{"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\/hu\/blog\/administrirovanie\/bolshe-statistiki-sajta-v-svoyom-malenkom-hranilishhe","title":{"rendered":"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>A weboldal statisztik\u00e1j\u00e1nak elemz\u00e9se sor\u00e1n k\u00e9pet kapunk arr\u00f3l, hogy mi t\u00f6rt\u00e9nik vele. Az eredm\u00e9nyeket m\u00e1s term\u00e9kr\u0151l vagy szolg\u00e1ltat\u00e1sr\u00f3l szerzett ismereteinkkel \u00f6sszevetj\u00fck, \u00e9s ezzel jav\u00edtjuk a tapasztalatainkat.<\/p>\n<p>Miut\u00e1n az els\u0151 eredm\u00e9nyek elemz\u00e9se befejez\u0151d\u00f6tt, feldolgoztuk az inform\u00e1ci\u00f3t \u00e9s k\u00f6vetkeztet\u00e9seket vontunk le, megkezd\u0151dik a k\u00f6vetkez\u0151 szakasz. Felmer\u00fclnek az \u00f6tletek: mi lenne, ha m\u00e1s oldalr\u00f3l n\u00e9zn\u00e9nk az adatokat?<\/p>\n<p>Ezen a szakaszon az elemz\u0151 eszk\u00f6z\u00f6k korl\u00e1tai jelentkeznek. Ez az egyik oka annak, hogy nekem nem volt elegend\u0151 a Google Analytics eszk\u00f6ze, mivel korl\u00e1tozottan tudtam l\u00e1tni \u00e9s manipul\u00e1lni az adataimat.<\/p>\n<p>Mindig is szerettem volna gyorsan bet\u00f6lteni az alapadatokat (f\u0151adatokat), hozz\u00e1adni egy m\u00e1sik aggreg\u00e1ci\u00f3s szintet, vagy m\u00e1sk\u00e9pp \u00e9rtelmezni a megl\u00e9v\u0151 \u00e9rt\u00e9keket.<\/p>\n<p>Ezt k\u00f6nny\u0171 megtenni a <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/462337\/\">saj\u00e1t kis adatt\u00e1ramban<\/a><\/noindex> az access.log f\u00e1jl alapj\u00e1n, \u00e9s ehhez elegend\u0151 az SQL nyelv.<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p>Teh\u00e1t mely k\u00e9rd\u00e9sekre szerettem volna v\u00e1laszt tal\u00e1lni?<\/p>\n<h4>Mi \u00e9s mikor v\u00e1ltozott a weboldalon?<\/h4>\n<p>\nA f\u0151adatok (f\u0151adatok) v\u00e1ltoz\u00e1sainak t\u00f6rt\u00e9nete mindig \u00e9rdekes.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban\" src=\"\/wp-content\/uploads\/2019\/08\/7613bf138d6026c808e2c4b2ee743d66.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL jelent\u00e9s lek\u00e9rdez\u00e9s<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n\t1 as 'SideStackedBar: Tartalom friss\u00edt\u00e9sek havi bont\u00e1sban',\n\tstrftime('%m\/%Y', datetime(UPDATE_DT, 'unixepoch')) AS 'Nap',\n\tCOUNT(CASE WHEN PAGE_TITLE != 'n.a.' THEN DIM_REQUEST_ID END) AS 'Weblap friss\u00edt\u00e9sek',\n\tCOUNT(CASE WHEN PAGE_DESCR = 'IMAGES' THEN DIM_REQUEST_ID END) AS 'K\u00e9p felt\u00f6lt\u00e9sek',\n\tCOUNT(CASE WHEN PAGE_DESCR = 'VIDEO' THEN DIM_REQUEST_ID END) AS 'Vide\u00f3 felt\u00f6lt\u00e9sek',\n\tCOUNT(CASE WHEN PAGE_DESCR = 'AUDIO' THEN DIM_REQUEST_ID END) AS 'Zene felt\u00f6lt\u00e9sek'\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>P\u00e9ld\u00e1ul egy adott id\u0151pontban keres\u0151optimaliz\u00e1l\u00e1st hajtottak v\u00e9gre, vagy \u00faj tartalmat adtak hozz\u00e1 a weboldalhoz, ennek k\u00f6vetkezt\u00e9ben v\u00e1rhat\u00f3 a forgalom n\u00f6veked\u00e9se.<\/p>\n<h4>Felhaszn\u00e1l\u00f3i csoportok<\/h4>\n<p>\nA csoportok legegyszer\u0171bb p\u00e9ld\u00e1jak\u00e9nt a felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k vagy az oper\u00e1ci\u00f3s rendszer neve szolg\u00e1lhat. <\/p>\n<p>A felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k\u00f6k m\u00e9r\u00e9se k\u00f6r\u00fclbel\u00fcl ezer rekordot gy\u0171jt\u00f6tt \u00f6ssze, \u00e9s \u00e9rdekes volt sz\u00e1momra l\u00e1tni a \u00fcgyn\u00f6k\u00f6k eloszl\u00e1s\u00e1nak dinamik\u00e1j\u00e1t a csoporton bel\u00fcl.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban\" src=\"\/wp-content\/uploads\/2019\/08\/73d908a13f40b4f2c95c57e1e2d55945.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL jelent\u00e9s lek\u00e9rdez\u00e9s<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n\t1 AS 'SideStackedBar: Felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k\u00f6k',\n\tAGENT_OS AS 'OS',\n\tSUM(CASE WHEN AGENT_BOT = 'n.a.' THEN 1 ELSE 0 END) AS 'Felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6kek Felhaszn\u00e1l\u00f3k r\u00e9sz\u00e9r\u0151l',\n\tSUM(CASE WHEN AGENT_BOT != 'n.a.' THEN 1 ELSE 0 END) AS 'Felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k\u00f6k Robotok r\u00e9sz\u00e9r\u0151l'\nFROM DIM_USER_AGENT\nWHERE DIM_USER_AGENT_ID != -1\nGROUP BY AGENT_OS\nORDER BY 3 DESC<\/code><\/pre>\n<p>A legk\u00fcl\u00f6nb\u00f6z\u0151bb \u00fcgyn\u00f6k kombin\u00e1ci\u00f3k a Windows vil\u00e1g\u00e1b\u00f3l \u00e9rkeznek a weboldalra. A hat\u00e1rozatlan kateg\u00f3ria k\u00f6z\u00f6tt van p\u00e9ld\u00e1ul a WhatsApp, PocketImageCache, PlayStation, SmartTV stb. <\/p>\n<h4>Felhaszn\u00e1l\u00f3i csoportok aktivit\u00e1sa h\u00e9tre bontva<\/h4>\n<p>\nN\u00e9h\u00e1ny csoport \u00f6sszevon\u00e1s\u00e1val megfigyelhetj\u00fck aktivit\u00e1suk eloszl\u00e1s\u00e1t.<\/p>\n<p>P\u00e9ld\u00e1ul a Linux klaszter felhaszn\u00e1l\u00f3i t\u00f6bb forgalmat gener\u00e1lnak a webhelyen, mint minden m\u00e1s.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban\" src=\"\/wp-content\/uploads\/2019\/08\/b3cba5ca4408ceb6ed5bfc319664d02c.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL jelent\u00e9s lek\u00e9rdez\u00e9s<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n1 AS 'StackedBar: Forgalom t\u00e9rfogat felhaszn\u00e1l\u00f3i oper\u00e1ci\u00f3s rendszer \u00e9s h\u00e9t szerint',\nstrftime('%W h\u00e9t', datetime(FCT.EVENT_DT, 'unixepoch')) AS 'H\u00e9t',\nSUM(CASE WHEN USG.AGENT_OS IN ('Android', 'Linux') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'Android\/Linux felhaszn\u00e1l\u00f3k',\nSUM(CASE WHEN USG.AGENT_OS IN ('Windows') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'Windows felhaszn\u00e1l\u00f3k',\nSUM(CASE WHEN USG.AGENT_OS IN ('Macintosh', 'iOS') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'Mac\/iOS felhaszn\u00e1l\u00f3k',\nSUM(CASE WHEN USG.AGENT_OS IN ('n.a.', 'BlackBerry') THEN FCT.BYTES ELSE 0 END) \/ 1000 AS 'Egy\u00e9b'\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.' \/* csak felhaszn\u00e1l\u00f3k *\/\n  AND HST.STATUS_GROUP IN ('Sikeres') \/* j\u00f3 oldalak *\/\n  AND datetime(FCT.EVENT_DT, 'unixepoch') &gt; date('now', '-3 month')\nGROUP BY strftime('%W h\u00e9t', datetime(FCT.EVENT_DT, 'unixepoch'))\nORDER BY FCT.EVENT_DT<\/code><\/pre>\n<h4>Intenz\u00edv forgalomfogyaszt\u00e1s<\/h4>\n<p>\nA t\u00e1bl\u00e1zatb\u00f3l l\u00e1that\u00f3 a legakt\u00edvabb felhaszn\u00e1l\u00f3i csoportok \u00e9s aktivit\u00e1suk napja.<br \/>\nA legakt\u00edvat a Linux klaszterhez sorolj\u00e1k.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban\" src=\"\/wp-content\/uploads\/2019\/08\/4ff0758ef934adddd5b2c99eab3b9141.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">SQL jelent\u00e9s lek\u00e9rdez\u00e9s<\/b><\/p>\n<pre><code class=\"sql\">SELECT\n1 AS 'T\u00e1bl\u00e1zat: Neh\u00e9z haszn\u00e1lat\u00fa felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k',\nstrftime('%d.%m.%Y', datetime(FCT.EVENT_DT, 'unixepoch')) AS 'Nap',\nROUND(1.0 * SUM(FCT.BYTES) \/ 1000000, 1) AS 'Forgalom MB',\nROUND(1.0 * SUM(FCT.IP_CNT) \/ SUM(1), 1) AS 'IP-k',\nROUND(1.0 * SUM(FCT.REQUEST_CNT) \/ SUM(1), 1) AS 'K\u00e9r\u00e9sek',\nUSA.DIM_USER_AGENT_ID AS 'ID',\nMAX(USA.USER_AGENT_NK) AS 'Felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k',\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>A nap \u00e9s az \u00fcgyn\u00f6k ID attrib\u00fatumok haszn\u00e1lat\u00e1val gyorsan nyomon k\u00f6vethet\u0151 a statisztika egyes felhaszn\u00e1l\u00f3i csoportok napjain. Sz\u00fcks\u00e9g eset\u00e9n gyorsan tal\u00e1lhat\u00f3 r\u00e9szletes inform\u00e1ci\u00f3 a st\u00e1dium t\u00e1bl\u00e1zatban.<\/p>\n<h4>Hogyan szerezhet\u00fcnk inform\u00e1ci\u00f3t?<\/h4>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/462337\/\">Az access.log f\u00e1jl inform\u00e1ci\u00f3i<\/a><\/noindex> m\u00e9g hat\u00e9konyabb\u00e1 v\u00e1lhatnak, ha integr\u00e1lj\u00e1k a tov\u00e1bbi adatforr\u00e1sokat, \u00faj aggreg\u00e1ci\u00f3s \u00e9s csoportos\u00edt\u00e1si szinteket vezetnek be.<\/p>\n<h4>Alapadatok \u00e9s entit\u00e1sok<\/h4>\n<p>\nAz alapadatok k\u00f6z\u00e9 tartozik az entit\u00e1sok inform\u00e1ci\u00f3ja: weboldalak, k\u00e9pek, vide\u00f3k \u00e9s audio tartalom, bolt eset\u00e9n \u2014 term\u00e9kek. <\/p>\n<p>Maguk az entit\u00e1sok m\u00e9r\u00e9sek\u00e9nt funkcion\u00e1lnak, a tulajdons\u00e1gok v\u00e1ltoz\u00e1s\u00e1nak meg\u0151rz\u00e9s\u00e9t pedig historiz\u00e1l\u00e1snak h\u00edvj\u00e1k. Az adatb\u00e1zisban ezt a folyamatot \u00e1ltal\u00e1ban lassan v\u00e1ltoz\u00f3 m\u00e9r\u00e9sek (SCD) form\u00e1j\u00e1ban val\u00f3s\u00edtj\u00e1k meg.<\/p>\n<p>Az alapadatok forr\u00e1sai nagyon k\u00fcl\u00f6nb\u00f6z\u0151 rendszerek lehetnek, ez\u00e9rt szinte mindig integr\u00e1lni kell \u0151ket.<\/p>\n<h4>Lassan v\u00e1ltoz\u00f3 m\u00e9r\u00e9s<\/h4>\n<p>\nA DIM_REQUEST m\u00e9r\u00e9s t\u00e1j\u00e9koztat\u00e1st fog tartalmazni a weboldalon t\u00f6rt\u00e9nt k\u00e9r\u00e9sekr\u0151l t\u00f6rt\u00e9neti form\u00e1ban.<\/p>\n<p><b class=\"spoiler_title\">SCD2 t\u00e1bl\u00e1zat<\/b><\/p>\n<pre><code class=\"sql\">CREATE TABLE DIM_REQUEST ( \/* scd t\u00e1bl\u00e1zat a felhaszn\u00e1l\u00f3i k\u00e9r\u00e9sekhez *\/ DIM_REQUEST_ID INTEGER NOT NULL PRIMARY KEY AUTOINCREMENT, DIM_REQUEST_ID_HIST INTEGER NOT NULL DEFAULT -1, REQUEST_NK TEXT NOT NULL DEFAULT 'n.a.', \/* k\u00e9r\u00e9s param\u00e9terek n\u00e9lk\u00fcl *\/ PAGE_TITLE TEXT NOT NULL DEFAULT 'n.a.', PAGE_DESCR TEXT NOT NULL DEFAULT 'n.a.', PAGE_KEYWORDS TEXT NOT NULL DEFAULT 'n.a.', DELETE_FLAG INTEGER NOT NULL DEFAULT 0, UPDATE_DT INTEGER NOT NULL DEFAULT 0, UNIQUE (REQUEST_NK, DIM_REQUEST_ID_HIST) ); INSERT INTO DIM_REQUEST (DIM_REQUEST_ID) VALUES (-1);<\/code><\/pre>\n<p>Tov\u00e1bb\u00e1 k\u00e9sz\u00edt\u00fcnk egy n\u00e9zetet, amely mindig a legfrissebb \u00e1llapotban mutatja az \u00f6sszes bejegyz\u00e9st. Ezt a m\u00e9r\u00e9s bet\u00f6lt\u00e9s\u00e9hez sz\u00fcks\u00e9ges.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban\" src=\"\/wp-content\/uploads\/2019\/08\/cea3301b30338dfd5099db60342e8d84.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">Aktu\u00e1lis SCD2 n\u00e9zet<\/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>\u00c9s a n\u00e9zet, ahol minden bejegyz\u00e9shez t\u00f6rt\u00e9neti inform\u00e1ci\u00f3t gy\u0171jt\u00f6tt\u00fcnk \u00f6ssze. Ezt a t\u00e9nyekkel val\u00f3 t\u00f6rt\u00e9neti kapcsolat megteremt\u00e9s\u00e9hez sz\u00fcks\u00e9ges.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00f6bb statisztika a saj\u00e1t kis t\u00e1rol\u00f3mban\" src=\"\/wp-content\/uploads\/2019\/08\/05afeae70b441a7aa4a17ae70646285e.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b class=\"spoiler_title\">T\u00f6rt\u00e9neti SCD2 n\u00e9zet<\/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>Adataggreg\u00e1l\u00e1s<\/h4>\n<p>\nAz aggreg\u00e1l\u00e1s lehet\u0151v\u00e9 teszi az adatok magasabb szinten val\u00f3 \u00e9rt\u00e9kel\u00e9s\u00e9t, \u00e9s anom\u00e1li\u00e1k, valamint trendek felfedez\u00e9s\u00e9t, amelyek nem l\u00e1that\u00f3k a r\u00e9szletes jelent\u00e9sekben.<\/p>\n<p>P\u00e9ld\u00e1ul a DIM_HTTP_STATUS st\u00e1tuszk\u00f3dokkal rendelkez\u0151 m\u00e9r\u00e9seket b\u0151v\u00edtj\u00fck egy csoporttal:<\/p>\n<blockquote><p>STATUS \/ GROUP<br \/>\n0xx \/ n.a.<br \/>\n1xx \/ Inform\u00e1ci\u00f3s<br \/>\n2xx \/ Sikeres<br \/>\n3xx \/ \u00c1tir\u00e1ny\u00edt\u00e1s<br \/>\n4xx \/ Felhaszn\u00e1l\u00f3i hiba<br \/>\n5xx \/ Szerver hiba<\/p><\/blockquote>\n<p> A DIM_USER_AGENT felhaszn\u00e1l\u00f3i \u00fcgyn\u00f6k m\u00e9r\u00e9s tartalmazni fogja az AGENT_OS \u00e9s AGENT_BOT attrib\u00fatumokat, amelyek a csoportok\u00e9rt felelnek. Ezeket az ETL folyamat sor\u00e1n lehet kit\u00f6lteni:<\/p>\n<p><b class=\"spoiler_title\">DIM_USER_AGENT bet\u00f6lt\u00e9s<\/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>Adatok integr\u00e1l\u00e1sa<\/h4>\n<p>\nMag\u00e1ban foglalja az adatok \u00e1tad\u00e1s\u00e1nak megszervez\u00e9s\u00e9t az oper\u00e1ci\u00f3s rendszerb\u0151l a jelent\u00e9sbe. Ehhez l\u00e9tre kell hozni egy st\u00e9gt\u00e1bl\u00e1zatot, amely hasonl\u00f3 strukt\u00far\u00e1val rendelkezik, mint a forr\u00e1s.<\/p>\n<p>A st\u00e9gt\u00e1bla inform\u00e1ci\u00f3i a weboldalakr\u00f3l a CMS biztons\u00e1gi m\u00e1solat\u00e1b\u00f3l ker\u00fclnek bet\u00f6lt\u00e9sre besz\u00far\u00e1si k\u00e9r\u00e9sek form\u00e1j\u00e1ban.<\/p>\n<p>A t\u00f6rt\u00e9neti DIM_REQUEST t\u00e1bl\u00e1zat alapadatainak bet\u00f6lt\u00e9se h\u00e1rom l\u00e9p\u00e9sben t\u00f6rt\u00e9nik: \u00faj kulcsok \u00e9s attrib\u00fatumok bet\u00f6lt\u00e9se, a megl\u00e9v\u0151k friss\u00edt\u00e9se, valamint a t\u00f6r\u00f6lt bejegyz\u00e9sek r\u00f6gz\u00edt\u00e9se.<\/p>\n<p><b class=\"spoiler_title\">\u00daj bejegyz\u00e9sek bet\u00f6lt\u00e9se 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\">Attrib\u00fatumok friss\u00edt\u00e9se 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\">T\u00f6r\u00f6lt bejegyz\u00e9sek 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>Minden adatforr\u00e1shoz form\u00e1lis le\u00edr\u00e1st kell mell\u00e9kelni, p\u00e9ld\u00e1ul a readme.txt f\u00e1jlban:<\/p>\n<blockquote><p>A data fogad\u00f3 form\u00e1lisan\/technikai \u00e9rtelemben: n\u00e9v, e-mail c\u00edm<br \/>\nAz adatszolg\u00e1ltat\u00f3 form\u00e1lisan\/technikai \u00e9rtelemben: n\u00e9v, e-mail c\u00edm<br \/>\nAdatforr\u00e1s: f\u00e1jl el\u00e9r\u00e9si \u00fatja, szolg\u00e1ltat\u00e1sok nevei<br \/>\nInform\u00e1ci\u00f3k az adatokhoz val\u00f3 hozz\u00e1f\u00e9r\u00e9sr\u0151l: felhaszn\u00e1l\u00f3k \u00e9s jelszavak<\/p><\/blockquote>\n<p>\nAz adatok mozg\u00e1s\u00e1nak s\u00e9m\u00e1ja seg\u00edt a k\u00eds\u00e9ret \u00e9s friss\u00edt\u00e9s sor\u00e1n, p\u00e9ld\u00e1ul sz\u00f6veges form\u00e1ban:<\/p>\n<blockquote><p>F\u00e1jl \u00e1thelyez\u00e9se. Forr\u00e1s: ftp.domain.net: \/logs\/access.log C\u00e9l: \/var\/www\/access.log<br \/>\nOlvas\u00e1s a st\u00e9gt\u00e1bl\u00e1ba. C\u00e9l: STG_ACCESS_LOG<br \/>\nBet\u00f6lt\u00e9s \u00e9s \u00e1talak\u00edt\u00e1s. C\u00e9l: FCT_ACCESS_REQUEST_REF_HH<br \/>\nBet\u00f6lt\u00e9s \u00e9s \u00e1talak\u00edt\u00e1s. C\u00e9l: FCT_ACCESS_USER_AGENT_DD<br \/>\nJelent\u00e9s. C\u00e9l: \/var\/www\/report.html<\/p><\/blockquote>\n<h4>K\u00f6vetkeztet\u00e9s<\/h4>\n<p>\n\u00cdgy a cikk olyan mechanizmusokat \u00edr le, mint az alapadatok integr\u00e1ci\u00f3ja \u00e9s \u00faj aggreg\u00e1ci\u00f3s szintek bevezet\u00e9se. Ezek sz\u00fcks\u00e9gesek a data warehouse-ok fel\u00e9p\u00edt\u00e9se sor\u00e1n, hogy tov\u00e1bbi ismereteket szerezz\u00fcnk \u00e9s jav\u00edtsuk az inform\u00e1ci\u00f3 min\u0151s\u00e9g\u00e9t.<br \/>\n<br \/>Forr\u00e1s: <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 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