{"id":36210,"date":"2019-10-31T22:10:17","date_gmt":"2019-10-31T19:10:17","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kak-kupit-aviabilet-maksimalno-deshevo-ili-udarim-monitoringom-po-dinamicheskomu-tsenoobrazovaniyu\/"},"modified":"2019-10-31T22:10:17","modified_gmt":"2019-10-31T19:10:17","slug":"kak-kupit-aviabilet-maksimalno-deshevo-ili-udarim-monitoringom-po-dinamicheskomu-tsenoobrazovaniyu","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/news\/kak-kupit-aviabilet-maksimalno-deshevo-ili-udarim-monitoringom-po-dinamicheskomu-tsenoobrazovaniyu","title":{"rendered":"Jak co nejlevn\u011bji koupit letenku, nebo pou\u017e\u00edt sledov\u00e1n\u00ed dynamick\u00e9ho cenotvorby","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"Jak co nejlevn\u011bji koupit letenku, nebo pou\u017e\u00edt sledov\u00e1n\u00ed dynamick\u00e9ho cenotvorby\" src=\"\/wp-content\/uploads\/2019\/07\/3b73c95f29fd8474ca3035cda52c692a.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nJak maxim\u00e1ln\u011b v\u00fdhodn\u011b koupit letenku?<\/p>\n<p>Ka\u017ed\u00fd alespo\u0148 trochu pokro\u010dil\u00fd u\u017eivatel internetu zn\u00e1 tyto mo\u017enosti jako<\/p>\n<ul>\n<li>kupovat s p\u0159edstihem<\/li>\n<li>hledat trasy s p\u0159estupem<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.skyscanner.com\/tips-and-inspiration\/hidden-city-ticketing\">hidden-city ticketing<\/a><\/noindex><\/li>\n<li>sledovat charterov\u00e9 lety<\/li>\n<li>hledat v re\u017eimu inkognito prohl\u00ed\u017ee\u010de<\/li>\n<li>vyu\u017e\u00edvat milov\u00e9 karty leteck\u00fdch spole\u010dnost\u00ed, r\u016fzn\u00e9 bonusy a promo k\u00f3dy<\/li>\n<\/ul>\n<p>\n\u00dapln\u00fd seznam tip\u016f <noindex><a rel=\"nofollow\" href=\"https:\/\/journal.tinkoff.ru\/cheap-flights\/\">n\u011bjak jsem to d\u011blal<\/a><\/noindex> Tinkoff Journal, nebudu se opakovat<\/p>\n<p>A te\u010f si odpov\u011bzte na ot\u00e1zku \u2014 jak \u010dasto jste se ocitli v situaci, kdy jste koupili letenku a ona pak zlevnila?<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nStalo se mi to a bylo to trochu nep\u0159\u00edjemn\u00e9. K tomu doch\u00e1z\u00ed nej\u010dast\u011bji v letn\u00ed sezon\u011b kv\u016fli v\u011bci, kter\u00e1 se naz\u00fdv\u00e1 dynamick\u00e9 cenotvorba. <\/p>\n<p>Zde je skute\u010dn\u00fd graf zm\u011bny ceny na dne\u0161n\u00ed let A4 203 Rostov-na-Donu \u2014 Petrohrad leteck\u00e9 spole\u010dnosti \u201cAzimut\u201d. Po ose x \u2014 hodiny do odletu, po ose y \u2014 cena letenky<\/p>\n<p><img decoding=\"async\" alt=\"Jak co nejlevn\u011bji koupit letenku, nebo pou\u017e\u00edt sledov\u00e1n\u00ed dynamick\u00e9ho cenotvorby\" src=\"\/wp-content\/uploads\/2019\/07\/009412486cc73651f1bef7bb0ae78a86.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nZ grafu je vid\u011bt, \u017ee 20 hodin p\u0159ed odletem lze letenku koupit za minim\u00e1ln\u011b mo\u017enou cenu \u2014 4090 rub. Zat\u00edmco 72 hodin p\u0159edem je cena v\u00edce ne\u017e dvakr\u00e1t vy\u0161\u0161\u00ed \u2014 9390 rub. Graf vznikl prost\u00fdm parsov\u00e1n\u00edm pomoc\u00ed cron ka\u017ed\u00fdch 15 minut, zaznamen\u00e1n\u00edm v\u00fdsledk\u016f do datab\u00e1ze a vizualizac\u00ed dat pomoc\u00ed Chart.js. Kdo m\u00e1 z\u00e1jem \u2014 tady je <noindex><a rel=\"nofollow\" href=\"http:\/\/az.cheaptrip.icu\/openapi\">d\u016fkaz.<\/a><\/noindex> Moment\u00e1ln\u011b jsou zde data pouze o letech mezi Rostovem a Petrohradem, ale nen\u00ed probl\u00e9m p\u0159idat i dal\u0161\u00ed m\u011bsta v s\u00edti.<\/p>\n<p>Takov\u00e9 kol\u00eds\u00e1n\u00ed ceny, jak ch\u00e1pu, je zp\u016fsobeno t\u00edm, \u017ee algoritmus dynamick\u00e9ho cenotvorby na z\u00e1klad\u011b dynamiky prodeje c\u00edt\u00ed, \u017ee ne v\u0161echny letenky mohou b\u00fdt prod\u00e1ny, a sni\u017euje cenu, \u0159\u00edd\u00edce se logikou \u201el\u00e9pe prodat zb\u00fdvaj\u00edc\u00ed letenky o n\u011bco levn\u011bji ne\u017e nechat pr\u00e1zdn\u00e1 m\u00edsta\u201c. Jin\u00fdmi slovy, <b>\u010d\u00edm vy\u0161\u0161\u00ed popt\u00e1vka a m\u00e9n\u011b m\u00edst, t\u00edm vy\u0161\u0161\u00ed cena letenek<\/b>.<\/p>\n<p>Anal\u00fdza 84 let\u016f mezi Rostovem a Pet\u011brburgem dala takov\u00fd obr\u00e1zek (po ose x \u2014 dny do odletu, po ose y \u2014 cena letenky)<\/p>\n<p><img decoding=\"async\" alt=\"Jak co nejlevn\u011bji koupit letenku, nebo pou\u017e\u00edt sledov\u00e1n\u00ed dynamick\u00e9ho cenotvorby\" src=\"\/wp-content\/uploads\/2019\/07\/26a581100d3b37d3da73f9c23448b52a.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nZ n\u00ed vid\u00edme, \u017ee skute\u010dn\u011b nejlep\u0161\u00ed strategi\u00ed \u00faspory je kupovat si letenky p\u0159edem (za\u010d\u00ednaj\u00edc\u00ed od 80. dne p\u0159ed odletem za\u010d\u00edn\u00e1 cena r\u016fst). Nicm\u00e9n\u011b tak\u00e9 vid\u00edme, \u017ee pokud do odletu zb\u00fdv\u00e1 nap\u0159\u00edklad 30 dn\u00ed, je nejlep\u0161\u00ed neposp\u00edchat a chv\u00edli po\u010dkat \u2014 je pravd\u011bpodobn\u00e9, \u017ee cena klesne z 9100 rubl\u016f na 6100 a u\u0161et\u0159\u00edte 3000 rubl\u016f. A podle informac\u00ed z v\u00fd\u0161e uveden\u00e9ho p\u0159\u00edkladu existuje pravd\u011bpodobnost, \u017ee 20 hodin p\u0159ed odletem m\u016f\u017ee b\u00fdt cena znovu na minim\u00e1ln\u011b mo\u017en\u00e9 hodnot\u011b.<\/p>\n<p>V souvislosti s v\u00fd\u0161e uveden\u00fdm m\u00e1m n\u00e1sleduj\u00edc\u00ed <b>dotazy na komunitu Habr<\/b><\/p>\n<p><b>1) Dotazy pro ty, kte\u0159\u00ed pracuj\u00ed v oboru<\/b>. <br \/>\nJe dynamika ceny obdobn\u00e1 u jin\u00fdch leteck\u00fdch spole\u010dnost\u00ed, nebo je to ojedin\u011bl\u00fd p\u0159\u00edpad leteck\u00e9 spole\u010dnosti Azimut? <br \/>\nJak\u00e9 faktory obvykle ovliv\u0148uj\u00ed cenotvorbu? Po\u010det dn\u00ed do odletu, den v t\u00fddnu (sv\u00e1tky nebo \u0161koln\u00ed pr\u00e1zdniny), ro\u010dn\u00ed obdob\u00ed, denn\u00ed doba, co dal\u0161\u00edho?<\/p>\n<p><b>2) Dotazy pro z\u00e1stupce agentur<\/b> (Aviasales, Skyscanner, OneTwoTrip, Yandex.Lety, Tinkoff.Cestov\u00e1n\u00ed a dal\u0161\u00ed). <br \/>\nSb\u00edr\u00e1te \u00fadaje o dynamice cen? Pokud ano, co je pot\u0159eba k tomu, aby m\u011bl n\u011bkdo p\u0159\u00edstup k t\u011bmto dat\u016fm? Existuj\u00ed ji\u017e n\u011bjak\u00e9 partnersk\u00e9 API, pokud ne, m\u016f\u017eete prov\u00e9st export z datab\u00e1ze?<\/p>\n<p><b>3) Dotaz pro v\u0161echny, kdo l\u00e9taj\u00ed<\/b>.<br \/>\nJak\u00e9 slu\u017eby notifikac\u00ed o levn\u00fdch letenk\u00e1ch na zaj\u00edmavou trasu pou\u017e\u00edv\u00e1te? Pot\u0159ebujete slu\u017ebu p\u0159edpov\u011bdi poklesu ceny pro zaj\u00edmavou trasu v ur\u010dit\u00fdch datech?<\/p>\n<p>Osobn\u011b pou\u017e\u00edv\u00e1m p\u0159edplatn\u00e9 Aviasales, kter\u00e9 vypad\u00e1 takto:<\/p>\n<p><img decoding=\"async\" alt=\"Jak co nejlevn\u011bji koupit letenku, nebo pou\u017e\u00edt sledov\u00e1n\u00ed dynamick\u00e9ho cenotvorby\" src=\"\/wp-content\/uploads\/2019\/07\/31985bd02c095f4de033c9675a4e916c.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nM\u00e1 dv\u011b z\u00e1sadn\u00ed nev\u00fdhody:<\/p>\n<ol>\n<li>N\u00edzk\u00e1 rychlost. Notifikace mohou p\u0159ich\u00e1zet pouze na email. Osobn\u011b e-mail kontroluji jen ob\u010das, rad\u011bji bych Telegram-bota. <\/li>\n<li>Nen\u00ed tu p\u0159edpov\u011b\u010f. R\u00e1d bych vid\u011bl, jak\u00e1 je pravd\u011bpodobnost, \u017ee cena klesne, podle \u00fadaj\u016f statistik z p\u0159edchoz\u00edch obdob\u00ed, ne\u017e se p\u0159ihl\u00e1s\u00edm k odb\u011bru.<\/li>\n<\/ol>\n<p>\nKrom\u011b toho p\u0159ich\u00e1zej\u00ed e-maily zdaleka \u0161patn\u011b. Nyn\u00ed to vypad\u00e1, \u017ee p\u0159edplatn\u00e9 Aviasales v\u016fbec nefunguje \u2014 linka pro potvrzen\u00ed nov\u00e9ho p\u0159edplatn\u00e9ho nep\u0159ijde.<\/p>\n<p>Existuj\u00ed tak\u00e9 odb\u011bry Yandex.Lety a tutu.ru, ale jak ch\u00e1pu, umo\u017e\u0148uj\u00ed sledovat zm\u011bny cen jen k ur\u010dit\u00fdm dat\u016fm. <\/p>\n<p>Nav\u00edc nen\u00ed jasn\u00e9, jak \u010dasto v\u0161echny tyto slu\u017eby kontroluj\u00ed ceny \u2014 ka\u017edou minutu, hodinu, den?<\/p>\n<p>P.S.: Informace jsou mimochodem aktu\u00e1ln\u00ed nejen pro leteck\u00e9 spole\u010dnosti, ale i pro cestov\u00e1n\u00ed vlakem. Na str\u00e1nk\u00e1ch \u010cesk\u00fdch drah je p\u0159\u00edmo <noindex><a rel=\"nofollow\" href=\"http:\/\/pass.rzd.ru\/static\/public\/ru?STRUCTURE_ID=5227\">\u010dl\u00e1nek o dynamick\u00e9m ur\u010dov\u00e1n\u00ed cen<\/a><\/noindex>.<\/p>\n<p>P.P.S.: Co dal\u0161\u00edho si m\u016f\u017eete p\u0159e\u010d\u00edst na toto t\u00e9ma<br \/>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/iqplanner\/blog\/297540\/\">https:\/\/habr.com\/ru\/company\/iqplanner\/blog\/297540\/<\/a><\/noindex><br \/>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/friifond\/blog\/291032\/\">https:\/\/habr.com\/ru\/company\/friifond\/blog\/291032\/<\/a><\/noindex><br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/460213\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u0430\u043a \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e \u0432\u044b\u0433\u043e\u0434\u043d\u043e \u043a\u0443\u043f\u0438\u0442\u044c \u0430\u0432\u0438\u0430\u0431\u0438\u043b\u0435\u0442? \u041b\u044e\u0431\u043e\u0439 \u0431\u043e\u043b\u0435\u0435-\u043c\u0435\u043d\u0435\u0435 \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0421\u0435\u0442\u0438 \u0437\u043d\u0430\u0435\u0442 \u0442\u0430\u043a\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043a\u0430\u043a \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0438\u0441\u043a\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0441 \u043f\u0435\u0440\u0435\u0441\u0430\u0434\u043a\u043e\u0439 hidden-city ticketing \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u0442\u044c \u0447\u0430\u0440\u0442\u0435\u0440\u043d\u044b\u0435 \u0440\u0435\u0439\u0441\u044b \u0438\u0441\u043a\u0430\u0442\u044c \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043c\u0438\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0440\u0442\u044b \u0430\u0432\u0438\u0430\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439, \u0432\u0441\u044f\u0447\u0435\u0441\u043a\u0438\u0435 \u0431\u043e\u043d\u0443\u0441\u044b \u0438 \u043f\u0440\u043e\u043c\u043e-\u043a\u043e\u0434\u044b \u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u043b\u0430\u0439\u0444\u0445\u0430\u043a\u043e\u0432 \u043a\u0430\u043a-\u0442\u043e \u0434\u0435\u043b\u0430\u043b \u0422\u0438\u043d\u044c\u043a\u043e\u0444\u0444-\u0416\u0443\u0440\u043d\u0430\u043b, \u043d\u0435 \u0431\u0443\u0434\u0443 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0442\u044c\u0441\u044f \u0410 \u0442\u0435\u043f\u0435\u0440\u044c \u043e\u0442\u0432\u0435\u0442\u044c\u0442\u0435 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u2014 \u043a\u0430\u043a \u0447\u0430\u0441\u0442\u043e [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":27087,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-36210","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/cs\/blog\/news\/kak-kupit-aviabilet-maksimalno-deshevo-ili-udarim-monitoringom-po-dinamicheskomu-tsenoobrazovaniyu\" \/>\n\t\t<meta 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