{"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\/pt\/blog\/news\/kak-kupit-aviabilet-maksimalno-deshevo-ili-udarim-monitoringom-po-dinamicheskomu-tsenoobrazovaniyu","title":{"rendered":"Como comprar passagens a\u00e9reas pelo menor pre\u00e7o poss\u00edvel ou atacaremos a monitoriza\u00e7\u00e3o sobre a forma\u00e7\u00e3o din\u00e2mica de pre\u00e7os","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"Como comprar passagens a\u00e9reas pelo menor pre\u00e7o poss\u00edvel ou atacaremos a monitoriza\u00e7\u00e3o sobre a forma\u00e7\u00e3o din\u00e2mica de pre\u00e7os\" src=\"\/wp-content\/uploads\/2019\/07\/3b73c95f29fd8474ca3035cda52c692a.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nComo comprar passagens a\u00e9reas da forma mais vantajosa?<\/p>\n<p>Qualquer usu\u00e1rio da internet mais avan\u00e7ado conhece op\u00e7\u00f5es como<\/p>\n<ul>\n<li>comprar com anteced\u00eancia<\/li>\n<li>procurar rotas com escala<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.skyscanner.com\/tips-and-inspiration\/hidden-city-ticketing\">ticketing de cidade oculta<\/a><\/noindex><\/li>\n<li>monitorar voos charter<\/li>\n<li>procurar no modo inc\u00f3gnito do navegador<\/li>\n<li>usar programas de milhas de companhias a\u00e9reas, benef\u00edcios e c\u00f3digos promocionais<\/li>\n<\/ul>\n<p>\nLista completa de dicas <noindex><a rel=\"nofollow\" href=\"https:\/\/journal.tinkoff.ru\/cheap-flights\/\">fiz uma vez<\/a><\/noindex> Revista Tinkoff, n\u00e3o irei repetir<\/p>\n<p>Agora responda \u00e0 pergunta \u2014 quantas vezes voc\u00ea j\u00e1 passou pela situa\u00e7\u00e3o de comprar uma passagem e depois ela ficou mais barata?<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nJ\u00e1 passei e foi um pouco frustrante. Isso acontece com mais frequ\u00eancia na alta temporada devido a algo chamado precifica\u00e7\u00e3o din\u00e2mica. <\/p>\n<p>Aqui est\u00e1 um gr\u00e1fico real da mudan\u00e7a de pre\u00e7o do voo A4 203 Rostov-on-Don \u2014 S\u00e3o Petersburgo da companhia a\u00e9rea Azimut. No eixo x \u2014 horas at\u00e9 a decolagem, no eixo y \u2014 pre\u00e7o do bilhete<\/p>\n<p><img decoding=\"async\" alt=\"Como comprar passagens a\u00e9reas pelo menor pre\u00e7o poss\u00edvel ou atacaremos a monitoriza\u00e7\u00e3o sobre a forma\u00e7\u00e3o din\u00e2mica de pre\u00e7os\" src=\"\/wp-content\/uploads\/2019\/07\/009412486cc73651f1bef7bb0ae78a86.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPelo gr\u00e1fico, pode-se ver que 20 horas antes da decolagem, a passagem pode ser comprada pelo pre\u00e7o m\u00ednimo poss\u00edvel \u2014 4090 rublos. No entanto, 72 horas antes, o pre\u00e7o j\u00e1 \u00e9 mais de duas vezes maior \u2014 9390 rublos. O gr\u00e1fico foi gerado simplesmente por meio de parsing a cada 15 minutos, inserindo os resultados em um banco de dados e visualizando os dados com Chart.js. Para quem se interessa \u2014 aqui est\u00e1 <noindex><a rel=\"nofollow\" href=\"http:\/\/az.cheaptrip.icu\/openapi\">a prova.<\/a><\/noindex> Atualmente, h\u00e1 dados apenas sobre voos entre Rostov e S\u00e3o Petersburgo, mas n\u00e3o h\u00e1 problema em adicionar outras cidades \u00e0 rede de rotas.<\/p>\n<p>Essas flutua\u00e7\u00f5es de pre\u00e7o, pelo que entendo, s\u00e3o causadas pelo algoritmo de precifica\u00e7\u00e3o din\u00e2mica que, com base na din\u00e2mica de vendas, percebe que nem todos os bilhetes podem ser vendidos e reduz o pre\u00e7o, seguindo a l\u00f3gica de '\u00e9 melhor vender os \u00faltimos bilhetes um pouco mais baratos do que deixar lugares vazios'. Em outras palavras, <b>quanto maior a demanda e menor a disponibilidade, maior o pre\u00e7o dos bilhetes<\/b>.<\/p>\n<p>A an\u00e1lise de 84 voos entre Rostov e S\u00e3o Petersburgo mostrou o seguinte (no eixo x \u2014 dias at\u00e9 a decolagem, no eixo y \u2014 pre\u00e7o do bilhete)<\/p>\n<p><img decoding=\"async\" alt=\"Como comprar passagens a\u00e9reas pelo menor pre\u00e7o poss\u00edvel ou atacaremos a monitoriza\u00e7\u00e3o sobre a forma\u00e7\u00e3o din\u00e2mica de pre\u00e7os\" src=\"\/wp-content\/uploads\/2019\/07\/26a581100d3b37d3da73f9c23448b52a.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nDela, vemos que a melhor estrat\u00e9gia de economia realmente \u00e9 comprar passagens com anteced\u00eancia (a partir do 80\u00ba dia antes da viagem, o pre\u00e7o come\u00e7a a subir). No entanto, tamb\u00e9m vemos que se restam, digamos, 30 dias para a viagem, \u00e9 melhor n\u00e3o se apressar e esperar um pouco \u2014 h\u00e1 a possibilidade de que o pre\u00e7o caia de 9100 rublos para 6100, economizando 3000 rublos. E considerando a informa\u00e7\u00e3o do exemplo anterior, h\u00e1 uma chance de que 20 horas antes da decolagem o pre\u00e7o possa novamente ser o m\u00ednimo poss\u00edvel.<\/p>\n<p>Dada a mesma, tenho as seguintes <b>perguntas para a comunidade Habr<\/b><\/p>\n<p><b>1) Perguntas para quem trabalha na ind\u00fastria<\/b>. <br \/>\nA din\u00e2mica de pre\u00e7os \u00e9 semelhante em outras companhias a\u00e9reas ou \u00e9 um caso isolado da Azimut? <br \/>\nQuais fatores influenciam a forma\u00e7\u00e3o de pre\u00e7os, em princ\u00edpio? A quantidade de dias at\u00e9 a partida, o dia da semana (feriados ou f\u00e9rias escolares), a \u00e9poca do ano, a hora do dia, o que mais?<\/p>\n<p><b>2) Perguntas para representantes de ag\u00eancias<\/b> (Aviasales, Skyscanner, OneTwoTrip, Yandex.Voos, Tinkoff.Viagens, etc.) <br \/>\nVoc\u00eas coletam dados sobre a din\u00e2mica de pre\u00e7os? Se sim, o que \u00e9 necess\u00e1rio para acessar esses dados? J\u00e1 existem algumas APIs de parceria, e se n\u00e3o, voc\u00ea poderia fazer uma exporta\u00e7\u00e3o do banco de dados?<\/p>\n<p><b>3) Pergunta para todos que viajam<\/b>.<br \/>\nQuais servi\u00e7os de notifica\u00e7\u00e3o sobre passagens a\u00e9reas baratas para o destino desejado voc\u00ea utiliza? Voc\u00ea precisa de um servi\u00e7o que prev\u00ea a queda de pre\u00e7o para o destino desejado em um intervalo de datas espec\u00edfico?<\/p>\n<p>Pessoalmente, eu uso a assinatura da Aviasales, que se apresenta assim:<\/p>\n<p><img decoding=\"async\" alt=\"Como comprar passagens a\u00e9reas pelo menor pre\u00e7o poss\u00edvel ou atacaremos a monitoriza\u00e7\u00e3o sobre a forma\u00e7\u00e3o din\u00e2mica de pre\u00e7os\" src=\"\/wp-content\/uploads\/2019\/07\/31985bd02c095f4de033c9675a4e916c.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nEla possui duas desvantagens significativas:<\/p>\n<ol>\n<li>Baixa rapidez. As notifica\u00e7\u00f5es s\u00f3 podem ser enviadas por e-mail. Pessoalmente, eu n\u00e3o verifico meu e-mail com frequ\u00eancia, prefiro um bot do Telegram. <\/li>\n<li>N\u00e3o h\u00e1 previs\u00e3o. Antes de assinar, eu gostaria de ver qual \u00e9 a probabilidade de que o pre\u00e7o caia com base nos dados estat\u00edsticos dos per\u00edodos anteriores.<\/li>\n<\/ol>\n<p>\nAl\u00e9m disso, os e-mails chegam de forma muito ruim. No momento, parece que a assinatura da Aviasales nem est\u00e1 funcionando \u2014 o link para confirmar a nova assinatura n\u00e3o chega.<\/p>\n<p>H\u00e1 tamb\u00e9m assinaturas do Yandex.Voos e tutu.ru, mas, pelo que entendo, elas permitem monitorar mudan\u00e7as de pre\u00e7o apenas em datas espec\u00edficas. <\/p>\n<p>Al\u00e9m disso, n\u00e3o est\u00e1 claro com que frequ\u00eancia todos esses servi\u00e7os verificam os pre\u00e7os \u2014 uma vez por minuto, hora, dia?<\/p>\n<p>P.S.: Essa informa\u00e7\u00e3o, ali\u00e1s, \u00e9 relevante n\u00e3o apenas para companhias a\u00e9reas, mas tamb\u00e9m para viagens de trem. No site da RZD, h\u00e1 um <noindex><a rel=\"nofollow\" href=\"http:\/\/pass.rzd.ru\/static\/public\/ru?STRUCTURE_ID=5227\">artigo sobre precifica\u00e7\u00e3o din\u00e2mica.<\/a><\/noindex>.<\/p>\n<p>P.P.S.: O que mais pode ser lido sobre o assunto?<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 \/>Fonte: <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\/pt\/blog\/news\/kak-kupit-aviabilet-maksimalno-deshevo-ili-udarim-monitoringom-po-dinamicheskomu-tsenoobrazovaniyu\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" 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