{"id":6191,"date":"2025-07-18T09:35:00","date_gmt":"2025-07-18T09:35:00","guid":{"rendered":"https:\/\/bentego.com\/?p=6191"},"modified":"2025-10-20T16:09:13","modified_gmt":"2025-10-20T16:09:13","slug":"big-data-dunyasinda-timestampin-gizli-gucu","status":"publish","type":"post","link":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/","title":{"rendered":"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc"},"content":{"rendered":"\n\n\n

Zaman, b\u00fcy\u00fck veri sistemlerinin en sessiz ama en g\u00fc\u00e7l\u00fc mimar\u0131d\u0131r. Kafka\u2019dan Spark\u2019a, Flink\u2019ten Delta Lake\u2019e kadar hemen her platformun arkas\u0131nda zaman damgas\u0131 (timestamp) adl\u0131 g\u00f6r\u00fcnmez bir kahraman vard\u0131r.<\/p>\n\n\n\n

Bu yaz\u0131da zaman damgas\u0131n\u0131n ne oldu\u011funu, hangi t\u00fcrlerinin kullan\u0131ld\u0131\u011f\u0131n\u0131 ve onu do\u011fru kullanmak i\u00e7in nelere dikkat edilmesi gerekti\u011fini ele alaca\u011f\u0131z.<\/p>\n\n\n\n

Zaman Damgas\u0131 Nedir?<\/strong><\/h3>\n\n\n\n

Zaman damgas\u0131, verinin olu\u015ftu\u011fu<\/strong>, al\u0131nd\u0131\u011f\u0131<\/strong> ya da sistemde i\u015flendi\u011fi<\/strong> zaman\u0131 temsil eden bir bilgi s\u00fctunudur. B\u00fcy\u00fck veri sistemlerinde \u00fc\u00e7 ana t\u00fcrde zaman damgas\u0131 kullan\u0131l\u0131r:<\/p>\n\n\n\n

Olay Zaman\u0131 (Event Time)<\/strong><\/h4>\n\n\n\n
    \n
  • Verinin\u00a0ger\u00e7ek d\u00fcnyada olu\u015ftu\u011fu<\/strong>\u00a0an\u0131 ifade eder.<\/li>\n\n\n\n
  • Do\u011frulu\u011fu en y\u00fcksek t\u00fcrd\u00fcr.<\/li>\n\n\n\n
  • \u00d6rnek: Kullan\u0131c\u0131n\u0131n t\u0131klad\u0131\u011f\u0131 an, bir sens\u00f6r\u00fcn \u00f6l\u00e7\u00fcm yapt\u0131\u011f\u0131 saniye.<\/li>\n<\/ul>\n\n\n\n

    Yutma Zaman\u0131 (Ingestion Time)<\/strong><\/h4>\n\n\n\n
      \n
    • Verinin sistem taraf\u0131ndan\u00a0ilk al\u0131nd\u0131\u011f\u0131<\/strong>\u00a0and\u0131r.<\/li>\n\n\n\n
    • Uygulamas\u0131 kolayd\u0131r ama olay zaman\u0131ndan sapma olabilir.<\/li>\n<\/ul>\n\n\n\n

      \u0130\u015fleme Zaman\u0131 (Processing Time)<\/strong><\/h4>\n\n\n\n
        \n
      • Verinin\u00a0i\u015flendi\u011fi anda<\/strong>\u00a0sistem taraf\u0131ndan atan\u0131r.<\/li>\n\n\n\n
      • H\u0131zl\u0131 \u00e7al\u0131\u015f\u0131r ama ge\u00e7 gelen verileri d\u0131\u015far\u0131da b\u0131rakabilir.<\/li>\n<\/ul>\n\n\n\n

        Neden Zaman Damgas\u0131 Kritik?<\/strong><\/h3>\n\n\n\n

        Zaman damgas\u0131, sadece kay\u0131t zaman\u0131n\u0131 tutmaz; ayn\u0131 zamanda:<\/p>\n\n\n\n

          \n
        • S\u0131ralama ve pencereleme (windowing)<\/strong>\u00a0yap\u0131lmas\u0131n\u0131 sa\u011flar.<\/li>\n\n\n\n
        • Zaman serisi analizlerini<\/strong>\u00a0m\u00fcmk\u00fcn k\u0131lar.<\/li>\n\n\n\n
        • Veri kalitesi izleme<\/strong>,\u00a0gecikme \u00f6l\u00e7\u00fcm\u00fc<\/strong>,\u00a0SLA takibi<\/strong>\u00a0ve\u00a0loglama\u00a0<\/strong>s\u00fcre\u00e7lerinin merkezindedir.<\/li>\n\n\n\n
        • Ge\u00e7 gelen verilerin y\u00f6netimi i\u00e7in kritik rol oynar.<\/li>\n<\/ul>\n\n\n\n

          Zaman Damgas\u0131yla M\u00fchendislik<\/strong><\/h3>\n\n\n\n

          \u0130\u015fte b\u00fcy\u00fck veri platformlar\u0131nda zaman damgas\u0131n\u0131 do\u011fru y\u00f6netmek i\u00e7in baz\u0131 \u00f6neriler:<\/p>\n\n\n\n

          1. Olay Zaman\u0131n\u0131 Ayr\u0131 S\u00fctun Olarak Saklay\u0131n<\/strong><\/h4>\n\n\n\n

          CDC s\u00fcre\u00e7lerinde sistem zaman\u0131n\u0131 de\u011fil, olay\u0131n ger\u00e7ekten ger\u00e7ekle\u015fti\u011fi zaman\u0131 saklamak b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r. \u00d6rne\u011fin bir sens\u00f6rden gelen verinin sisteme ge\u00e7 d\u00fc\u015fmesi, o verinin analizde yanl\u0131\u015f zamanda i\u015flendi\u011fi anlam\u0131na gelebilir. Bu nedenle olay zaman\u0131 (event time), sistem zaman\u0131 (processing time) ile kar\u0131\u015ft\u0131r\u0131lmamal\u0131, ayr\u0131 bir s\u00fctun olarak tutulmal\u0131d\u0131r. Bu sayede analizlerde do\u011fru zaman ba\u011flam\u0131 kurulabilir ve ger\u00e7e\u011fe en yak\u0131n sonu\u00e7lar elde edilir.<\/p>\n\n\n\n

          2. UTC Kullan\u0131n<\/strong><\/h4>\n\n\n\n

          Zaman dilimi farkl\u0131l\u0131klar\u0131, \u00f6zellikle global sistemlerde veri tutarl\u0131l\u0131\u011f\u0131n\u0131 ciddi \u015fekilde bozabilir. T\u00fcrkiye\u2019deki bir sistemle Almanya\u2019daki bir sistemin ayn\u0131 olay\u0131 farkl\u0131 zaman dilimlerinde saklamas\u0131, sorgularda \u00e7at\u0131\u015fmalara neden olabilir. Bu sebeple t\u00fcm zaman verilerinin UTC (Coordinated Universal Time) format\u0131nda saklanmas\u0131 en do\u011fru yakla\u015f\u0131md\u0131r. UTC kullan\u0131m\u0131, zaman d\u00f6n\u00fc\u015f\u00fcmlerini merkezi hale getirir ve hatalar\u0131n \u00f6n\u00fcne ge\u00e7er.<\/p>\n\n\n\n

          3. Zaman Gran\u00fclerli\u011fini Ba\u015ftan Tan\u0131mlay\u0131n<\/strong><\/h4>\n\n\n\n

          Sisteminizi tasarlarken zaman bilgisinin hangi \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte tutulaca\u011f\u0131na en ba\u015fta karar vermek gerekir. Baz\u0131 senaryolarda saniyelik zaman bilgisi yeterliyken, y\u00fcksek hacimli ve hassas sistemlerde milisaniye d\u00fczeyinde zaman damgas\u0131 gerekebilir. Zaman gran\u00fclerli\u011fi, hem verinin do\u011frulu\u011funu hem de performans\u0131 etkiler. Bu karar, sistemin mimarisi ve kullan\u0131m amac\u0131 g\u00f6z \u00f6n\u00fcnde bulundurularak verilmelidir.<\/p>\n\n\n\n

          4. Watermark Kullan\u0131n<\/strong><\/h4>\n\n\n\n

          Ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131nda, \u00f6zellikle Apache Flink gibi stream processing motorlar\u0131nda, ge\u00e7 gelen verileri i\u015fleyebilmek i\u00e7in watermark<\/em> mekanizmas\u0131 kullan\u0131l\u0131r. Watermark\u2019lar, verinin sistem taraf\u0131ndan hangi zamana kadar \u201ctamamlanm\u0131\u015f\u201d kabul edilece\u011fini belirler. Bu sayede ge\u00e7 gelen ama hala kabul edilebilir olan veriler i\u015flenebilir, \u00e7ok ge\u00e7 gelenler ise d\u0131\u015flanabilir. Watermark kullan\u0131m\u0131, zaman tabanl\u0131 pencerelerin do\u011fru \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flar ve gecikmeli veri kaynakl\u0131 hatalar\u0131n \u00f6n\u00fcne ge\u00e7er.<\/p>\n\n\n\n

          CDC Senaryolar\u0131nda Zaman Damgas\u0131<\/strong><\/h3>\n\n\n\n

          Change Data Capture (CDC), veri tabanlar\u0131ndaki de\u011fi\u015fiklikleri ger\u00e7ek zamanl\u0131 veya zamanl\u0131 bir \u015fekilde izleyip i\u015flemenin temel bir y\u00f6ntemidir. Bu y\u00f6ntem sayesinde veri g\u00fcncellemeleri, eklemeler ve silmeler merkezi sistemlere aktar\u0131labilir. Bu s\u00fcre\u00e7te zaman damgas\u0131, de\u011fi\u015fikliklerin ne zaman ger\u00e7ekle\u015fti\u011fini belirlemek i\u00e7in vazge\u00e7ilmez bir parametredir. Zaman damgas\u0131 sayesinde verinin zaman i\u00e7indeki evrimi izlenebilir, hangi verinin ne zaman de\u011fi\u015fti\u011fi net bir \u015fekilde ortaya konur.<\/p>\n\n\n\n

          CDC senaryolar\u0131nda, verilerin do\u011fru s\u0131rayla i\u015flenmesi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r. \u00d6rne\u011fin, bir sipari\u015fin \u00f6nce olu\u015fturulup sonra iptal edildi\u011fi bir senaryoda, bu i\u015flemlerin ters s\u0131rayla al\u0131nmas\u0131 yanl\u0131\u015f analiz sonu\u00e7lar\u0131na yol a\u00e7abilir. Zaman damgas\u0131 kullan\u0131m\u0131, olaylar\u0131n kronolojik olarak s\u0131ralanmas\u0131n\u0131 ve sistemler aras\u0131 senkronizasyonun sa\u011fl\u0131kl\u0131 bir \u015fekilde yap\u0131lmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lar. \u00d6zellikle da\u011f\u0131t\u0131k sistemlerde, zaman damgas\u0131 sayesinde olaylar aras\u0131ndaki ba\u011f korunur ve veri tutarl\u0131l\u0131\u011f\u0131 garanti alt\u0131na al\u0131n\u0131r.<\/p>\n\n\n\n

          Hatal\u0131 Zaman Damgas\u0131 Kullan\u0131m\u0131n\u0131n Sonu\u00e7lar\u0131<\/strong><\/h3>\n\n\n\n
            \n
          • Yanl\u0131\u015f analiz sonu\u00e7lar\u0131<\/li>\n\n\n\n
          • Eksik raporlar<\/li>\n\n\n\n
          • SLA ihlalleri<\/li>\n\n\n\n
          • Kaybolan ya da yinelenen veriler<\/li>\n\n\n\n
          • Kritik i\u015f kararlar\u0131n\u0131n gecikmesi<\/li>\n<\/ul>\n\n\n\n
            \n\n\n\n

            Sonu\u00e7<\/strong><\/h3>\n\n\n\n

            Zaman damgas\u0131, b\u00fcy\u00fck veri sistemlerinde sessiz bir mimard\u0131r. Do\u011fru y\u00f6netildi\u011finde ak\u0131\u015flar senkron, analizler tutarl\u0131, kararlar zaman\u0131nda olur.<\/p>\n\n\n\n

            Zaman\u0131 do\u011fru okumak, veriyi do\u011fru anlamakla e\u015fde\u011ferdir.<\/p>\n","protected":false},"excerpt":{"rendered":"

            Zaman, b\u00fcy\u00fck veri sistemlerinin en sessiz ama en g\u00fc\u00e7l\u00fc mimar\u0131d\u0131r. Kafka\u2019dan Spark\u2019a, Flink\u2019ten Delta Lake\u2019e kadar hemen her platformun arkas\u0131nda zaman damgas\u0131 […]<\/p>\n","protected":false},"author":2,"featured_media":1012,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[36,182,183,181,180],"class_list":["post-6191","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-big-data","tag-big-data-analytics","tag-data-lake","tag-date-and-time-stamp","tag-timestamp"],"yoast_head":"\nBig Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc - Bentego<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc - Bentego\" \/>\n<meta property=\"og:description\" content=\"Zaman, b\u00fcy\u00fck veri sistemlerinin en sessiz ama en g\u00fc\u00e7l\u00fc mimar\u0131d\u0131r. Kafka\u2019dan Spark\u2019a, Flink\u2019ten Delta Lake\u2019e kadar hemen her platformun arkas\u0131nda zaman damgas\u0131 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/\" \/>\n<meta property=\"og:site_name\" content=\"Bentego\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-18T09:35:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-20T16:09:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/bentego.com\/wp-content\/uploads\/2025\/06\/Frame-84__.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2400\" \/>\n\t<meta property=\"og:image:height\" content=\"1600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Bentego\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Bentego\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/\"},\"author\":{\"name\":\"Bentego\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#\\\/schema\\\/person\\\/0348418b7b0cbca83fdd7a899d54821e\"},\"headline\":\"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc\",\"datePublished\":\"2025-07-18T09:35:00+00:00\",\"dateModified\":\"2025-10-20T16:09:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/\"},\"wordCount\":872,\"publisher\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/bentego.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/Frame-84__.png\",\"keywords\":[\"big data\",\"Big Data Analytics\",\"Data Lake\",\"Date And Time Stamp\",\"Timestamp\"],\"articleSection\":[\"Blog\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/\",\"url\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/\",\"name\":\"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc - Bentego\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/bentego.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/Frame-84__.png\",\"datePublished\":\"2025-07-18T09:35:00+00:00\",\"dateModified\":\"2025-10-20T16:09:13+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#primaryimage\",\"url\":\"https:\\\/\\\/bentego.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/Frame-84__.png\",\"contentUrl\":\"https:\\\/\\\/bentego.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/Frame-84__.png\",\"width\":2400,\"height\":1600},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/big-data-dunyasinda-timestampin-gizli-gucu\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/bentego.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/bentego.com\\\/en\\\/\",\"name\":\"Bentego\",\"description\":\"Turning data into enterprise value\",\"publisher\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/bentego.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#organization\",\"name\":\"Bentego\",\"url\":\"https:\\\/\\\/bentego.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/bentego.com\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/logo-bentego.svg\",\"contentUrl\":\"https:\\\/\\\/bentego.com\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/logo-bentego.svg\",\"width\":433,\"height\":109,\"caption\":\"Bentego\"},\"image\":{\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/bentego.com\\\/en\\\/#\\\/schema\\\/person\\\/0348418b7b0cbca83fdd7a899d54821e\",\"name\":\"Bentego\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc - Bentego","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/","og_locale":"en_US","og_type":"article","og_title":"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc - Bentego","og_description":"Zaman, b\u00fcy\u00fck veri sistemlerinin en sessiz ama en g\u00fc\u00e7l\u00fc mimar\u0131d\u0131r. Kafka\u2019dan Spark\u2019a, Flink\u2019ten Delta Lake\u2019e kadar hemen her platformun arkas\u0131nda zaman damgas\u0131 […]","og_url":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/","og_site_name":"Bentego","article_published_time":"2025-07-18T09:35:00+00:00","article_modified_time":"2025-10-20T16:09:13+00:00","og_image":[{"width":2400,"height":1600,"url":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/06\/Frame-84__.png","type":"image\/png"}],"author":"Bentego","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Bentego","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#article","isPartOf":{"@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/"},"author":{"name":"Bentego","@id":"https:\/\/bentego.com\/en\/#\/schema\/person\/0348418b7b0cbca83fdd7a899d54821e"},"headline":"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc","datePublished":"2025-07-18T09:35:00+00:00","dateModified":"2025-10-20T16:09:13+00:00","mainEntityOfPage":{"@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/"},"wordCount":872,"publisher":{"@id":"https:\/\/bentego.com\/en\/#organization"},"image":{"@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#primaryimage"},"thumbnailUrl":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/06\/Frame-84__.png","keywords":["big data","Big Data Analytics","Data Lake","Date And Time Stamp","Timestamp"],"articleSection":["Blog"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/","url":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/","name":"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc - Bentego","isPartOf":{"@id":"https:\/\/bentego.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#primaryimage"},"image":{"@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#primaryimage"},"thumbnailUrl":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/06\/Frame-84__.png","datePublished":"2025-07-18T09:35:00+00:00","dateModified":"2025-10-20T16:09:13+00:00","breadcrumb":{"@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#primaryimage","url":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/06\/Frame-84__.png","contentUrl":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/06\/Frame-84__.png","width":2400,"height":1600},{"@type":"BreadcrumbList","@id":"https:\/\/bentego.com\/en\/big-data-dunyasinda-timestampin-gizli-gucu\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/bentego.com\/en\/"},{"@type":"ListItem","position":2,"name":"Big Data D\u00fcnyas\u0131nda Timestamp\u2019in Gizli G\u00fcc\u00fc"}]},{"@type":"WebSite","@id":"https:\/\/bentego.com\/en\/#website","url":"https:\/\/bentego.com\/en\/","name":"Bentego","description":"Turning data into enterprise value","publisher":{"@id":"https:\/\/bentego.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/bentego.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/bentego.com\/en\/#organization","name":"Bentego","url":"https:\/\/bentego.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/bentego.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/05\/logo-bentego.svg","contentUrl":"https:\/\/bentego.com\/wp-content\/uploads\/2025\/05\/logo-bentego.svg","width":433,"height":109,"caption":"Bentego"},"image":{"@id":"https:\/\/bentego.com\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/bentego.com\/en\/#\/schema\/person\/0348418b7b0cbca83fdd7a899d54821e","name":"Bentego"}]}},"_links":{"self":[{"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/posts\/6191","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/comments?post=6191"}],"version-history":[{"count":2,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/posts\/6191\/revisions"}],"predecessor-version":[{"id":6193,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/posts\/6191\/revisions\/6193"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/media\/1012"}],"wp:attachment":[{"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/media?parent=6191"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/categories?post=6191"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bentego.com\/en\/wp-json\/wp\/v2\/tags?post=6191"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}