{"id":37156,"date":"2019-10-31T22:16:03","date_gmt":"2019-10-31T19:16:03","guid":{"rendered":"https:\/\/prohoster.info\/blog\/bolshe-statistiki-sajta-v-svoyom-malenkom-hranilishhe\/"},"modified":"2019-10-31T22:16:03","modified_gmt":"2019-10-31T19:16:03","slug":"bolshe-statistiki-sajta-v-svoyom-malenkom-hranilishhe","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/bolshe-statistiki-sajta-v-svoyom-malenkom-hranilishhe","title":{"rendered":"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Analyzov\u00e1n\u00edm statistik webu z\u00edsk\u00e1v\u00e1me p\u0159ehled o tom, co se s n\u00edm d\u011bje. V\u00fdsledky pak porovn\u00e1v\u00e1me s dal\u0161\u00edmi znalostmi o produktu nebo slu\u017eb\u011b a t\u00edm zlep\u0161ujeme na\u0161i zku\u0161enost.<\/p>\n<p>Kdy\u017e je anal\u00fdza prvn\u00edch v\u00fdsledk\u016f dokon\u010dena, po uv\u00e1\u017een\u00ed informac\u00ed a vyvozen\u00ed z\u00e1v\u011br\u016f za\u010d\u00edn\u00e1 dal\u0161\u00ed f\u00e1ze. Objevuj\u00ed se n\u00e1pady: co kdybychom se na data pod\u00edvali z jin\u00e9 perspektivy?<\/p>\n<p>V t\u00e9to f\u00e1zi existuj\u00ed omezen\u00ed analytick\u00fdch n\u00e1stroj\u016f. To je jeden z d\u016fvod\u016f, pro\u010d mi nesta\u010dil n\u00e1stroj Google Analytics, pr\u00e1v\u011b kv\u016fli omezen\u00e9 mo\u017enosti vid\u011bt sv\u00e1 data a manipulovat s nimi.<\/p>\n<p>V\u017edy jsem cht\u011bl rychle na\u010d\u00edst z\u00e1kladn\u00ed data (master data), p\u0159idat jinou \u00farove\u0148 agregace nebo jinak interpretovat st\u00e1vaj\u00edc\u00ed hodnoty.<\/p>\n<p>To lze snadno ud\u011blat v <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/462337\/\">sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti<\/a><\/noindex> na z\u00e1klad\u011b souboru access.log a k tomu sta\u010d\u00ed jazyk SQL.<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p>Tak\u017ee, na jak\u00e9 ot\u00e1zky jsem cht\u011bl naj\u00edt odpov\u011b\u010f?<\/p>\n<h4>Co a kdy se na webu m\u011bnilo<\/h4>\n<p>\nHistorie zm\u011bn z\u00e1kladn\u00edch dat (master dat) v\u017edy p\u0159edstavuje z\u00e1jem.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti\" src=\"\/wp-content\/uploads\/2019\/08\/7613bf138d6026c808e2c4b2ee743d66.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL dotaz zpr\u00e1vy<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n\t1 jako 'SideStackedBar: Obsahov\u00e9 aktualizace podle m\u011bs\u00edc\u016f',\n\tstrftime('%m\/%Y', datetime(UPDATE_DT, 'unixepoch')) AS 'Den',\n\tCOUNT(CASE WHEN PAGE_TITLE != 'n.a.' THEN DIM_REQUEST_ID END) AS 'Aktualizace webov\u00e9 str\u00e1nky',\n\tCOUNT(CASE WHEN PAGE_DESCR = 'IMAGES' THEN DIM_REQUEST_ID END) AS 'Nahr\u00e1n\u00ed obr\u00e1zk\u016f',\n\tCOUNT(CASE WHEN PAGE_DESCR = 'VIDEO' THEN DIM_REQUEST_ID END) AS 'Nahr\u00e1n\u00ed vide\u00ed',\n\tCOUNT(CASE WHEN PAGE_DESCR = 'AUDIO' THEN DIM_REQUEST_ID END) AS 'Nahr\u00e1n\u00ed audia'\nFROM DIM_REQUEST\nWHERE PAGE_TITLE != 'n.a.' OR PAGE_DESCR != 'n.a.'\nGROUP BY strftime('%m\/%Y', datetime(UPDATE_DT, 'unixepoch'))\nORDER BY UPDATE_DT<\/code><\/pre>\n<p>Nap\u0159\u00edklad v ur\u010dit\u00e9m okam\u017eiku byla provedena optimalizace pro vyhled\u00e1va\u010de nebo p\u0159id\u00e1n nov\u00fd obsah na web, v d\u016fsledku toho se o\u010dek\u00e1v\u00e1 zv\u00fd\u0161en\u00ed provozu.<\/p>\n<h4>Skupiny u\u017eivatel\u016f<\/h4>\n<p>\nNejjednodu\u0161\u0161\u00edm p\u0159\u00edkladem skupiny m\u016f\u017ee b\u00fdt u\u017eivatelsk\u00fd agent nebo n\u00e1zev opera\u010dn\u00edho syst\u00e9mu. <\/p>\n<p>M\u011b\u0159en\u00ed u\u017eivatelsk\u00fdch agent\u016f shrom\u00e1\u017edilo p\u0159ibli\u017en\u011b tis\u00edc z\u00e1znam\u016f a zaj\u00edmalo m\u011b vid\u011bt dynamiku rozlo\u017een\u00ed agent\u016f v r\u00e1mci skupiny.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti\" src=\"\/wp-content\/uploads\/2019\/08\/73d908a13f40b4f2c95c57e1e2d55945.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL dotaz zpr\u00e1vy<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n\t1 AS 'SideStackedBar: U\u017eivatel\u0161t\u00ed agenti',\n\tAGENT_OS AS 'OS',\n\tSUM(CASE WHEN AGENT_BOT = 'n.a.' THEN 1 ELSE 0 END ) AS 'U\u017eivatelsk\u00fd agent u\u017eivatel\u016f',\n\tSUM(CASE WHEN AGENT_BOT != 'n.a.' THEN 1 ELSE 0 END ) AS 'U\u017eivatelsk\u00fd agent robot\u016f'\nFROM DIM_USER_AGENT\nWHERE DIM_USER_AGENT_ID != -1\nGROUP BY AGENT_OS\nORDER BY 3 DESC<\/code><\/pre>\n<p>Nejv\u00edce r\u016fzn\u00fdch kombinac\u00ed agent\u016f p\u0159ich\u00e1z\u00ed na web ze sv\u011bta Windows. V po\u010dtu neur\u010dit\u00fdch se objevily nap\u0159\u00edklad WhatsApp, PocketImageCache, PlayStation, SmartTV atd. <\/p>\n<h4>Aktivita skupin u\u017eivatel\u016f podle t\u00fddn\u016f<\/h4>\n<p>\nSpojen\u00edm n\u011bkter\u00fdch skupin lze pozorovat rozlo\u017een\u00ed jejich aktivity.<\/p>\n<p>Nap\u0159\u00edklad u\u017eivatel\u00e9 Linux klastru spot\u0159ebov\u00e1vaj\u00ed v\u00edce provozu na webu ne\u017e ostatn\u00ed.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti\" src=\"\/wp-content\/uploads\/2019\/08\/b3cba5ca4408ceb6ed5bfc319664d02c.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL dotaz zpr\u00e1vy<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n1 as 'StackedBar: Objem Provozu podle OS U\u017eivatele a podle T\u00fddne',\nstrftime('%W week', datetime(FCT.EVENT_DT, 'unixepoch')) AS 'T\u00fdden',\nSUM(CASE WHEN USG.AGENT_OS IN ('Android', 'Linux') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'U\u017eivatel\u00e9 Android\/Linux',\nSUM(CASE WHEN USG.AGENT_OS IN ('Windows') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'U\u017eivatel\u00e9 Windows',\nSUM(CASE WHEN USG.AGENT_OS IN ('Macintosh', 'iOS') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'U\u017eivatel\u00e9 Mac\/iOS',\nSUM(CASE WHEN USG.AGENT_OS IN ('n.a.', 'BlackBerry') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'Ostatn\u00ed'\nFROM\n  FCT_ACCESS_USER_AGENT_DD FCT,\n  DIM_USER_AGENT USG,\n  DIM_HTTP_STATUS HST\nWHERE FCT.DIM_USER_AGENT_ID = USG.DIM_USER_AGENT_ID\n  AND FCT.DIM_HTTP_STATUS_ID = HST.DIM_HTTP_STATUS_ID\n  AND USG.AGENT_BOT = 'n.a.' \/* pouze u\u017eivatel\u00e9 *\/\n  AND HST.STATUS_GROUP IN ('\u00dasp\u011b\u0161n\u00e9') \/* dobr\u00e9 str\u00e1nky *\/\n  AND datetime(FCT.EVENT_DT, 'unixepoch') &gt; date('now', '-3 month')\nGROUP BY strftime('%W week', datetime(FCT.EVENT_DT, 'unixepoch'))\nORDER BY FCT.EVENT_DT<\/code><\/pre>\n<h4>Intenzivn\u00ed spot\u0159eba provozu<\/h4>\n<p>\nZ tabulky lze vid\u011bt nejaktivn\u011bj\u0161\u00ed u\u017eivatelsk\u00e9 skupiny a den jejich aktivity.<br \/>\nNejaktivn\u011bj\u0161\u00ed pat\u0159\u00ed k Linux klastru.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti\" src=\"\/wp-content\/uploads\/2019\/08\/4ff0758ef934adddd5b2c99eab3b9141.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL dotaz zpr\u00e1vy<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n1 AS 'Tabulka: U\u017eivatel s Vysokou Spot\u0159ebou',\nstrftime('%d.%m.%Y', datetime(FCT.EVENT_DT, 'unixepoch')) AS 'Den',\nROUND(1.0 * SUM(FCT.BYTES) \/ 1000000, 1) AS 'Provoz MB',\nROUND(1.0 * SUM(FCT.IP_CNT) \/ SUM(1), 1) AS 'IP',\nROUND(1.0 * SUM(FCT.REQUEST_CNT) \/ SUM(1), 1) AS 'Po\u017eadavky',\nUSA.DIM_USER_AGENT_ID AS 'ID',\nMAX(USA.USER_AGENT_NK) AS 'U\u017eivatelsk\u00fd agent',\nMAX(USA.AGENT_BOT) AS 'Bot'\nFROM\nFCT_ACCESS_USER_AGENT_DD FCT,\nDIM_USER_AGENT USA\nWHERE FCT.DIM_USER_AGENT_ID = USA.DIM_USER_AGENT_ID\n  AND datetime(FCT.EVENT_DT, 'unixepoch') &gt;= date('now', '-30 day')\nGROUP BY USA.DIM_USER_AGENT_ID, strftime('%d.%m.%Y', datetime(FCT.EVENT_DT, 'unixepoch')) \nORDER BY SUM(FCT.BYTES) DESC, FCT.EVENT_DT\nLIMIT 10<\/code><\/pre>\n<p>Pou\u017eit\u00edm atribut\u016f den a ID agenta vznik\u00e1 mo\u017enost rychle nal\u00e9zt a sledovat statistiky jednotliv\u00fdch skupin u\u017eivatel\u016f podle dn\u016f. V p\u0159\u00edpad\u011b pot\u0159eby lze rychle naj\u00edt podrobn\u00e9 informace v st\u011b\u017eejn\u00ed tabulce.<\/p>\n<h4>Jak z\u00edskat informace?<\/h4>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/462337\/\">Informace z souboru access.log<\/a><\/noindex> mohou b\u00fdt je\u0161t\u011b efektivn\u011bj\u0161\u00ed, pokud integrujeme dal\u0161\u00ed zdroje dat, zav\u00e1d\u00edme nov\u00e9 \u00farovn\u011b agregace a skupinov\u00e1n\u00ed.<\/p>\n<h4>Z\u00e1kladn\u00ed data a entity<\/h4>\n<p>\nMezi z\u00e1kladn\u00ed data pat\u0159\u00ed informace o entit\u00e1ch: webov\u00e9 str\u00e1nky, obr\u00e1zky, video a audio obsah, v p\u0159\u00edpad\u011b obchodu \u2014 produkty. <\/p>\n<p>Sami entity pln\u00ed roli m\u011b\u0159en\u00ed, a proces uchov\u00e1v\u00e1n\u00ed zm\u011bn atribut\u016f se naz\u00fdv\u00e1 historizace. V datab\u00e1zi je tento proces \u010dasto realizov\u00e1n ve form\u011b pomalu se m\u011bn\u00edc\u00edch m\u011b\u0159en\u00ed (SCD).<\/p>\n<p>Zdrojem z\u00e1kladn\u00edch dat mohou b\u00fdt nejr\u016fzn\u011bj\u0161\u00ed syst\u00e9my, proto je t\u00e9m\u011b\u0159 v\u017edy nutn\u00e9 je integrovat.<\/p>\n<h4>Pomalu se m\u011bn\u00edc\u00ed m\u011b\u0159en\u00ed<\/h4>\n<p>\nM\u011b\u0159en\u00ed DIM_REQUEST bude obsahovat informace o dotazech na webu v historick\u00e9 podob\u011b.<\/p>\n<p><b class=\"spoiler_title\">Tabulka SCD2<\/b><\/p>\n<pre><code class=\"sql\">CREATE TABLE DIM_REQUEST ( \n  DIM_REQUEST_ID      INTEGER NOT NULL PRIMARY KEY AUTOINCREMENT,\n  DIM_REQUEST_ID_HIST INTEGER NOT NULL DEFAULT -1,\n  REQUEST_NK          TEXT NOT NULL DEFAULT 'n.a.', \n  PAGE_TITLE          TEXT NOT NULL DEFAULT 'n.a.',\n  PAGE_DESCR          TEXT NOT NULL DEFAULT 'n.a.',\n  PAGE_KEYWORDS       TEXT NOT NULL DEFAULT 'n.a.',\n  DELETE_FLAG         INTEGER NOT NULL DEFAULT 0,\n  UPDATE_DT           INTEGER NOT NULL DEFAULT 0,\n  UNIQUE (REQUEST_NK, DIM_REQUEST_ID_HIST)\n);\nINSERT INTO DIM_REQUEST (DIM_REQUEST_ID) VALUES (-1);<\/code><\/pre>\n<p>D\u00e1le vytvo\u0159\u00edme jedno zobrazen\u00ed, kter\u00e9 v\u017edy zobrazuje v\u0161echny z\u00e1znamy v posledn\u00edm stavu. To je pot\u0159ebn\u00e9 pro na\u010dten\u00ed samotn\u00e9ho m\u011b\u0159en\u00ed.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti\" src=\"\/wp-content\/uploads\/2019\/08\/cea3301b30338dfd5099db60342e8d84.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">Aktu\u00e1ln\u00ed zobrazen\u00ed SCD2<\/b><\/p>\n<pre><code class=\"sql\">\/* Content: actual view on scd table *\/\nSELECT HI.DIM_REQUEST_ID,\n  HI.DIM_REQUEST_ID_HIST,\n  HI.REQUEST_NK,\n  HI.PAGE_TITLE,\n  HI.PAGE_DESCR,\n  HI.PAGE_KEYWORDS,\n  NK.CNT AS HIST_CNT,\n  HI.DELETE_FLAG,\n  strftime('%d.%m.%Y %H:%M', datetime(HI.UPDATE_DT, 'unixepoch')) AS UPDATE_DT\nFROM\n  ( SELECT REQUEST_NK, MAX(DIM_REQUEST_ID) AS DIM_REQUEST_ID, SUM(1) AS CNT\n    FROM DIM_REQUEST\n    GROUP BY REQUEST_NK\n  ) NK,\n  DIM_REQUEST HI\nWHERE 1 = 1\n  AND NK.REQUEST_NK = HI.REQUEST_NK\n  AND NK.DIM_REQUEST_ID = HI.DIM_REQUEST_ID;<\/code><\/pre>\n<p>A zobrazen\u00ed, kde jsou pro ka\u017ed\u00fd z\u00e1znam shrom\u00e1\u017ed\u011bny historick\u00e9 informace. To je pot\u0159ebn\u00e9 pro vytvo\u0159en\u00ed historicky p\u0159esn\u00e9 vazby na fakta.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00edce statistik webu ve sv\u00e9m mal\u00e9m \u00falo\u017ei\u0161ti\" src=\"\/wp-content\/uploads\/2019\/08\/05afeae70b441a7aa4a17ae70646285e.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">Historick\u00e9 zobrazen\u00ed SCD2<\/b><\/p>\n<pre><code class=\"sql\">\/* Content: actual view on scd table *\/\nSELECT SCD.DIM_REQUEST_ID,\n  SCD.DIM_REQUEST_ID_HIST,\n  SCD.REQUEST_NK,\n  SCD.PAGE_TITLE,\n  SCD.PAGE_DESCR,\n  SCD.PAGE_KEYWORDS,\n  SCD.DELETE_FLAG,\n  CASE\n    WHEN HIS.UPDATE_DT IS NULL\n    THEN 1\n    ELSE 0 END ACTIVE_FLAG,\n  SCD.DIM_REQUEST_ID_HIST AS ID_FROM,\n  SCD.DIM_REQUEST_ID AS ID_TO,\n  CASE\n    WHEN SCD.DIM_REQUEST_ID_HIST=-1\n    THEN 3600\n    ELSE IFNULL(SCD.UPDATE_DT,3600)\n  END AS TIME_FROM,\n  CASE\n    WHEN HIS.UPDATE_DT IS NULL\n    THEN 253370764800\n    ELSE HIS.UPDATE_DT\n  END AS TIME_TO,\n  CASE\n    WHEN SCD.DIM_REQUEST_ID_HIST=-1\n    THEN STRFTIME('%d.%m.%Y %H:%M', DATETIME(3600, 'unixepoch'))\n    ELSE STRFTIME('%d.%m.%Y %H:%M', DATETIME(IFNULL(SCD.UPDATE_DT,3600), 'unixepoch'))\n  END AS ACTIVE_FROM,\n  CASE\n    WHEN HIS.UPDATE_DT IS NULL\n    THEN STRFTIME('%d.%m.%Y %H:%M', DATETIME(253370764800, 'unixepoch'))\n    ELSE STRFTIME('%d.%m.%Y %H:%M', DATETIME(HIS.UPDATE_DT, 'unixepoch'))\n  END AS ACTIVE_TO\nFROM\n  DIM_REQUEST SCD\n  LEFT OUTER JOIN DIM_REQUEST HIS\n  ON SCD.REQUEST_NK = HIS.REQUEST_NK AND SCD.DIM_REQUEST_ID = HIS.DIM_REQUEST_ID_HIST;<\/code><\/pre>\n<h4>Agregace dat<\/h4>\n<p>\nKompresn\u00ed (agrega\u010dn\u00ed) proces umo\u017e\u0148uje hodnotit data na vy\u0161\u0161\u00ed \u00farovni a odhalit anom\u00e1lie a trendy, kter\u00e9 nejsou viditeln\u00e9 v podrobn\u00fdch zpr\u00e1v\u00e1ch.<\/p>\n<p>Nap\u0159\u00edklad do m\u011b\u0159en\u00ed s k\u00f3dy stav\u016f dotaz\u016f DIM_HTTP_STATUS p\u0159id\u00e1me skupinu:<\/p>\n<blockquote><p>STATUS \/ GROUP<br \/>\n0xx \/ n.a.<br \/>\n1xx \/ Informa\u010dn\u00ed<br \/>\n2xx \/ \u00dasp\u011b\u0161n\u00e9<br \/>\n3xx \/ P\u0159esm\u011brov\u00e1n\u00ed<br \/>\n4xx \/ Chyba klienta<br \/>\n5xx \/ Chyba serveru<\/p><\/blockquote>\n<p> M\u011b\u0159en\u00ed u\u017eivatelsk\u00fdch agent\u016f DIM_USER_AGENT bude obsahovat atributy AGENT_OS a AGENT_BOT, kter\u00e9 odpov\u00eddaj\u00ed za skupiny. Ty lze vyplnit b\u011bhem procesu ETL:<\/p>\n<p><b class=\"spoiler_title\">Na\u010d\u00edt\u00e1n\u00ed DIM_USER_AGENT<\/b><\/p>\n<pre><code class=\"sql\">\/* Propagate the user agent from access log *\/\nINSERT INTO DIM_USER_AGENT (USER_AGENT_NK, AGENT_OS, AGENT_ENGINE, AGENT_DEVICE, AGENT_BOT, UPDATE_DT)\nWITH CLS AS (\n\tSELECT BROWSER\n\tFROM STG_ACCESS_LOG WHERE LENGTH(BROWSER)&gt;1\n\tGROUP BY BROWSER\n)\nSELECT\n\tCLS.BROWSER AS USER_AGENT_NK,\n\tCASE\n\tWHEN INSTR(CLS.BROWSER,'Macintosh')&gt;0\n\t\tTHEN 'Macintosh'\n\tWHEN INSTR(CLS.BROWSER,'iPhone')&gt;0\n\t\t\t OR INSTR(CLS.BROWSER,'iPad')&gt;0\n\t\t\t OR INSTR(CLS.BROWSER,'iPod')&gt;0\n\t\t\t OR INSTR(CLS.BROWSER,'Apple TV')&gt;0\n\t\t\t OR INSTR(CLS.BROWSER,'Darwin')&gt;0\n\t\tTHEN 'iOS'\n\tWHEN INSTR(CLS.BROWSER,'Android')&gt;0\n\t\tTHEN 'Android'\n\tWHEN INSTR(CLS.BROWSER,'X11;')&gt;0 OR INSTR(CLS.BROWSER,'Wayland;')&gt;0 OR INSTR(CLS.BROWSER,'linux-gnu')&gt;0\n\t\tTHEN 'Linux'\n\tWHEN INSTR(CLS.BROWSER,'BB10;')&gt;0 OR INSTR(CLS.BROWSER,'BlackBerry')&gt;0\n\t\tTHEN 'BlackBerry'\n\tWHEN INSTR(CLS.BROWSER,'Windows')&gt;0\n\t\tTHEN 'Windows'\n\tELSE 'n.a.' END AS AGENT_OS, -- OS\n\tCASE\n\tWHEN INSTR(CLS.BROWSER,'AppleCoreMedia')&gt;0\n\t\tTHEN 'AppleWebKit'\n\tWHEN INSTR(CLS.BROWSER,') ')&gt;1 AND LENGTH(CLS.BROWSER)&gt;INSTR(CLS.BROWSER,') ')\n\t\tTHEN COALESCE(SUBSTR(CLS.BROWSER, INSTR(CLS.BROWSER,') ')+2, LENGTH(CLS.BROWSER) - INSTR(CLS.BROWSER,') ')-1), 'N\/A')\n\tELSE 'n.a.' END AS AGENT_ENGINE, -- Engine\n\tCASE\n\tWHEN INSTR(CLS.BROWSER,'iPhone')&gt;0\n\t\tTHEN 'iPhone'\n\tWHEN INSTR(CLS.BROWSER,'iPad')&gt;0\n\t\tTHEN 'iPad'\n\tWHEN INSTR(CLS.BROWSER,'iPod')&gt;0\n\t\tTHEN 'iPod'\n\tWHEN INSTR(CLS.BROWSER,'Apple TV')&gt;0\n\t\tTHEN 'Apple TV'\n\tWHEN INSTR(CLS.BROWSER,'Android ')&gt;0 AND INSTR(CLS.BROWSER,'Build')&gt;0\n\t\tTHEN COALESCE(SUBSTR(CLS.BROWSER, INSTR(CLS.BROWSER,'Android '), INSTR(CLS.BROWSER,'Build')-INSTR(CLS.BROWSER,'Android ')), 'n.a.')\n\tWHEN INSTR(CLS.BROWSER,'Android ')&gt;0 AND INSTR(CLS.BROWSER,'MIUI')&gt;0\n\t\tTHEN COALESCE(SUBSTR(CLS.BROWSER, INSTR(CLS.BROWSER,'Android '), INSTR(CLS.BROWSER,'MIUI')-INSTR(CLS.BROWSER,'Android ')), 'n.a.')\n\tELSE 'n.a.' END AS AGENT_DEVICE, -- Device\n\tCASE\n\tWHEN INSTR(LOWER(CLS.BROWSER),'yandex.com')&gt;0\n\t\tTHEN 'yandex'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'googlebot')&gt;0\n\t\tTHEN 'google'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'bingbot')&gt;0\n\t\tTHEN 'microsoft'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'ahrefsbot')&gt;0\n\t\tTHEN 'ahrefs'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'jobboersebot')&gt;0 OR INSTR(LOWER(CLS.BROWSER),'jobkicks')&gt;0\n\t\tTHEN 'job.de'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'mail.ru')&gt;0\n\t\tTHEN 'mail.ru'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'baiduspider')&gt;0\n\t\tTHEN 'baidu'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'mj12bot')&gt;0\n\t\tTHEN 'majestic-12'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'duckduckgo')&gt;0\n\t\tTHEN 'duckduckgo'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'bytespider')&gt;0\n\t\tTHEN 'bytespider'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'360spider')&gt;0\n\t\tTHEN 'so.360.cn'\n\tWHEN INSTR(LOWER(CLS.BROWSER),'compatible')&gt;0 OR INSTR(LOWER(CLS.BROWSER),'http')&gt;0\n\t\tOR INSTR(LOWER(CLS.BROWSER),'libwww')&gt;0 OR INSTR(LOWER(CLS.BROWSER),'spider')&gt;0\n\t\tOR INSTR(LOWER(CLS.BROWSER),'java')&gt;0 OR INSTR(LOWER(CLS.BROWSER),'python')&gt;0\n\t\tOR INSTR(LOWER(CLS.BROWSER),'robot')&gt;0 OR INSTR(LOWER(CLS.BROWSER),'curl')&gt;0 OR INSTR(LOWER(CLS.BROWSER),'wget')&gt;0\n\t\tTHEN 'other'\n\tELSE 'n.a.' END AS AGENT_BOT, -- Bot\n\tSTRFTIME('%s','now') AS UPDATE_DT\nFROM CLS\nLEFT OUTER JOIN DIM_USER_AGENT TRG\nON CLS.BROWSER = TRG.USER_AGENT_NK\nWHERE TRG.DIM_USER_AGENT_ID IS NULL<\/code><\/pre>\n<h4>Integrace dat<\/h4>\n<p>\nZahrnuje organizaci p\u0159enosu dat z opera\u010dn\u00edho syst\u00e9mu do zpr\u00e1vy. K tomu je nutn\u00e9 vytvo\u0159it st\u0159edn\u00ed tabulku se strukturou podobnou zdroji.<\/p>\n<p>Do st\u0159edn\u00ed tabulky se informace o webov\u00fdch str\u00e1nk\u00e1ch dostanou z z\u00e1lohy CMS ve form\u011b vkl\u00e1dac\u00edch dotaz\u016f.<\/p>\n<p>Na\u010d\u00edt\u00e1n\u00ed historick\u00e9 tabulky DIM_REQUEST s z\u00e1kladn\u00edmi daty prob\u00edh\u00e1 ve t\u0159ech kroc\u00edch: na\u010dten\u00ed nov\u00fdch kl\u00ed\u010d\u016f a atribut\u016f, aktualizace existuj\u00edc\u00edch a zaznamen\u00e1n\u00ed odstran\u011bn\u00fdch z\u00e1znam\u016f.<\/p>\n<p><b class=\"spoiler_title\">Na\u010d\u00edt\u00e1n\u00ed nov\u00fdch z\u00e1znam\u016f SCD2<\/b><\/p>\n<pre><code class=\"sql\">\/* Load request table SCD from master data *\/\nINSERT INTO DIM_REQUEST (DIM_REQUEST_ID_HIST, REQUEST_NK, PAGE_TITLE, PAGE_DESCR, PAGE_KEYWORDS, DELETE_FLAG, UPDATE_DT)\nWITH CLS  AS ( -- prepare keys\n\tSELECT\n\t'\/' || NAME AS REQUEST_NK,\n\tTITLE       AS PAGE_TITLE,\n\tCASE WHEN DESCRIPTION = '' OR DESCRIPTION IS NULL\n\t     THEN 'n.a.' ELSE DESCRIPTION\n\tEND AS PAGE_DESCR,\n\tCASE WHEN KEYWORDS = '' OR KEYWORDS IS NULL\n\t     THEN 'n.a.' ELSE KEYWORDS\n\tEND AS PAGE_KEYWORDS\n\tFROM STG_CMS_MENU\n\tWHERE CONTENT_TYPE != 'folder' -- only web pages\n\t  AND PAGE_TITLE != 'n.a.' -- master data which make sense\n)\n\/* new records from stage: CLS *\/\nSELECT\n\t-1 AS DIM_REQUEST_ID_HIST,\n\tCLS.REQUEST_NK,\n\tCLS.PAGE_TITLE,\n\tCLS.PAGE_DESCR,\n\tCLS.PAGE_KEYWORDS,\n\t0 AS DELETE_FLAG,\n\tSTRFTIME('%s','now') AS UPDATE_DT\nFROM CLS\nLEFT OUTER JOIN\n (\n\tSELECT\n\tDIM_REQUEST_ID,\n\tREQUEST_NK,\n\tPAGE_TITLE,\n\tPAGE_DESCR,\n\tPAGE_KEYWORDS\n\tFROM DIM_REQUEST_V_ACT\n) TRG ON CLS.REQUEST_NK = TRG.REQUEST_NK\nWHERE TRG.REQUEST_NK IS NULL -- no such record in data mart<\/code><\/pre>\n<p><b class=\"spoiler_title\">Aktualizace atribut\u016f SCD2<\/b><\/p>\n<pre><code class=\"sql\">\/* Load request table SCD from master data *\/\nINSERT INTO DIM_REQUEST (DIM_REQUEST_ID_HIST, REQUEST_NK, PAGE_TITLE, PAGE_DESCR, PAGE_KEYWORDS, DELETE_FLAG, UPDATE_DT)\nWITH CLS  AS ( -- prepare keys\n\tSELECT\n\t'\/' || NAME AS REQUEST_NK,\n\tTITLE       AS PAGE_TITLE,\n\tCASE WHEN DESCRIPTION = '' OR DESCRIPTION IS NULL\n\t     THEN 'n.a.' ELSE DESCRIPTION\n\tEND AS PAGE_DESCR,\n\tCASE WHEN KEYWORDS = '' OR KEYWORDS IS NULL\n\t     THEN 'n.a.' ELSE KEYWORDS\n\tEND AS PAGE_KEYWORDS\n\tFROM STG_CMS_MENU\n\tWHERE CONTENT_TYPE != 'folder' -- only web pages\n\t  AND PAGE_TITLE != 'n.a.' -- master data which make sense\n)\n\/* updated records from stage: CLS and build reference to history: HIST *\/\nSELECT\n\tHIST.DIM_REQUEST_ID AS DIM_REQUEST_ID_HIST,\n\tHIST.REQUEST_NK,\n\tCLS.PAGE_TITLE,\n\tCLS.PAGE_DESCR,\n\tCLS.PAGE_KEYWORDS,\n\t0 AS DELETE_FLAG,\n\tSTRFTIME('%s','now') AS UPDATE_DT\nFROM CLS,\n     DIM_REQUEST_V_ACT TRG,\n     DIM_REQUEST HIST\nWHERE CLS.REQUEST_NK = TRG.REQUEST_NK\n  AND TRG.DIM_REQUEST_ID = HIST.DIM_REQUEST_ID\n  AND ( CLS.PAGE_TITLE != HIST.PAGE_TITLE \/* changes only *\/\n     OR CLS.PAGE_DESCR != HIST.PAGE_DESCR\n     OR CLS.PAGE_KEYWORDS != HIST.PAGE_KEYWORDS )<\/code><\/pre>\n<p><b class=\"spoiler_title\">Odstran\u011bn\u00e9 z\u00e1znamy SCD2<\/b><\/p>\n<pre><code class=\"sql\">\/* Load request table SCD from master data *\/\nINSERT INTO DIM_REQUEST (DIM_REQUEST_ID_HIST, REQUEST_NK, PAGE_TITLE, PAGE_DESCR, PAGE_KEYWORDS, DELETE_FLAG, UPDATE_DT)\nWITH CLS  AS ( -- prepare keys\n\tSELECT\n\t'\/' || NAME AS REQUEST_NK,\n\tTITLE       AS PAGE_TITLE\n\tFROM STG_CMS_MENU\n\tWHERE CONTENT_TYPE != 'folder' -- only web pages\n\t  AND PAGE_TITLE != 'n.a.' -- master data which make sense\n)\n\/*  deleted records in data mart: TRG *\/\nSELECT\n\tTRG.DIM_REQUEST_ID AS DIM_REQUEST_ID_HIST,\n\tTRG.REQUEST_NK,\n\tTRG.PAGE_TITLE,\n\tTRG.PAGE_DESCR,\n\tTRG.PAGE_KEYWORDS,\n\t1 AS DELETE_FLAG,\n\tSTRFTIME('%s','now') AS UPDATE_DT\nFROM (\n\tSELECT\n\tDIM_REQUEST_ID,\n\tREQUEST_NK,\n\tPAGE_TITLE,\n\tPAGE_DESCR,\n\tPAGE_KEYWORDS\n\tFROM DIM_REQUEST_V_ACT\n\tWHERE PAGE_TITLE != 'n.a.' -- track master data only\n\t  AND DELETE_FLAG = 0 -- not already deleted\n) TRG\nLEFT OUTER JOIN CLS ON TRG.REQUEST_NK = CLS.REQUEST_NK\nWHERE CLS.REQUEST_NK IS NULL -- no such record in stage<\/code><\/pre>\n<p>Ka\u017ed\u00fd zdroj dat je t\u0159eba doprovodit form\u00e1ln\u00edm popisem, nap\u0159\u00edklad v souboru readme.txt:<\/p>\n<blockquote><p>P\u0159\u00edjemce dat form\u00e1ln\u011b\/technicky: jm\u00e9no, e-mailov\u00e1 adresa<br \/>\nPoskytovatel dat form\u00e1ln\u011b\/technicky: jm\u00e9no, e-mailov\u00e1 adresa<br \/>\nZdroj dat: cesta k souboru, n\u00e1zvy slu\u017eeb<br \/>\nInformace o p\u0159\u00edstupu k dat\u016fm: u\u017eivatel\u00e9 a hesla<\/p><\/blockquote>\n<p>\nSch\u00e9ma toku dat pom\u016f\u017ee v procesu sledov\u00e1n\u00ed a aktualizace, nap\u0159\u00edklad v textov\u00e9 podob\u011b:<\/p>\n<blockquote><p>P\u0159esun souboru. Zdroj: ftp.domain.net: \/logs\/access.log C\u00edl: \/var\/www\/access.log<br \/>\n\u010cten\u00ed ve stadiu. C\u00edl: STG_ACCESS_LOG<br \/>\nNahr\u00e1v\u00e1n\u00ed a transformace. C\u00edl: FCT_ACCESS_REQUEST_REF_HH<br \/>\nNahr\u00e1v\u00e1n\u00ed a transformace. C\u00edl: FCT_ACCESS_USER_AGENT_DD<br \/>\nZpr\u00e1va. C\u00edl: \/var\/www\/report.html<\/p><\/blockquote>\n<h4>V\u00fdstup<\/h4>\n<p>\n\u010cl\u00e1nek popisuje mechanismy, jako je integrace z\u00e1kladn\u00edch dat a zav\u00e1d\u011bn\u00ed nov\u00fdch \u00farovn\u00ed agregace. Ty jsou pot\u0159ebn\u00e9 p\u0159i vytv\u00e1\u0159en\u00ed datov\u00fdch sklad\u016f za \u00fa\u010delem z\u00edsk\u00e1n\u00ed dodate\u010dn\u00fdch znalost\u00ed a zlep\u0161en\u00ed kvality informac\u00ed.<br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/463493\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0410\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0441\u0430\u0439\u0442\u0430, \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0441 \u043d\u0438\u043c. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043c\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438 \u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0438\u043b\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0435 \u0438 \u044d\u0442\u0438\u043c \u0443\u043b\u0443\u0447\u0448\u0430\u0435\u043c \u043d\u0430\u0448 \u043e\u043f\u044b\u0442. \u041a\u043e\u0433\u0434\u0430 \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u0435\u0440\u0432\u044b\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d, \u043f\u0440\u043e\u0448\u043b\u043e \u043e\u0441\u043c\u044b\u0441\u043b\u0435\u043d\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438 \u0441\u0434\u0435\u043b\u0430\u043d\u044b \u0432\u044b\u0432\u043e\u0434\u044b, \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u044d\u0442\u0430\u043f. \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0438\u0434\u0435\u0438: \u0430 \u0447\u0442\u043e \u0431\u0443\u0434\u0435\u0442, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b? \u041d\u0430 \u044d\u0442\u043e\u043c [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":27858,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-37156","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" 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