{"id":92955,"date":"2017-08-15T12:00:00","date_gmt":"2017-08-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management\/"},"modified":"2025-07-29T10:21:01","modified_gmt":"2025-07-29T08:21:01","slug":"big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management\/","title":{"rendered":"Big Data in Logistics"},"content":{"rendered":"<p><!-- GITO PUB shortened content start --><\/p>\n<div class=\"gito-pub-frontend-post-protected\"><\/div>\n<p><!-- GITO PUB shortened content end --><\/p>\n<div style=\"display:block;text-align:center !important;margin:30px 0;\">\n<div style=\"display:inline-block;border:1px solid #555;padding:10px;max-width:600px;text-align:left;\">\n<h2 class=\"gito-pub-download-section\"><center>Access limited<\/center><\/h2>\n<p>You are currently <strong>not logged in \/ not yet registered<\/strong>.<\/p>\n<p>In order to download the desired file(s), you must be logged in and have an appropriate inclusive subscription. Alternatively, you can also obtain access by paying a one-off fee.<\/p>\n<div style=\"text-align:center;\">\n<table style=\"width:90% !important;margin-left:5% !important;\">\n<thead>\n<tr>\n<th>Subscription<\/th>\n<th style=\"text-align:center !important;\">included<\/th>\n<th style=\"text-align:right;\">Purchase<\/th>\n<tr><\/thead>\n<tbody>\n<tr>\n<td>without<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">29,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Digital<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">27,55 \u20ac<\/td>\n<tr>\n<tr>\n<td>Expert<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">26,10 \u20ac<\/td>\n<tr>\n<tr>\n<td>Professional<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr><\/tbody>\n<\/table>\n<p><button style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-login-register-link gito-pub-reporting-abo-button\" data-targetabo=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/92955\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=92955&#038;quantity=1\" style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-reporting-abo-button\" data-type=\"abo-button-onetime\">Download for one time 29,00 \u20ac<\/a><\/p>\n<p><small>All prices include 7% VAT<\/small><\/p>\n<p><small>After purchasing access rights, you will automatically be redirected back to this page.<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<br>Solutions: <span class=\"gito-pub-tag-element\"><a href=\"\/en\/functions\/logistik-en\/\">Logistics<\/a><\/span> <div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/big-data-en\/\">Big Data<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/big-data\/\">Big Data<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistics-lifecycle\/\">logistics lifecycle<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistics-monitoring\/\">logistics monitoring<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistics-planning\/\">logistics planning<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Big%20Data%20in%20Logistics - https:\/\/industry-science.com\/en\/articles\/big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip facebook\" title=\"Share on Facebook\" aria-label=\"Share on Facebook\" rel=\"noopener nofollow\"><i class=\"icon-facebook\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/x.com\/share?url=https:\/\/industry-science.com\/en\/articles\/big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management\/\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip x\" title=\"Share on X\" aria-label=\"Share on X\" rel=\"noopener nofollow\"><i class=\"icon-x\" aria-hidden=\"true\"><\/i><\/a><a href=\"mailto:?subject=Big%20Data%20in%20Logistics&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Farticles%2Fbig-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management%2F\" class=\"icon button circle is-outline tooltip email\" title=\"Email to a Friend\" aria-label=\"Email to a Friend\" rel=\"nofollow\"><i class=\"icon-envelop\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/industry-science.com\/en\/articles\/big-data-in-logistics-a-holistic-approach-for-data-driven-logistics-planning-monitoring-and-management\/&title=Big%20Data%20in%20Logistics\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n","protected":false},"excerpt":{"rendered":"<p>Over the last years, the importance of logistics has changed significantly. While logistics used to be a core function of most companies, logistics services nowadays are often outsourced to service providers. This leads to new organizational structures and enables innovative business models. Caused by the digitalization of logistics, efforts for integration and coordination rise and can only made controllable by intelligent use of IT. This contribution examines the field of tension of logistics and IT. It shows which challenges to face and how to overcome these by using Big Data technologies.<\/p>\n","protected":false},"featured_media":96728,"menu_order":0,"template":"","categories":[],"tags":[80175,74715,76053,76054,71712],"product_cat":[3300],"topic":[],"technology":[67599],"knowhow":[],"industry":[],"writer":[82729,82728,82727,82609],"content-type":[],"potential":[],"solution":[67610],"glossary":[],"class_list":{"0":"post-92955","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"tag-big-data-en","7":"tag-big-data","8":"tag-logistics-lifecycle","9":"tag-logistics-monitoring","10":"tag-logistics-planning","11":"product_cat-article","12":"technology-analytics-en","13":"writer-bogdan-franczyk-en","14":"writer-martin-roth-en","15":"writer-norman-spangenberg-en","16":"writer-stefan-mutke-en","17":"solution-logistik-en","18":"product","19":"first","20":"instock","21":"downloadable","22":"virtual","23":"sold-individually","24":"taxable","25":"purchasable","26":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/spangenberg_Big-Data-in-der-Logistik_IM-2017-4-1400x788-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Christoph Brocks","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Over the last years, the importance of logistics has changed significantly. While logistics used to be a core function of most companies, logistics services nowadays are often outsourced to service providers. This leads to new organizational structures and enables innovative business models. Caused by the digitalization of logistics, efforts for integration and coordination rise and&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/92955","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/96728"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=92955"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=92955"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=92955"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=92955"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=92955"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=92955"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=92955"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=92955"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=92955"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=92955"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=92955"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=92955"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=92955"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}