{"id":36784,"date":"2019-10-31T22:13:47","date_gmt":"2019-10-31T19:13:47","guid":{"rendered":"https:\/\/prohoster.info\/blog\/opyt-ustanovki-apache-airflow-na-windows-10\/"},"modified":"2019-10-31T22:13:47","modified_gmt":"2019-10-31T19:13:47","slug":"opyt-ustanovki-apache-airflow-na-windows-10","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sk\/blog\/administrirovanie\/opyt-ustanovki-apache-airflow-na-windows-10","title":{"rendered":"Sk\u00fasenos\u0165 s in\u0161tal\u00e1ciou Apache Airflow na Windows 10","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><b>Pre\u00e1mbula<\/b>: osudom som sa z akademickej sf\u00e9ry (medic\u00edny) dostala do sveta informa\u010dn\u00fdch technol\u00f3gi\u00ed, kde mus\u00edm vyu\u017e\u00edva\u0165 svoje vedomosti o metodol\u00f3gii experimentovania a strat\u00e9gi\u00e1ch anal\u00fdzy experiment\u00e1lnych d\u00e1t, no aplikova\u0165 nov\u00fd pre m\u0148a technologick\u00fd stack. Pri osvojovan\u00ed t\u00fdchto technol\u00f3gi\u00ed sa stret\u00e1vam s radom \u0165a\u017ekost\u00ed, ktor\u00e9 sa, na\u0161\u0165astie, zatia\u013e dar\u00ed prekon\u00e1va\u0165. Mo\u017eno bude tento pr\u00edspevok u\u017eito\u010dn\u00fd t\u00fdm, ktor\u00ed tie\u017e len za\u010d\u00ednaj\u00fa pracova\u0165 na projektoch Apache. <\/p>\n<p><b>Tak\u017ee k podstate<\/b>. In\u0161pirovan\u00e1 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/mailru\/blog\/339392\/\">\u010dl\u00e1nkom <\/a><\/noindex> Juriom Eme\u013ejanovom o mo\u017enostiach Apache Airflow v oblasti automatiz\u00e1cie analytick\u00fdch proced\u00far som mala t\u00fa\u017ebu za\u010da\u0165 pou\u017e\u00edva\u0165 pon\u00fakan\u00fd s\u00fabor kni\u017en\u00edc vo svojej pr\u00e1ci. T\u00fdm, ktor\u00ed e\u0161te nie s\u00fa s Apache Airflow v\u00f4bec obozn\u00e1men\u00ed, m\u00f4\u017ee by\u0165 zauj\u00edmav\u00fd mal\u00fd preh\u013eadn\u00fd <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.bmstu.wiki\/Apache_Airflow\">\u010dl\u00e1nok <\/a><\/noindex> na str\u00e1nke N\u00e1rodnej kni\u017enice im. N. E. Bauman. <\/p>\n<p>Preto\u017ee be\u017en\u00e9 pokyny na spustenie Airflow, zd\u00e1 sa, nie s\u00fa pou\u017eite\u013en\u00e9 v prostred\u00ed Windows, a pou\u017e\u00edva\u0165 na tento probl\u00e9m <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/253877\/\">docker <\/a><\/noindex> by v mojom pr\u00edpade bolo zbyto\u010dn\u00e9, za\u010dala som h\u013eada\u0165 in\u00e9 rie\u0161enia. Na moju rados\u0165, nebola som prv\u00e1 na tejto ceste, preto som dok\u00e1zala n\u00e1js\u0165 skvel\u00fd <noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/watch?v=SYOUbiGtGiU&amp;t=49s\">video n\u00e1vod<\/a><\/noindex> na in\u0161tal\u00e1ciu Apache Airflow v Windows 10 bez pou\u017eitia dockera. Av\u0161ak, ako to \u010dasto b\u00fdva, pri vykon\u00e1van\u00ed odpor\u00fa\u010dan\u00fdch krokov sa objavuj\u00fa \u0165a\u017ekosti, a predpoklad\u00e1m, \u017ee nie len u m\u0148a. Preto by som sa chcela podeli\u0165 o svoje sk\u00fasenosti s in\u0161tal\u00e1ciou Apache Airflow, mo\u017eno to niekomu u\u0161etr\u00ed trochu \u010dasu.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nPrejdime si jednotliv\u00e9 kroky pokynov (spojler - piaty krok i\u0161iel bez probl\u00e9mov):<\/p>\n<p><b>1. In\u0161tal\u00e1cia subsyst\u00e9mu Windows pre Linux pre n\u00e1sledn\u00fa in\u0161tal\u00e1ciu distrib\u00faci\u00ed Linuxu<\/b><\/p>\n<p>Toto je men\u0161\u00ed probl\u00e9m, ako sa hovor\u00ed: <\/p>\n<p>Ovl\u00e1dac\u00ed panel \u2192 Programy \u2192 Programy a funkcie \u2192 Zapn\u00fa\u0165 alebo vypn\u00fa\u0165 komponenty Windows \u2192 Subsystem Windows pre Linux<\/p>\n<p><b>2. In\u0161tal\u00e1cia distrib\u00facie Linux pod\u013ea v\u00fdberu<\/b><\/p>\n<p>Ja som vyu\u017eila aplik\u00e1ciu <noindex><a rel=\"nofollow\" href=\"https:\/\/www.microsoft.com\/ru-ru\/p\/ubuntu\/9nblggh4msv6?activetab=pivot:overviewtab\">Ubuntu<\/a><\/noindex>.<\/p>\n<p><b>3. In\u0161tal\u00e1cia a aktualiz\u00e1cia pip <\/b><\/p>\n<pre><code class=\"plaintext\">sudo apt-get install software-properties-common\nsudo apt-add-repository universe\nsudo apt-get update\nsudo apt-get install python-pip<\/code><\/pre>\n<p>\n<b>4. In\u0161tal\u00e1cia Apache Airflow<\/b><\/p>\n<pre><code class=\"plaintext\">export SLUGIFY_USES_TEXT_UNIDECODE=yes\npip install apache-airflow<\/code><\/pre>\n<p>\n<b>5. Inicializ\u00e1cia datab\u00e1zy<\/b><\/p>\n<p>A pr\u00e1ve tu sa za\u010dali moje mal\u00e9 \u0165a\u017ekosti. Pokyn predpisuje zada\u0165 pr\u00edkaz <code>airflow initdb<\/code> a prejs\u0165 k nasleduj\u00facemu kroku. Av\u0161ak neust\u00e1le som dost\u00e1vala odpove\u010f <code>airflow: command not found<\/code>. Je logick\u00e9 predpoklada\u0165, \u017ee nastali \u0165a\u017ekosti po\u010das in\u0161tal\u00e1cie Apache Airflow a jednoducho ch\u00fdbaj\u00fa potrebn\u00e9 s\u00fabory. Po overen\u00ed, \u017ee v\u0161etko je tak, ako m\u00e1 by\u0165, som sa rozhodla sk\u00fasi\u0165 zada\u0165 \u00fapln\u00fa cestu k s\u00faboru airflow (malo by to vyzera\u0165 tak: <code>\u00dapln\u00e1\/cesta\/k\/s\u00faboru\/airflow initdb<\/code>). Ale z\u00e1zrak sa nestal a odpove\u010f bola rovnak\u00e1 <code>airflow: command not found<\/code>. Sk\u00fasila som pou\u017ei\u0165 relat\u00edvnu cestu k s\u00faboru (<code>.\/.local\/bin\/airflow initdb<\/code>), \u010do viedlo k objaveniu novej chyby <code>ModuleNotFoundError: No module named json'<\/code>, ktor\u00fa je mo\u017en\u00e9 prekon\u00e1va\u0165 aktualiz\u00e1ciou kni\u017enice <i>werkzeug<\/i> (v mojom pr\u00edpade na verziu 0.15.4):<\/p>\n<pre><code class=\"plaintext\">pip install werkzeug==0.15.4<\/code><\/pre>\n<p>\nViac o werkzeug si m\u00f4\u017eete pre\u010d\u00edta\u0165 <noindex><a rel=\"nofollow\" href=\"https:\/\/werkzeug.palletsprojects.com\/en\/0.15.x\/\">tu<\/a><\/noindex>. <\/p>\n<p>Po tejto jednoduch\u00e9 manipul\u00e1cii bol pr\u00edkaz <code>.\/.local\/bin\/airflow initdb<\/code> vykonan\u00fd \u00faspe\u0161ne. <\/p>\n<p><b>6. Spustenie servera Airflow<\/b><\/p>\n<p>Na tomto mieste komplik\u00e1cie s pr\u00edstupom k airflow e\u0161te neskon\u010dili. Spustenie pr\u00edkazu <code>.\/.local\/bin\/airflow webserver -p 8080<\/code> viedlo k chybe <code>No such file or directory<\/code>. Pravdepodobne by sk\u00fasen\u00fd pou\u017e\u00edvate\u013e Ubuntu okam\u017eite sk\u00fasil prekona\u0165 tak\u00e9to \u0165a\u017ekosti s pr\u00edstupom k s\u00faboru pou\u017eit\u00edm pr\u00edkazu <code>export PATH=$PATH:~\/.local\/bin\/<\/code> (teda pridan\u00edm k existuj\u00facej ceste vyh\u013ead\u00e1vania spustite\u013en\u00fdch s\u00faborov, ur\u010dovanej premennou PATH, adres\u00e1r \/.local\/bin\/), ale tento pr\u00edspevok je ur\u010den\u00fd pre t\u00fdch, ktor\u00ed predov\u0161etk\u00fdm pracuj\u00fa s Windows a mo\u017eno nepova\u017euj\u00fa tak\u00e9to rie\u0161enie za o\u010dividn\u00e9. <\/p>\n<p>Po op\u00edsanej manipul\u00e1cii bol pr\u00edkaz <code>.\/.local\/bin\/airflow webserver -p 8080<\/code> \u00faspe\u0161ne vykonan\u00fd.<\/p>\n<p><b>7. URL: <noindex>localhost<\/noindex>:8080\/<\/b><\/p>\n<p>Ak v\u0161etko prebehlo \u00faspe\u0161ne v predch\u00e1dzaj\u00facich krokoch, ste pripraven\u00ed dob\u00fdva\u0165 analytick\u00e9 vrcholy.<\/p>\n<p>D\u00fafam, \u017ee vy\u0161\u0161ie op\u00edsan\u00fd z\u00e1\u017eitok z in\u0161tal\u00e1cie Apache Airflow na Windows 10 bude n\u00e1pomocn\u00fd za\u010d\u00ednaj\u00facim pou\u017e\u00edvate\u013eom a ur\u00fdchli ich vstup do sveta modern\u00fdch analytick\u00fdch n\u00e1strojov. <\/p>\n<p>Na bud\u00face by som chcela pokra\u010dova\u0165 v t\u00e9me a porozpr\u00e1va\u0165 o sk\u00fasenostiach s pou\u017e\u00edvan\u00edm Apache Airflow v oblasti anal\u00fdzy spr\u00e1vania pou\u017e\u00edvate\u013eov mobiln\u00fdch aplik\u00e1ci\u00ed.<br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/462161\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u0440\u0435\u0430\u043c\u0431\u0443\u043b\u0430: \u0432\u043e\u043b\u0435\u044e \u0441\u0443\u0434\u044c\u0431\u044b \u0438\u0437 \u043c\u0438\u0440\u0430 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0430\u0443\u043a\u0438 (\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u044b) \u044f \u043f\u043e\u043f\u0430\u043b\u0430 \u0432 \u043c\u0438\u0440 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0433\u0434\u0435 \u043c\u043d\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u043e \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u0445 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043e\u0434\u043d\u0430\u043a\u043e, \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c \u043d\u043e\u0432\u044b\u0439 \u0434\u043b\u044f \u043c\u0435\u043d\u044f \u0441\u0442\u0435\u043a \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439. \u0412 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u043e\u0441\u0432\u043e\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u044f \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u044e\u0441\u044c \u0441 \u0440\u044f\u0434\u043e\u043c \u0442\u0440\u0443\u0434\u043d\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043a\u0430, \u043a \u0441\u0447\u0430\u0441\u0442\u044c\u044e, \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u0432\u0430\u0442\u044c. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u044d\u0442\u043e\u0442 \u043f\u043e\u0441\u0442 [&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":[688],"tags":[],"class_list":["post-36784","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.5 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u0435\u0430\u043c\u0431\u0443\u043b\u0430: \u0432\u043e\u043b\u0435\u044e \u0441\u0443\u0434\u044c\u0431\u044b \u0438\u0437 \u043c\u0438\u0440\u0430 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0430\u0443\u043a\u0438 (\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u044b) \u044f \u043f\u043e\u043f\u0430\u043b\u0430 \u0432 \u043c\u0438\u0440 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0433\u0434\u0435 \u043c\u043d\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u043e \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u0445 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\" \/>\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\/sk\/blog\/administrirovanie\/opyt-ustanovki-apache-airflow-na-windows-10\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.5\" \/>\n\t\t<meta property=\"og:locale\" content=\"sk_SK\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u041e\u043f\u044b\u0442 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 Apache Airflow \u043d\u0430 Windows 10 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u041f\u0440\u0435\u0430\u043c\u0431\u0443\u043b\u0430: \u0432\u043e\u043b\u0435\u044e \u0441\u0443\u0434\u044c\u0431\u044b \u0438\u0437 \u043c\u0438\u0440\u0430 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0430\u0443\u043a\u0438 (\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u044b) \u044f \u043f\u043e\u043f\u0430\u043b\u0430 \u0432 \u043c\u0438\u0440 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0433\u0434\u0435 \u043c\u043d\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u043e \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u0445 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/sk\/blog\/administrirovanie\/opyt-ustanovki-apache-airflow-na-windows-10\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2019-10-31T19:13:47+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2019-10-31T19:13:47+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Z\u00e1\u017eitok z in\u0161tal\u00e1cie Apache Airflow na Windows 10 | ProHoster","description":"Prel\u00fadium: osudom som sa z akademickej vedy (medic\u00edny) dostala do sveta informa\u010dn\u00fdch technol\u00f3gi\u00ed, kde mus\u00edm vyu\u017ei\u0165 svoje znalosti o metodol\u00f3gii n\u00e1vrhu experimentov a strat\u00e9gi\u00e1ch anal\u00fdzy.","canonical_url":"https:\/\/prohoster.info\/sk\/blog\/administrirovanie\/opyt-ustanovki-apache-airflow-na-windows-10","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sk_SK","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u041e\u043f\u044b\u0442 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 Apache Airflow \u043d\u0430 Windows 10 | ProHoster","og:description":"\u041f\u0440\u0435\u0430\u043c\u0431\u0443\u043b\u0430: \u0432\u043e\u043b\u0435\u044e \u0441\u0443\u0434\u044c\u0431\u044b \u0438\u0437 \u043c\u0438\u0440\u0430 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0430\u0443\u043a\u0438 (\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u044b) \u044f \u043f\u043e\u043f\u0430\u043b\u0430 \u0432 \u043c\u0438\u0440 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0433\u0434\u0435 \u043c\u043d\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u043e \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u0445 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.","og:url":"https:\/\/prohoster.info\/sk\/blog\/administrirovanie\/opyt-ustanovki-apache-airflow-na-windows-10","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2019-10-31T19:13:47+00:00","article:modified_time":"2019-10-31T19:13:47+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"36784","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2026-01-22 04:50:19","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-03-01 01:39:22","updated":"2026-01-22 04:50:19","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/posts\/36784","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/comments?post=36784"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/posts\/36784\/revisions"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/media?parent=36784"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/categories?post=36784"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/sk\/wp-json\/wp\/v2\/tags?post=36784"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}