{"id":30767,"date":"2019-10-31T21:37:21","date_gmt":"2019-10-31T18:37:21","guid":{"rendered":"https:\/\/prohoster.info\/blog\/sintez-kak-odin-iz-metodov-uluchsheniya-proizvoditelnosti-postgresql\/"},"modified":"2019-10-31T21:37:21","modified_gmt":"2019-10-31T18:37:21","slug":"sintez-kak-odin-iz-metodov-uluchsheniya-proizvoditelnosti-postgresql","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/sintez-kak-odin-iz-metodov-uluchsheniya-proizvoditelnosti-postgresql","title":{"rendered":"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL\" src=\"\/wp-content\/uploads\/2019\/04\/6960ab96e829332fbde0b2aebd79b48a.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h3>Hyrje filozofike<\/h3>\n<p>\nSi\u00e7 dihet, ekzistojn\u00eb vet\u00ebm dy metoda p\u00ebr zgjidhjen e problemeve:<\/p>\n<ol>\n<li>Metoda e analiz\u00ebs ose metoda e deduksionit, ose nga e p\u00ebrgjithshmja n\u00eb t\u00eb ve\u00e7ant\u00ebn.<\/li>\n<li>Metoda e sintez\u00ebs ose metoda e induksionit, ose nga e ve\u00e7antja n\u00eb t\u00eb p\u00ebrgjithshmen.<\/li>\n<\/ol>\n<p>\nP\u00ebr t\u00eb zgjidhur problemin \"p\u00ebrmir\u00ebsimi i performanc\u00ebs s\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave\" kjo mund t\u00eb duket ashtu:<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\n<b>Analiza<\/b> \u2014 e analizojm\u00eb problemin n\u00eb pjes\u00eb t\u00eb ve\u00e7anta dhe duke i zgjidhur ato, p\u00ebrpiqemi t\u00eb p\u00ebrmir\u00ebsojm\u00eb n\u00eb fund performanc\u00ebn e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave n\u00eb m\u00ebnyr\u00eb t\u00eb p\u00ebrgjithshme.<\/p>\n<p>N\u00eb praktik\u00eb analiza duket k\u00ebshtu:<\/p>\n<ul>\n<li>Ndodhet problemi (incidenti i performanc\u00ebs) <\/li>\n<li>Mblidhim informacion statistikor mbi gjendjen e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave<\/li>\n<li>K\u00ebrkojm\u00eb ngushticat (bottlenecks)<\/li>\n<li>Zgjidhim problemet me ngushticat<\/li>\n<\/ul>\n<p>\n<b>Ngushticat e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave<\/b> \u2014 infrastruktura (CPU, Memoria, Disku, Rrjeti, OS), cil\u00ebsimet (postgresql.conf), k\u00ebrkesat:<\/p>\n<p><b>Infrastruktura<\/b>: mund\u00ebsit\u00eb p\u00ebr ndikuar dhe ndryshuar p\u00ebr inxhinierin \u2014 pothuajse zero.<\/p>\n<p><b>Cil\u00ebsimet e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave<\/b>: mund\u00ebsit\u00eb p\u00ebr ndryshime pak m\u00eb t\u00eb m\u00ebdha sesa n\u00eb rastin e m\u00ebparsh\u00ebm, por n\u00eb rregull zakonisht t\u00eb v\u00ebshtira, ve\u00e7an\u00ebrisht n\u00eb re.<\/p>\n<p><b>K\u00ebrkesat<\/b> p\u00ebr baz\u00ebn e t\u00eb dh\u00ebnave: <u>zona e vetme p\u00ebr manovra<\/u>.<\/p>\n<p><b>Sinteza<\/b> \u2014 p\u00ebrmir\u00ebsojm\u00eb performanc\u00ebn e pjes\u00ebve individuale, duke pritur q\u00eb n\u00eb fund performanca e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb p\u00ebrmir\u00ebsohet. <\/p>\n<h3>Hyrje lirike ose pse e gjith\u00eb kjo \u00ebsht\u00eb e nevojshme <\/h3>\n<p>\nSi ndodh processi i zgjidhjes s\u00eb incidenteve t\u00eb performanc\u00ebs, n\u00ebse performanca e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave nuk monitorohet: <\/p>\n<p>Klienti -\"na ndodhin gj\u00ebra t\u00eb k\u00ebqija, \u00ebsht\u00eb e gjat\u00eb, na b\u00ebni q\u00eb t\u00eb jet\u00eb mir\u00eb\"<br \/>\nInxhinieri -\"\u00e7far\u00eb \u00ebsht\u00eb keq?\"<br \/>\nKlienti \u2013\"po k\u00ebshtu si tani (nj\u00eb or\u00eb m\u00eb par\u00eb, dje, her\u00ebn e kaluar), \u00ebsht\u00eb ngadal\u00eb\"<br \/>\nInxhinieri \u2013 \"kur ishte mir\u00eb?\"<br \/>\nKlienti \u2013 \"nj\u00eb jav\u00eb (dy jav\u00eb) m\u00eb par\u00eb ishte mjaft mir\u00eb.\" (Kjo ishte nj\u00eb rast me fat)<br \/>\nKlienti \u2013 \"dhe nuk e mbaj mend kur ishte mir\u00eb, por tani \u00ebsht\u00eb keq\" (P\u00ebrgjigja e zakonshme)<\/p>\n<p>Si rezultat del nj\u00eb pamje klasike:<\/p>\n<p><img decoding=\"async\" alt=\"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL\" src=\"\/wp-content\/uploads\/2019\/04\/836777a3f813b1f5c36cc23aa5af6ad0.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h3>Kush \u00ebsht\u00eb fajtor dhe \u00e7far\u00eb t\u00eb b\u00ebjm\u00eb?<\/h3>\n<p>\nP\u00ebr pjes\u00ebn e par\u00eb t\u00eb pyetjes \u00ebsht\u00eb m\u00eb e leht\u00eb t\u00eb p\u00ebrgjigjesh \u2014 gjithmon\u00eb \u00ebsht\u00eb faji i inxhinierit DBA. <\/p>\n<p>P\u00ebr pjes\u00ebn e dyt\u00eb \u00ebsht\u00eb gjithashtu e thjesht\u00eb t\u00eb p\u00ebrgjigjesh \u2014 nevojitet t\u00eb implementohet nj\u00eb sistem monitorimi t\u00eb performanc\u00ebs s\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p>Ndodhet pyetja e par\u00eb \u2014 <b>\u00e7far\u00eb t\u00eb monitorojm\u00eb?<\/b><\/p>\n<p><b>Rruga 1. Do t\u00eb monitorojm\u00eb GJITH\u00c7KA<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL\" src=\"\/wp-content\/uploads\/2019\/04\/9aa90bcce679e67d1749e270828cf792.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNgarkes\u00ebn e CPU, numrin e operacioneve t\u00eb leximit\/shkruajtjes s\u00eb disqeve, madh\u00ebsin\u00eb e memories t\u00eb dedikuar, dhe nj\u00eb ton e ndryshme mat\u00ebsish q\u00eb \u00e7do sistem monitorimi m\u00eb shum\u00eb ose m\u00eb pak funksional mund t\u00eb ofroj\u00eb.<\/p>\n<p>Rezultati jan\u00eb nj\u00eb grumbull grafik\u00ebsh, tabelash p\u00ebrmbledh\u00ebse dhe njoftime t\u00eb vazhdueshme n\u00eb email, duke shkaktuar 100% angazhim t\u00eb inxhinierit me zgjidhjen e shum\u00eb biletave t\u00eb ngjash\u00ebm, t\u00eb cil\u00ebt zakonisht kan\u00eb formulimin standard - \u201cProblem p\u00ebrkoh\u00ebsor. Nuk k\u00ebrkohet veprim.\u201d Por, t\u00eb gjith\u00eb jan\u00eb t\u00eb z\u00ebn\u00eb dhe gjithmon\u00eb ka di\u00e7ka p\u00ebr t\u00eb treguar klientit \u2014 puna \u00ebsht\u00eb n\u00eb zhvillim.<\/p>\n<h3>Rruga 2. Monitoroni vet\u00ebm at\u00eb q\u00eb \u00ebsht\u00eb e nevojshme, nd\u00ebrsa ajo q\u00eb nuk \u00ebsht\u00eb e nevojshme, nuk duhet monitoruar.<\/h3>\n<p>\nMund t\u00eb monitoroni, disi ndryshe - vet\u00ebm entitetet dhe ngjarjet:<\/p>\n<ul>\n<li>T\u00eb cilat inxhinieri DBA mund t\u00eb ndikoj\u00eb.<\/li>\n<li>P\u00ebr t\u00eb cilat ekziston nj\u00eb algorit\u00ebm veprimi n\u00eb rast t\u00eb ndodhjes s\u00eb nj\u00eb ngjarjeje ose ndryshimit t\u00eb entitetit.<\/li>\n<\/ul>\n<p>\nDuke u bazuar n\u00eb k\u00ebt\u00eb supozim dhe duke kujtuar \u201c<b>Hyrje filozofike<\/b>\u201d me q\u00ebllim q\u00eb t\u00eb shmangen p\u00ebrs\u00ebritjet e rregullta t\u00eb \u201c<b>Hyrje lirike ose pse e gjith\u00eb kjo \u00ebsht\u00eb e nevojshme<\/b>\u201d do t\u00eb ishte e arsyeshme t\u00eb monitoroni performanc\u00ebn e k\u00ebrkesave individuale, p\u00ebr optimizim dhe analiz\u00eb, q\u00eb n\u00eb fund do t\u00eb \u00e7oj\u00eb n\u00eb p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb t\u00eb gjith\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave. <\/p>\n<p>Por, p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar nj\u00eb k\u00ebrkes\u00eb t\u00eb r\u00ebnd\u00eb, q\u00eb ndikon n\u00eb performanc\u00ebn e p\u00ebrgjithshme t\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave, duhet s\u00eb pari ta gjeni at\u00eb. <\/p>\n<p>K\u00ebshtu, lindin dy pyetje t\u00eb nd\u00ebrlidhura:<\/p>\n<ul>\n<li>cila k\u00ebrkes\u00eb konsiderohet e r\u00ebnd\u00eb <\/li>\n<li>si t\u00eb k\u00ebrkoni k\u00ebrkesat e r\u00ebnd\u00eb.<\/li>\n<\/ul>\n<p>\nSigurisht, nj\u00eb k\u00ebrkes\u00eb e r\u00ebnd\u00eb \u00ebsht\u00eb ajo q\u00eb p\u00ebrdor shum\u00eb burime t\u00eb OS p\u00ebr t\u00eb marr\u00eb rezultatet.<\/p>\n<p><b>Tani kalojm\u00eb te pyetja e dyt\u00eb \u2014 si t\u00eb k\u00ebrkoni dhe m\u00eb pas t\u00eb monitoroni k\u00ebrkesat e r\u00ebnd\u00eb?<\/b><\/p>\n<h3>\u00c7far\u00eb mund\u00ebsish p\u00ebr monitorimin e k\u00ebrkesave ka n\u00eb PostgreSQL? <\/h3>\n<p>\nN\u00eb krahasim me Oracle, mund\u00ebsit\u00eb jan\u00eb pak, por prap\u00eb disa gj\u00ebra mund t\u00eb b\u00ebhen.<\/p>\n<p><img decoding=\"async\" alt=\"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL\" src=\"\/wp-content\/uploads\/2019\/04\/995419a92c0b340512bef6221e76822f.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h3>PG_STAT_STATEMENTS<\/h3>\n<p>\nP\u00ebr t\u00eb gjetur dhe monitoruar k\u00ebrkesat e r\u00ebnda n\u00eb PostgreSQL, \u00ebsht\u00eb dizajnuar zgjerimi standard pg_stat_statements.<\/p>\n<p>Pasi t\u00eb instalohet zgjerimi, n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave t\u00eb synuara do t\u00eb shfaqet nj\u00eb pamje me t\u00eb nj\u00ebjtin em\u00ebr, e cila duhet t\u00eb p\u00ebrdoret p\u00ebr q\u00ebllime monitorimi.<\/p>\n<p>Kolonat e synuara t\u00eb pg_stat_statements p\u00ebr nd\u00ebrtimin e nj\u00eb sistemi monitorimi:<\/p>\n<ul>\n<li><b>queryid <\/b>Kodi i brendsh\u00ebm hash, i llogaritur sipas pem\u00ebs s\u00eb analiz\u00ebs s\u00eb shprehjes.<\/li>\n<li><b>max_time <\/b>Koha maksimale e shpenzuar p\u00ebr operatorin, n\u00eb milisekonda.<\/li>\n<\/ul>\n<p>\nDuke akumuluar dhe duke p\u00ebrdorur statistikat p\u00ebr k\u00ebto dy kolona, mund t\u00eb nd\u00ebrtohet nj\u00eb sistem monitorimi.<\/p>\n<h3>Si p\u00ebrdoret pg_stat_statements p\u00ebr monitorimin e performanc\u00ebs s\u00eb PostgreSQL?<\/h3>\n<p>\n<img decoding=\"async\" alt=\"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL\" src=\"\/wp-content\/uploads\/2019\/04\/fbec099eb6ff2de2fb3c90c7cbcf9505.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nP\u00ebr monitorimin e performanc\u00ebs s\u00eb k\u00ebrkesave p\u00ebrdoret:<br \/>\nN\u00eb an\u00ebn e baz\u00ebs s\u00eb t\u00eb dh\u00ebnave q\u00eb synohet \u2014 pamja pg_stat_statements. <br \/>\nNga ana e <a class=\"wpil_keyword_link\" href=\"https:\/\/prohoster.info\/sq\/server\/dts-los-angeles\/\"   title=\"\u0441\u0435\u0440\u0432\u0435\u0440\u0430\" data-wpil-keyword-link=\"linked\"  data-wpil-monitor-id=\"3479\">\u0441\u0435\u0440\u0432\u0435\u0440\u0430<\/a> dhe baz\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb monitorimit \u2014 nj\u00eb set skriptesh bash dhe tabela sh\u00ebrbimi.<\/p>\n<h3>Hapi 1 \u2014 mbledhja e t\u00eb dh\u00ebnave statistikore<\/h3>\n<p>\nN\u00eb hostin e monitorimit, n\u00eb m\u00ebnyr\u00eb periodike ekzekutohet nj\u00eb skript q\u00eb kopjon p\u00ebrmbajtjen e paraqitjes pg_stat_statements nga baza e t\u00eb dh\u00ebnave p\u00ebr pjes\u00ebn destinuese n\u00eb tabel\u00ebn pg_stat_history n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave t\u00eb monitorimit. <\/p>\n<p>N\u00eb k\u00ebt\u00eb m\u00ebnyr\u00eb, formohet nj\u00eb histori e ekzekutimeve t\u00eb k\u00ebrkesave, e cila mund t\u00eb p\u00ebrdoret p\u00ebr t\u00eb krijuar raporte t\u00eb performanc\u00ebs dhe p\u00ebr t\u00eb rregulluar metriken.<\/p>\n<h3>Hapi 2 \u2014 konfigurimi i metrikeve t\u00eb performanc\u00ebs<\/h3>\n<p>\nDuke u bazuar n\u00eb t\u00eb dh\u00ebnat e mbledhura, ne zgjedhim k\u00ebrkesat q\u00eb jan\u00eb m\u00eb kritike\/vendimtare p\u00ebr klientin (aplikacionin). Pas miratimit me klientin, ne vendosim vlerat e metrikeve t\u00eb performanc\u00ebs duke p\u00ebrdorur fushat queryid dhe max_time. <\/p>\n<h3>Rezultati \u2014 n\u00eb fillim t\u00eb monitorimit t\u00eb performanc\u00ebs<\/h3>\n<p><\/p>\n<ol>\n<li>Skripti i monitorimit, kur ekzekutohet, kontrollon metriket e konfigurura t\u00eb performanc\u00ebs duke krahasuar vler\u00ebn max_time t\u00eb metrikes me vler\u00ebn nga paraqitja pg_stat_statements n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave p\u00ebr pjes\u00ebn destinuese.<\/li>\n<li>N\u00ebse vlera n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave p\u00ebr pjes\u00ebn destinuese kalon vler\u00ebn e metrikes \u2013 krijohet nj\u00eb paralajm\u00ebrim (incident n\u00eb sistemin e tiketave)<\/li>\n<\/ol>\n<p><\/p>\n<h3>Mund\u00ebsia shtes\u00eb 1<\/h3>\n<p>\n<b>Historia e planit t\u00eb ekzekutimit t\u00eb k\u00ebrkesave<\/b><\/p>\n<p>P\u00ebr t\u00eb zgjidhur incidentet e performanc\u00ebs, \u00ebsht\u00eb shum\u00eb mir\u00eb t\u00eb kemi nj\u00eb histori t\u00eb ndryshimeve t\u00eb planeve t\u00eb ekzekutimit t\u00eb k\u00ebrkesave. <\/p>\n<p>P\u00ebr ruajtjen e historis\u00eb, p\u00ebrdoret tabela sh\u00ebrbimit log_query. Tabela plot\u00ebsohet gjat\u00eb analiz\u00ebs s\u00eb skedarit t\u00eb ngarkuar t\u00eb logut PostgreSQL. Ndryshe nga paraqitja pg_stat_statements, skedari i logut p\u00ebrmban tekstin e plot\u00eb me vlerat e parametrave t\u00eb ekzekutimit, jo tekstin e normalizuar, duke i dh\u00ebn\u00eb mund\u00ebsin\u00eb t\u00eb ruaj\u00eb jo vet\u00ebm koh\u00ebn dhe gjat\u00ebsi t\u00eb k\u00ebrkesave, por edhe t\u00eb ruaj\u00eb planet e ekzekutimit n\u00eb momentin aktual.<\/p>\n<h3>Mund\u00ebsia shtes\u00eb 2<\/h3>\n<p>\n<b>Procesi i vazhduesh\u00ebm i p\u00ebrmir\u00ebsimit t\u00eb performanc\u00ebs<\/b><\/p>\n<p>Monitorimi i k\u00ebrkesave t\u00eb ve\u00e7anta, n\u00eb p\u00ebrgjith\u00ebsi, nuk \u00ebsht\u00eb i destinuar p\u00ebr t\u00eb zgjidhur problemin e p\u00ebrmir\u00ebsimit t\u00eb vazhduesh\u00ebm t\u00eb performanc\u00ebs s\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave si nj\u00eb e t\u00ebr\u00eb, p\u00ebr shkak se kontrollon dhe zgjidh problemet e performanc\u00ebs vet\u00ebm p\u00ebr k\u00ebrkesa t\u00eb ve\u00e7anta. Megjithat\u00eb, metoda mund t\u00eb zgjerohet dhe t\u00eb konfigurohet p\u00ebr t\u00eb monitoruar k\u00ebrkesat p\u00ebr t\u00eb gjitha bazat e t\u00eb dh\u00ebnave. <\/p>\n<p>P\u00ebr k\u00ebt\u00eb, \u00ebsht\u00eb e nevojshme t\u00eb introduktohen metrike t\u00eb reja t\u00eb performanc\u00ebs:<\/p>\n<ul>\n<li>P\u00ebr dit\u00ebt e fundit<\/li>\n<li>P\u00ebr periudh\u00ebn baz\u00eb<\/li>\n<\/ul>\n<p>\nSkripti zgjidh k\u00ebrkesat nga pamja pg_stat_statements n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave t\u00eb synuar dhe krahason vler\u00ebn e max_time me mesataren e max_time, n\u00eb rastin e par\u00eb p\u00ebr dit\u00ebt e fundit ose p\u00ebr periudh\u00ebn e zgjedhur t\u00eb koh\u00ebs (baseline), n\u00eb rastin e dyt\u00eb.<\/p>\n<p>K\u00ebshtu, n\u00eb rast t\u00eb degradimit t\u00eb performanc\u00ebs p\u00ebr \u00e7do k\u00ebrkes\u00eb, nj\u00eb paralajm\u00ebrim do t\u00eb formohet automatikisht, pa analiz\u00eb manuale t\u00eb raporteve. <\/p>\n<h3>Po \u00e7far\u00eb lidhje ka me sintez\u00ebn?<\/h3>\n<p>\nN\u00eb qasjen e p\u00ebrshkruar, si\u00e7 parashikon metoda e sintez\u00ebs \u2014 duke p\u00ebrmir\u00ebsuar pjes\u00eb t\u00eb ve\u00e7anta t\u00eb sistemit, ne p\u00ebrmir\u00ebsojm\u00eb sistemin n\u00eb t\u00ebr\u00ebsi.<\/p>\n<ul>\n<li>K\u00ebrkesa e ekzekutuar nga baza e t\u00eb dh\u00ebnave \u2013 teza<\/li>\n<li>K\u00ebrkesa e ndryshuar \u2013 antiteza<\/li>\n<li>Ndryshimi i gjendjes s\u00eb sistemit \u2014 sinteza<\/li>\n<\/ul>\n<p>\n<img decoding=\"async\" alt=\"Sintetizimi si nj\u00eb nga metodat p\u00ebr p\u00ebrmir\u00ebsimin e performanc\u00ebs s\u00eb PostgreSQL\" src=\"\/wp-content\/uploads\/2019\/04\/088abb9900319353a42d236d26a20a2c.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h3>Zhvillimi i sistemit<\/h3>\n<p><\/p>\n<ul>\n<li>Zgjerimi i statistikave t\u00eb mbledhura duke shtuar historin\u00eb p\u00ebr pamjen sistemike pg_stat_activity<\/li>\n<li>Zgjerimi i statistikave t\u00eb mbledhura duke shtuar historin\u00eb p\u00ebr statistikat e tabelave t\u00eb ve\u00e7anta t\u00eb p\u00ebrfshira n\u00eb k\u00ebrkesa <\/li>\n<li>Integrimi me sistemin e monitorimit n\u00eb \u043e\u0431\u043b\u0430\u043a\u044b AWS<\/li>\n<li>Dhe gjithashtu, mund t\u00eb mendoni p\u00ebr di\u00e7ka tjet\u00ebr\u2026<\/li>\n<\/ul>\n<p>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/444988\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0424\u0438\u043b\u043e\u0441\u043e\u0444\u0441\u043a\u043e\u0435 \u0432\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u0435 \u041a\u0430\u043a \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\u0441\u0435\u0433\u043e \u0434\u0432\u0430 \u043c\u0435\u0442\u043e\u0434\u0430 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447: \u041c\u0435\u0442\u043e\u0434 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u043e\u0434 \u0434\u0435\u0434\u0443\u043a\u0446\u0438\u0438, \u0438\u043b\u0438 \u043e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u043a \u0447\u0430\u0441\u0442\u043d\u043e\u043c\u0443. \u041c\u0435\u0442\u043e\u0434 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u043e\u0434 \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0438, \u0438\u043b\u0438 \u043e\u0442 \u0447\u0430\u0441\u0442\u043d\u043e\u0433\u043e \u043a \u043e\u0431\u0449\u0435\u043c\u0443. \u0414\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u201c\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445\u201d \u044d\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c. \u0410\u043d\u0430\u043b\u0438\u0437 \u2014 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0447\u0430\u0441\u0442\u0438 \u0438 \u0440\u0435\u0448\u0430\u044f \u0438\u0445 \u043f\u044b\u0442\u0430\u0435\u043c\u0441\u044f \u0432 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":22752,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-30767","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - 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