj\u00eb depot korporative ose po zhvillojn\u00eb metodologjin\u00eb e Qeverisjes s\u00eb t\u00eb Dh\u00ebnave. Atyre q\u00eb ende nuk jan\u00eb gati p\u00ebr investime t\u00eb gjata, u rekomandoj t\u00eb rritin gradualisht arkitektur\u00ebn e softit dhe t\u00eb vendosin komponent\u00ebt nj\u00eb nga nj\u00eb. Modulet e r\u00ebnda 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 Cil\u00ebsia e t\u00eb Dh\u00ebnave dhe Miniera e t\u00eb Dh\u00ebnave, zakonisht kompanit\u00eb i p\u00ebrshtatin sistemet p\u00ebr specifikat dhe nevojat e tyre - vet\u00eb ose me ndihm\u00ebn e zhvilluesve.<\/p>\n<p>Por nuk \u00e7do sistema faturimi mund t\u00eb modifikohet p\u00ebr t\u00eb punuar me Big Data. N\u00eb t\u00eb v\u00ebrtet\u00eb, t\u00eb modifikosh nuk mund ta b\u00ebj\u00eb kushdo. Pak njer\u00ebz e mundon t\u00eb b\u00ebj k\u00ebt\u00eb.<\/p>\n<p>Tri shenjat q\u00eb nj\u00eb sistemi faturimi ka mund\u00ebsin\u00eb t\u00eb b\u00ebhet nj\u00eb instrument p\u00ebr p\u00ebrpunimin e t\u00eb dh\u00ebnave:<\/p>\n<ul>\n<li>Skalabiliteti horizontal. Softi duhet t\u00eb jet\u00eb fleksib\u00ebl - ne flasim p\u00ebr t\u00eb dh\u00ebna t\u00eb m\u00ebdha. Rritja e sasis\u00eb s\u00eb informacionit duhet t\u00eb trajtohet me nj\u00eb rritje proporcionale t\u00eb 'harduerit' n\u00eb klaster. <\/li>\n<li>Q\u00ebndrueshm\u00ebria. Sistemat e r\u00ebnda prepaid zakonisht jan\u00eb q\u00eb nga fillimi t\u00eb q\u00ebndrojn\u00eb; faturimi implementohet n\u00eb nj\u00eb klaster n\u00eb disa gjeolokacione, p\u00ebr t\u00eb siguruar automatikisht nj\u00ebri-tjetrin. Ka gjithashtu duhet t\u00eb ket\u00eb mjaft kompjuter\u00eb n\u00eb klasterin Hadoop p\u00ebr raste t\u00eb prishjes s\u00eb nj\u00eb ose m\u00eb shum\u00eb.<\/li>\n<li>Lokaliteti. T\u00eb dh\u00ebnat duhet t\u00eb ruhen dhe t\u00eb procesohen n\u00eb t\u00eb nj\u00ebjt\u00ebn <a class=\"wpil_keyword_link\" href=\"https:\/\/prohoster.info\/sq\/server\/dts-dronten\/\"   title=\"server\" data-wpil-keyword-link=\"linked\"  data-wpil-monitor-id=\"2496\">server<\/a>, n\u00eb t\u00eb kund\u00ebrt do t\u00eb nd\u00ebshkohesh p\u00ebr transferimin e t\u00eb dh\u00ebnave. Nj\u00eb nga skemat m\u00eb t\u00eb njohura t\u00eb qasjes Map-Reduce: HDFS ruan, Spark proceson. N\u00eb ideal, softi 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 analizohet 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\u00ebnat e m\u00ebdha \u2013 e vendos ekipi. Shpesh, ai p\u00ebrb\u00ebhet nga nj\u00eb person \u2013 data scientist. Megjithat\u00eb, sipas mendimit tim, paketa minimale e stafit p\u00ebr BigData p\u00ebrfshin gjithashtu nj\u00eb menaxher produkti, nj\u00eb inxhinier t\u00eb dh\u00ebnash dhe nj\u00eb drejtues. I pari kupton sh\u00ebrbimet, p\u00ebrkthehet nga gjuha teknike n\u00eb gjuh\u00ebn e zakonshme dhe anasjelltas. Inxhinieri i t\u00eb dh\u00ebnave e \u00e7on modelin n\u00eb jet\u00eb duke p\u00ebrdorur Java\/Scala dhe eksperimenton me Machine Learning. Drejtuesi koordinon, vendos objektiva, mbik\u00ebqyr fazat.<\/p>\n<h3>Problemet<\/h3>\n<p>\nSakt\u00ebsisht nga ana e ekipit BigData zakonisht lindin probleme gjat\u00eb mbledhjes dhe p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave. Programit i nevojitet t\u00eb shpjegohet se \u00e7far\u00eb duhet t\u00eb mbledh\u00eb dhe si t\u00eb p\u00ebrpunoj\u00eb \u2013 p\u00ebr t\u00eb shpjeguar k\u00ebt\u00eb, s\u00eb pari duhet ta kuptojm\u00eb ne vet\u00eb. Dhe te ofruesit e sh\u00ebrbimit gj\u00ebrat nuk jan\u00eb ashtu si\u00e7 duken. Po tregoj p\u00ebr problemet p\u00ebrmes nj\u00eb shembulli t\u00eb detyr\u00ebs p\u00ebr reduktimin e humbjes s\u00eb abonent\u00ebve \u2013 kjo \u00ebsht\u00eb pik\u00ebrisht ajo q\u00eb operator\u00ebt e telekomunikacioneve p\u00ebrpiqen t\u00eb zgjidhin me ndihm\u00ebn e BigData si prioritet.<\/p>\n<p><b>Caktimi i detyrave. <\/b>Nj\u00eb plan i mir\u00eb i detyrave dhe kuptime t\u00eb ndryshme t\u00eb terminologjis\u00eb \u2013 \u00ebsht\u00eb nj\u00eb dhimbje shekullore jo vet\u00ebm p\u00ebr freelancer\u00ebt. Madje edhe abonent\u00ebt q\u00eb 'kan\u00eb r\u00ebn\u00eb' mund t\u00eb interpretohen ndryshe \u2013 si ata q\u00eb nuk p\u00ebrdorin sh\u00ebrbimet e operatorit p\u00ebr nj\u00eb muaj, gjysm\u00eb viti ose nj\u00eb vit. Dhe p\u00ebr t\u00eb krijuar nj\u00eb MVP mbi t\u00eb dh\u00ebna historike, duhet t\u00eb kuptohet frekuenca e kthimit t\u00eb abonent\u00ebve nga humbja \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 tjet\u00ebr pyetje e r\u00ebnd\u00ebsishme: sa koh\u00eb para largimit t\u00eb parashikuar t\u00eb abonentit, operatori duhet ta identifikoj\u00eb k\u00ebt\u00eb dhe t\u00eb marr\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 e p\u00ebrcaktojn\u00eb klientin sipas numrit t\u00eb telefonit, prandaj \u00ebsht\u00eb logjike q\u00eb karakteristikat t\u00eb shkarkohen sipas tij. Po \u00e7far\u00eb \u00ebsht\u00eb p\u00ebr llogarin\u00eb ose numrin e aplikacionit sh\u00ebrbyes? Duhet t\u00eb p\u00ebrcaktohet se cila nj\u00ebsis\u00eb duhet marr\u00eb si klient, n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb dh\u00ebnat n\u00eb sistemin e operatorit t\u00eb jen\u00eb t\u00eb nj\u00ebjta. Vler\u00ebsimi i r\u00ebnd\u00ebsis\u00eb s\u00eb klientit gjithashtu mbetet nj\u00eb \u00e7\u00ebshtje \u2013 cili abonent \u00ebsht\u00eb m\u00eb i r\u00ebnd\u00ebsish\u00ebm p\u00ebr kompanin\u00eb, p\u00ebr cilin p\u00ebrdorues duhet t\u00eb b\u00ebhen m\u00eb shum\u00eb p\u00ebrpjekje p\u00ebr ta mbajtur, dhe cil\u00ebt 'do t\u00eb bien' n\u00eb \u00e7do rast dhe nuk ka asnj\u00eb kuptim t\u00eb shpenzohen burime p\u00ebr ta.<\/p>\n<p><b>Mungesa e informacionit.<\/b> Nuk e gjith\u00eb stafi i ofruesve \u00ebsht\u00eb n\u00eb gjendje t\u00eb shpjegoj\u00eb ekipit t\u00eb BigData se \u00e7far\u00eb ndikon n\u00eb humbjen e abonent\u00ebve dhe si llogariten faktort e mundsh\u00ebm n\u00eb faturim. Edhe n\u00ebse p\u00ebrmendet nj\u00eb prej tyre \u2013 ARPU \u2013 del se ai mund t\u00eb llogaritet n\u00eb m\u00ebnyra t\u00eb ndryshme: ose nga pagesat periodike t\u00eb klientit, ose nga akumilimet automatike t\u00eb faturimit. Dhe gjat\u00eb pun\u00ebs lindin miliona pyetje t\u00eb tjera. A mbulon modeli t\u00eb gjith\u00eb klient\u00ebt, \u00e7far\u00eb \u00ebsht\u00eb kostoja p\u00ebr ruajtjen e klientit, a ka kuptim t\u00eb mendohet p\u00ebr modele alternative dhe \u00e7far\u00eb duhet t\u00eb b\u00ebhet me klient\u00ebt q\u00eb jan\u00eb mbajtur gabimisht n\u00eb m\u00ebnyr\u00eb artificiale.<\/p>\n<p><b>Cil\u00ebsimi i q\u00ebllimeve. <\/b>Un\u00eb di tre lloje gabimesh t\u00eb lidhura me rezultatet, t\u00eb cilat e b\u00ebjn\u00eb operator\u00ebt t\u00eb ndjehen t\u00eb zhg\u00ebnjyer me BigData.<\/p>\n<ol>\n<li>Ofruesi investon n\u00eb BigData, p\u00ebrpunon gigabajt informacionesh, por merr nj\u00eb rezultat q\u00eb mund ta merrte edhe m\u00eb lir\u00eb. P\u00ebrdoren skema dhe modele t\u00eb thjeshta, analitika primitive. Kostot jan\u00eb shum\u00eb m\u00eb t\u00eb larta, nd\u00ebrsa rezultati \u00ebsht\u00eb i nj\u00ebjt\u00eb.<\/li>\n<li>Operatori merr jasht\u00eb shum\u00eb p\u00ebrmbajtje t\u00eb ndryshme t\u00eb dh\u00ebnash, por nuk di si t'i p\u00ebrdor\u00eb ato. Analitika \u00ebsht\u00eb aty \u2013 e qart\u00eb dhe e gjer\u00eb, por p\u00ebrfitimi nga ajo \u00ebsht\u00eb zero. Nuk \u00ebsht\u00eb menduar rezultati p\u00ebrfundimtar, i cili nuk mund t\u00eb p\u00ebrb\u00ebhet vet\u00ebm nga q\u00ebllimi \"t\u00eb p\u00ebrpunojm\u00eb t\u00eb dh\u00ebnat\". T\u00eb p\u00ebrpunosh \u00ebsht\u00eb pak \u2013 analitika duhet t\u00eb sh\u00ebrbej\u00eb si baz\u00eb p\u00ebr p\u00ebrmir\u00ebsimin e proceseve t\u00eb biznesit.<\/li>\n<li>Nj\u00eb penges\u00eb p\u00ebr p\u00ebrdorimin e analitik\u00ebs BigData mund t\u00eb b\u00ebhen proceset e biznesit t\u00eb vjetruara dhe programet q\u00eb nuk p\u00ebrshtaten me q\u00ebllimet e reja. K\u00ebshtu, ka d\u00ebshtuar 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>\nP\u00ebr t'u folur p\u00ebr rezultatet. Do t\u00eb flas p\u00ebr metodat e p\u00ebrdorimit dhe monetizimit t\u00eb BigData, t\u00eb cilat tashm\u00eb po p\u00ebrdoren nga operator\u00ebt e telekomunikacionit.<br \/>\nOfruesit parashikojn\u00eb jo vet\u00ebm humbjen 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 e frekuencave. Rezultati: ulja e numrit t\u00eb mbingarkesave fal\u00eb optimizimit dhe modernizimit t\u00eb pjes\u00ebve problematike t\u00eb infrastruktur\u00ebs.<\/li>\n<li>Informacioni mbi gjeolokacionin e abonent\u00ebve dhe densitetin e fluksit p\u00ebrdoret nga operator\u00ebt e telekomunikacionit p\u00ebr hapjen e pikave t\u00eb shitjes. Ajo analitika BigData tashm\u00eb po p\u00ebrdoret nga MTS dhe VimpelCom p\u00ebr planifikimin e vendndodhjeve t\u00eb zyrave t\u00eb reja.<\/li>\n<li>Ofroj\u00ebsit monetizojn\u00eb t\u00eb dh\u00ebnat e tyre t\u00eb m\u00ebdha duke i ofruar ato p\u00ebr firma t\u00eb treta. Klient\u00ebt kryesor\u00eb t\u00eb operator\u00ebve BigData jan\u00eb bankat tregtare. Me ndihm\u00ebn e t\u00eb dh\u00ebnave, ata ndjekin aktivitete t\u00eb dyshimta t\u00eb SIM-kartelave t\u00eb abonent\u00ebve, t\u00eb cilave u kan\u00eb lidhur kartat, p\u00ebrdorin sh\u00ebrbimet e skoringut t\u00eb rrezikut, verifikimit dhe monitorimit. N\u00eb vitin 2017, qeveria e Mosk\u00ebs k\u00ebrkoi nga Tele2 dinamik\u00ebn e l\u00ebvizjes p\u00ebr t\u00eb dh\u00ebnat BigData \u2014 p\u00ebr planifikimin e infrastruktur\u00ebs teknike dhe transportuese.<\/li>\n<li>Analitika BigData \u00ebsht\u00eb nj\u00eb pasuri e madhe p\u00ebr marketer\u00ebt, t\u00eb cil\u00ebt mund t\u00eb krijojn\u00eb fushata reklamimi t\u00eb personalizuara p\u00ebr mij\u00ebra grupe abonent\u00ebsh. Kompanit\u00eb telekomunikative agregojn\u00eb profile sociale, interesat konsumator\u00ebve dhe modelet e sjelljes s\u00eb abonent\u00ebve, dhe m\u00eb pas e p\u00ebrdorin BigData t\u00eb mbledhura p\u00ebr t\u00ebrheqjen e klient\u00ebve t\u00eb rinj. Por p\u00ebr planifikimin masiv t\u00eb promovimit dhe PR, bilingu shpesh nuk ka mjaftuesh\u00ebm funksionalitet: programi duhet t\u00eb marr\u00eb parasysh nj\u00eb num\u00ebr t\u00eb madh faktor\u00ebsh nj\u00ebkoh\u00ebsisht me informacion t\u00eb detajuar rreth klient\u00ebve. <\/li>\n<\/ol>\n<p>\nNd\u00ebrsa disa ende e konsiderojn\u00eb BigData nj\u00eb term bosh, \"kat\u00ebrshja e madhe\" tashm\u00eb po b\u00ebn para me t\u00eb. MTS, n\u00eb gjasht\u00eb muaj, fiton 14 miliard\u00eb rubla nga p\u00ebrpunimi i t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, nd\u00ebrsa Tele2 e rriti t\u00eb ardhurat nga projektet me tri her\u00eb e gjysm\u00eb. BigData po shnd\u00ebrrohet nga nj\u00eb trend n\u00eb nj\u00eb nevoj\u00eb t\u00eb domosdoshme, p\u00ebr t\u00eb cil\u00ebn \u00e7do struktur\u00eb operator\u00ebsh do t\u00eb rind\u00ebrtohet.<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-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412 2008 BigData \u0431\u044b\u043b\u0430 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