{"id":351322,"date":"2021-04-15T15:32:36","date_gmt":"2021-04-15T15:32:36","guid":{"rendered":"https:\/\/careers.tuigroup.com\/?page_id=351322"},"modified":"2021-04-15T15:32:36","modified_gmt":"2021-04-15T15:32:36","slug":"big-data-tui","status":"publish","type":"page","link":"https:\/\/demo-1.carlashub.com\/index.php\/data-science\/big-data-tui\/","title":{"rendered":"Big Data at TUI"},"content":{"rendered":"\n<div class=\"wp-block-tcb-hero-image hero-image-container full-width\"><svg><clipPath id=\"desktop-2560-hero-svg\" clippathunits=\"objectBoundingBox\"><path d=\"M0.031,0 L0.969,0 C0.986,0,1,0.024,1,0.053 L1,0.887 L1,0.887 C0.92,0.955,0.659,1,0.5,1 C0.341,1,0.08,0.955,0,0.887 L0,0.053 C0,0.024,0.014,0,0.031,0\"><\/path><\/clipPath><clipPath id=\"desktop-1920-hero-svg\" clippathunits=\"objectBoundingBox\"><path d=\"M80,0l1760,0c44.183,0,80,35.817,80,80l0,921.026l0,0c-153.475,76.391,-655.659,126.974,-960,126.974c-304.341,0,-806.525,-50.583,-960,-126.975l0,-921.025c0,-44.183,35.817,-80,80,-80z\"><\/path><\/clipPath><clipPath id=\"desktop-big-hero-svg\" clippathunits=\"objectBoundingBox\"><path d=\"M0.056,0 h0.889 c0.031,0,0.056,0.042,0.056,0.095 v0.793 C0.92,0.955,0.659,1,0.5,1 c-0.159,0,-0.42,-0.045,-0.5,-0.113 V0.095 c0,-0.052,0.025,-0.095,0.056,-0.095\"><\/path><\/clipPath><clipPath id=\"desktop-hero-svg\" clippathunits=\"objectBoundingBox\"><path d=\"M0.074,0 h0.854 c0.04,0,0.072,0.042,0.072,0.093 V0.887 C0.894,0.955,0.71,1,0.5,1 c-0.21,0,-0.394,-0.045,-0.5,-0.113 V0.095 c0,-0.052,0.033,-0.095,0.074,-0.095\"><\/path><\/clipPath><clipPath id=\"mobile-hero-svg\" clippathunits=\"objectBoundingBox\"><path d=\"M0.085,0 H0.915 C0.962,0,1,0.024,1,0.055 V0.949 C0.888,0.983,0.721,1,0.5,1 S0.112,0.983,0,0.949 V0.055 C0,0.024,0.038,0,0.085,0\"><\/path><\/clipPath><\/svg><div class=\"image-1920-470 hero-img\" aria-label=\"\" style=\"background-image: url(https:\/\/careers.tuigroup.com\/wp-content\/uploads\/2021\/04\/ki_header.png)\" data-image=\"https:\/\/careers.tuigroup.com\/wp-content\/uploads\/2021\/04\/ki_header.png\"><\/div><div class=\"image-1920-470 hero-mobile-image\" aria-label=\"\" style=\"background-image: url(https:\/\/careers.tuigroup.com\/wp-content\/uploads\/2021\/04\/ki_header.png)\" data-mobileimage=\"https:\/\/careers.tuigroup.com\/wp-content\/uploads\/2021\/04\/ki_header.png\"><\/div><\/div>\n\n\n\n<div style=\"width:100%;padding:10px;background-color:#fff;border:0px solid #fff;margin-top:2%;margin-bottom:2%\" class=\"wp-block-tcb-separator\"><\/div>\n\n\n\n<h1 class=\"has-text-align-center has-large-font-size\" id=\"h-big-data-at-tui\" style=\"text-transform:uppercase\"><strong>Big Data at TUI<\/strong><\/h1>\n\n\n\n<h4 class=\"has-text-align-center\" id=\"h-29-04-2019\">29.04.2019<\/h4>\n\n\n\n<div style=\"width:100%;padding:1%;background-color:#fff;border:0px solid #fff;margin-top:0%;margin-bottom:0%\" class=\"wp-block-tcb-separator\"><\/div>\n\n\n\n<p class=\"has-text-align-center\">Big Data has also found its way into TUI \u2013 and that in many ways!&nbsp;The classic 3 Big Data V&#8217;s &#8211; Volume, Variety and Velocity &#8211; can be found here again:<\/p>\n\n\n\n<h3 class=\"has-text-align-center\" id=\"h-volume-large-amounts-of-data\"><strong>Volume &#8211; large amounts of data<\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center\">With over 90,000 hotels, 365 arrival days per season, more than 800 destinations and its own pricing challenge for every room, day and occupancy combination, it quickly becomes clear that really large amounts of data are coming together here.<br>Many optimization problems at TUI require the use of big data technologies in order to be able to analyze even large amounts of data quickly, cost-effectively and efficiently and make meaningful decisions based on them.<br>In addition to inventory data, we analyze transaction data such as click streams from website visitors and technical log messages from our aircraft fleet. Here, too, enormous amounts of data accumulate that would not be usefully processed without Big Data technology.<\/p>\n\n\n\n<h3 class=\"has-text-align-center\" id=\"h-variety-variety-of-data\"><strong><strong>Variety &#8211; variety of data<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center\">Here, too, TUI has to deal with a large variety of data and unstructured data.<br>From hotel images, natural language hotel ratings or unstructured log messages &#8211; our data world is as diverse as the TUI product portfolio.<\/p>\n\n\n\n<h3 class=\"has-text-align-center\" id=\"h-velocity-speed\"><strong><strong><strong>Velocity &#8211; Speed<\/strong><\/strong><\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center\">TUI also uses streaming technologies in the Big Data environment. This allows us to go beyond the classic batch processing of data and implement modern lambda architectures so that we always have our finger on the pulse of the times.<br>In this way we ensure that today&#8217;s holiday decisions are also based on today&#8217;s data &#8211; quite up-to-date!<\/p>\n\n\n\n<h3 class=\"has-text-align-center\" id=\"h-one-step-further-value-business-value\"><strong><strong><strong><strong>One step further: Value &#8211; business value<\/strong><\/strong><\/strong><\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center\">Another important V in addition to the classic 3 Big Data V&#8217;s for TUI is the V for &#8216;Business Value&#8217;. Big Data is not an end in itself at TUI, but every solution always has a clearly defined business goal in its sights.<\/p>\n\n\n\n<h3 class=\"has-text-align-center\" id=\"h-how-do-we-implement-it\"><strong><strong><strong><strong><strong>How do we implement it?<\/strong><\/strong><\/strong><\/strong><\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center\">To process the various tasks, we operate a Cloudera Hadoopcluster in the Amazon Cloud, among other things. By using the Cloudera Director, we can fall back on a highly developed technology from our partner Cloudera, which automates the setup of the cluster in line with the times. Using the Cloudera Manager, we can always optimally control all cluster resources and maintain an overview. Thanks to the integration into our company-wide &#8220;UC4 Automic&#8221; scheduling solution, the processes of the Hadoop cluster fit seamlessly into all other operational processes. Big Data and classic technologies work hand in hand.<\/p>\n\n\n\n<div style=\"width:100%;padding:1px;background-color:#fff;border:0px solid #fff;margin-top:1%;margin-bottom:1%\" class=\"wp-block-tcb-separator\"><\/div>\n\n\n\n<h4 class=\"has-text-align-center\" id=\"h-carsten-arndt-senior-it-developer-johanna-schnier-data-scientist\"><strong>Carsten Arndt (Senior IT Developer) &amp; Johanna Schnier (Data Scientist)<\/strong><\/h4>\n\n\n\n<div style=\"width:100%;padding:2px;background-color:#fff;border:0px solid #fff;margin-top:2%;margin-bottom:2%\" class=\"wp-block-tcb-separator\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Big Data at TUI 29.04.2019 Big Data has also found its way into TUI \u2013 and that in many ways!&nbsp;The classic 3 Big Data V&#8217;s &#8211; Volume, Variety and Velocity &#8211; can be found here again: Volume &#8211; large amounts of data With over 90,000 hotels, 365 arrival days per season, more than 800 destinations &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/demo-1.carlashub.com\/index.php\/data-science\/big-data-tui\/\" class=\"more-link\">Read More<span class=\"screen-reader-text\"> &#8220;Big Data at TUI&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":350566,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/pages\/351322"}],"collection":[{"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/comments?post=351322"}],"version-history":[{"count":0,"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/pages\/351322\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/pages\/350566"}],"wp:attachment":[{"href":"https:\/\/demo-1.carlashub.com\/index.php\/wp-json\/wp\/v2\/media?parent=351322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}