{"id":6511,"date":"2020-12-15T08:36:36","date_gmt":"2020-12-15T07:36:36","guid":{"rendered":"https:\/\/e.keyrank.de\/getting-started-with-data-driven-variant-management\/"},"modified":"2024-11-28T13:44:59","modified_gmt":"2024-11-28T12:44:59","slug":"getting-started-with-data-driven-variant-management","status":"publish","type":"post","link":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/","title":{"rendered":"Best Practice: Getting started with CPQ data analysis"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6511\" class=\"elementor elementor-6511 elementor-1973\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c21d522 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c21d522\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-eae71f1\" data-id=\"eae71f1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9037234 p-info elementor-widget elementor-widget-text-editor\" data-id=\"9037234\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>65% of the product managers questioned said that they lack the necessary data to carry out effective portfolio management.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53bc5e7b elementor-widget elementor-widget-text-editor\" data-id=\"53bc5e7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data is the gold of the 21st century \u2013 this insight is by no means new. However, as of today, only a few companies utilise the potential that can be unlocked through the analysis and use of their own data. This is also confirmed by the results of the study \u201c<a href=\"https:\/\/www.encoway.de\/en\/downloads\/study-product-management\/\">Product Management<\/a>\u201d, which encoway conducted with product managers from manufacturing companies. For example, 65% of the product managers questioned said that they lack the necessary data to carry out effective portfolio management. However, business intelligence (BI for short) and professional data analysis are ideal for gaining new insights from past data and using them to make the right decisions for the future.<\/p>\n<p>Especially in the environment of <a href=\"https:\/\/www.encoway.de\/en\/blog\/variant-management\/\">variant and complexity management,<\/a> the systematic evaluation of quotation and order data can be used to determine how to best manage the portfolio. With the help of BI, it is possible, among other things, to analyse which parts of one&#8217;s own product portfolio are selling well or less well in order to draw conclusions about the profitability of individual product variants. This allows valuable deductions to be made for future portfolio decisions.<\/p>\n<h2>Best practice of Teckentrup GmbH &amp; Co. KG<\/h2>\n<p><strong>Automated data analysis in practice<\/strong><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a0aa3b8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a0aa3b8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f1865bf\" data-id=\"f1865bf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8f515f5 elementor-widget elementor-widget-image\" data-id=\"8f515f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"217\" height=\"300\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Patrick_Lohmann_Teckentrup-217x300.png\" class=\"attachment-medium size-medium wp-image-14643\" alt=\"\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Patrick_Lohmann_Teckentrup-217x300.png 217w, https:\/\/www.encoway.de\/wp-content\/uploads\/Patrick_Lohmann_Teckentrup.png 400w\" sizes=\"(max-width: 217px) 100vw, 217px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a4ee684\" data-id=\"a4ee684\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d187233 elementor-widget elementor-widget-image\" data-id=\"d187233\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"130\" height=\"52\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Teckentrup_logo.png\" class=\"attachment-thumbnail size-thumbnail wp-image-8759\" alt=\"\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47f6703 elementor-widget elementor-widget-text-editor\" data-id=\"47f6703\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"auw-ce auw-ce__g\">\n<div class=\"row \">\n<div class=\"col-md-9 \">\n<div class=\"auw-ce auw-ce__sb0 auw-ce__g\">\n<div class=\"ce-textpic ce-left ce-intext\">\n<div class=\"ce-bodytext\">\n<p><em>Teckentrup GmbH &amp; Co. KG, one of the largest manufacturers of doors and gates in Europe, has discovered the potential of its own data. Patrick Lohmann, Head of SAP LO-VC and PDM at Teckentrup, explains here how the company successfully got started with data-driven variant management thanks to automated data analysis.<br \/><\/em><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-effd9a6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"effd9a6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-65eaf3b\" data-id=\"65eaf3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2226ce2 elementor-widget elementor-widget-text-editor\" data-id=\"2226ce2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Mr Lohmann, why did you decide to automate the analysis of your data?<\/h3>\n<p>One of the main reasons why we wanted to introduce automation was the high level of manual effort we required to analyse our order data. For example, the order data for a configurable product contains over 18 million lines over a time period of just two years. Mapping this in Excel often caused us a lot of frustration Because of the great effort required to evaluate the data, which is so valuable for us, we were only able to use it very occasionally to support portfolio decisions. This is why we wanted to find a way to analyse our order data that was as automated and integrated as possible.<\/p>\n<h3>How did you go about making this change?<\/h3>\n<p>At Teckentrup, the orders are managed in SAP ERP. This is where all the order data and the corresponding Bills of Materials are stored. However, when we started, we were not sure what data we actually needed to answer questions such as \u201cWhich parts of our product portfolio contribute to our company&#8217;s success?\u201d There was also still no complete list of all the questions that we want to answer today and in the future. We therefore decided to take a step-by-step approach in order to get to grips with the topic without having to invest too much. After all, we didn&#8217;t even know whether we could actually achieve anything with the results. However, we soon realised that the existing modules in the ERP system and Excel were unsuitable for our exploratory project.<\/p>\n<h3>Where do you believe your data has the greatest potential?<\/h3>\n<p>In the past, we have mapped standardisable products, individual components and special requests from customers in the same way in our processes. This is where we see great potential for future optimisation. Therefore, as a first use case, we have decided, based on the information gained, to define standards for frequently selected combinations of characteristics and to discontinue variants with rarely selected combinations of characteristics. We expect significant savings from this focus. But I also see some potential beyond that. We could use order and quotation data to create a more accurate forecast for future business with the help of closing probabilities, for example.<\/p>\n<h3>Have you already had any initial positive results?<\/h3>\n<p>Yes, after a very short time we have been able to gain insights from the order data that were previously beyond our reach. To achieve this, we first focused on providing the relevant data. Instead of rummaging through 18 million data lines in Excel, we pre-filtered the data based on the questions to be answered and organised it in an efficient data management system. We then presented the data relevant to specific questions in a clear, web-based form.<\/p>\n<p>Together with encoway we have created a lightweight and at the same time very flexible solution that meets our requirements more than 100%. In particular, the possibilities for flexible evaluation have exceeded our expectations. The results and data are available to us within a few seconds at the touch of a button. We are able to carry out evaluations quickly and with no manual effort and present all the data on easy-to-read dashboards. In this way, we have created a sound decision-making basis for standardising (certain parts of) our product portfolio.<\/p>\n<h3>What concrete advantages has your company gained from this?<\/h3>\n<p>In particular the compilation and preparation of data now requires significantly less effort. This saves us a great deal of time. This saves us a great deal of time. And because the evaluation of the data is so much easier and faster, more people are now able to obtain information on their own and use this as a basis for decision making. Before, the large amount of effort involved and the susceptibility to errors were a major obstacle.<\/p>\n<p>The newly gained transparency also benefits the design, supply chain and production departments among others. For example in the quality assurance process, it is much easier for our design team to use the sales frequency to determine which of our safety-relevant products would most benefit from an improvement or inspection. In production, we are able to optimise machine utilisation and stock management using the analysed data, for example when it comes to which products or materials should be kept in stock and which machines can be replaced in future.<\/p>\n<h3>Are you planning to further expand the opportunities for data analysis?<\/h3>\n<p>From the data analysis, we have identified a wealth of optimisation opportunities and facilitations that we can use throughout the company. Even in the first stage, we gained far more insights than we had expected. This also impressed our management team. We would very much like to expand this topic in future. In addition to analysing order data, we hope to be able to evaluate other data sources from our CRM and CPQ systems, such as quotations. We believe that the data from the TEO configuration solution in particular will provide even more detailed and specific information to make better decisions in our sales, engineering, purchasing, and supply chain departments in future.<\/p>\n<p>In addition, we are currently working on a number of standardisation topics in the field of master data maintenance in order to further improve this as well. In this way, we also want to generate added value for other areas of the company and constantly optimise our range of products. I believe there are still some fascinating questions and tasks to be solved in the near future, and we are glad that we will be able to count on encoway\u2019s expertise and support once again.<\/p>\n<h3>Thank you very much for this interesting conversation, Mr Lohmann!<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c487bea elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c487bea\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-edeaa6e\" data-id=\"edeaa6e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-63e6254 elementor-widget elementor-widget-global elementor-global-19075 elementor-global-4178 elementor-widget-author-box\" data-id=\"63e6254\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/thorsten-krebs.jpg\" alt=\"Picture of Dr. Thorsten Krebs\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<div class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tDr. Thorsten Krebs\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Head of Consulting, encoway GmbH<br \/>\n<a href=\"https:\/\/www.linkedin.com\/in\/thorstenkrebs\/\" target=\"_blank\">LinkedIn<\/a> <\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6570212 elementor-grid-2 beitragsbox elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"6570212\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;pagination_type&quot;:&quot;numbers&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:28,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;2&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-38656 post type-post status-publish format-standard has-post-thumbnail hentry category-blog category-homepage\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.encoway.de\/en\/blog\/variant-management\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" width=\"768\" height=\"399\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Variantenmanagement-768x399.jpg\" class=\"attachment-medium_large size-medium_large wp-image-61820\" alt=\"Ein effektives Variantenmanagement ist wichtig f\u00fcr Ihren Erfolg\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Variantenmanagement-768x399.jpg 768w, https:\/\/www.encoway.de\/wp-content\/uploads\/Variantenmanagement-300x156.jpg 300w, https:\/\/www.encoway.de\/wp-content\/uploads\/Variantenmanagement.jpg 770w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" loading=\"lazy\" decoding=\"async\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h2 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.encoway.de\/en\/blog\/variant-management\/\" >\n\t\t\t\tEffective variant management for successful products\t\t\t<\/a>\n\t\t<\/h2>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-37784 page type-page status-publish has-post-thumbnail hentry\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.encoway.de\/en\/services\/consulting\/variant-management-method\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" width=\"768\" height=\"188\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/intelligentes-variantenmanagement-768x188.jpg\" class=\"attachment-medium_large size-medium_large wp-image-7674\" alt=\"\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/intelligentes-variantenmanagement-768x188.jpg 768w, https:\/\/www.encoway.de\/wp-content\/uploads\/intelligentes-variantenmanagement-300x73.jpg 300w, https:\/\/www.encoway.de\/wp-content\/uploads\/intelligentes-variantenmanagement-1024x251.jpg 1024w, https:\/\/www.encoway.de\/wp-content\/uploads\/intelligentes-variantenmanagement.jpg 1140w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" loading=\"lazy\" decoding=\"async\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h2 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.encoway.de\/en\/services\/consulting\/variant-management-method\/\" >\n\t\t\t\tencoway variant management method\t\t\t<\/a>\n\t\t<\/h2>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18580 post type-post status-publish format-standard has-post-thumbnail hentry category-references tag-construction-products tag-reference-story\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.encoway.de\/en\/references\/teckentrup\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" width=\"768\" height=\"274\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Header-Referenz-Teckentrup-768x274.jpg\" class=\"attachment-medium_large size-medium_large wp-image-62938\" alt=\"Referenz Teckentrup\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Header-Referenz-Teckentrup-768x274.jpg 768w, https:\/\/www.encoway.de\/wp-content\/uploads\/Header-Referenz-Teckentrup-300x107.jpg 300w, https:\/\/www.encoway.de\/wp-content\/uploads\/Header-Referenz-Teckentrup-1024x366.jpg 1024w, https:\/\/www.encoway.de\/wp-content\/uploads\/Header-Referenz-Teckentrup.jpg 1120w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" loading=\"lazy\" decoding=\"async\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Construction products<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h2 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.encoway.de\/en\/references\/teckentrup\/\" >\n\t\t\t\tTeckentrup: Configuration solution opens the door to process optimisation\t\t\t<\/a>\n\t\t<\/h2>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-6640 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.encoway.de\/en\/blog\/product-data-managemen-critical-success-factor\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" width=\"768\" height=\"399\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Produktdatenmanagement-768x399.jpg\" class=\"attachment-medium_large size-medium_large wp-image-62612\" alt=\"Produktdaten-Management wird zum kritischen Erfolgsfaktor\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Produktdatenmanagement-768x399.jpg 768w, https:\/\/www.encoway.de\/wp-content\/uploads\/Produktdatenmanagement-300x156.jpg 300w, https:\/\/www.encoway.de\/wp-content\/uploads\/Produktdatenmanagement.jpg 770w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" loading=\"lazy\" decoding=\"async\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h2 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.encoway.de\/en\/blog\/product-data-managemen-critical-success-factor\/\" >\n\t\t\t\tProduct data management is becoming a critical success factor\t\t\t<\/a>\n\t\t<\/h2>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-6672 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.encoway.de\/en\/blog\/digitisation-as-an-opportunity\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" width=\"768\" height=\"399\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Digitalisierung-Chance-768x399.jpg\" class=\"attachment-medium_large size-medium_large wp-image-62609\" alt=\"Digitalisierung als Chance f\u00fcr ein durchg\u00e4ngiges Variantenmanagement\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Digitalisierung-Chance-768x399.jpg 768w, https:\/\/www.encoway.de\/wp-content\/uploads\/Digitalisierung-Chance-300x156.jpg 300w, https:\/\/www.encoway.de\/wp-content\/uploads\/Digitalisierung-Chance.jpg 770w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" loading=\"lazy\" decoding=\"async\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h2 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.encoway.de\/en\/blog\/digitisation-as-an-opportunity\/\" >\n\t\t\t\tDigitisation as an opportunity for end-to-end variant management\t\t\t<\/a>\n\t\t<\/h2>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17539 page type-page status-publish has-post-thumbnail hentry\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.encoway.de\/en\/services\/consulting\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" width=\"768\" height=\"160\" src=\"https:\/\/www.encoway.de\/wp-content\/uploads\/header-consulting-seite-768x160.jpg\" class=\"attachment-medium_large size-medium_large wp-image-37803\" alt=\"\" srcset=\"https:\/\/www.encoway.de\/wp-content\/uploads\/header-consulting-seite-768x160.jpg 768w, https:\/\/www.encoway.de\/wp-content\/uploads\/header-consulting-seite-300x63.jpg 300w, https:\/\/www.encoway.de\/wp-content\/uploads\/header-consulting-seite-1024x213.jpg 1024w, https:\/\/www.encoway.de\/wp-content\/uploads\/header-consulting-seite-1536x320.jpg 1536w, https:\/\/www.encoway.de\/wp-content\/uploads\/header-consulting-seite.jpg 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" loading=\"lazy\" decoding=\"async\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h2 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.encoway.de\/en\/services\/consulting\/\" >\n\t\t\t\tAchieve the right product variance with encoway consulting\t\t\t<\/a>\n\t\t<\/h2>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data is the gold of the 21st century \u2013 this insight is by no means new. However, as of today, only a few companies utilise the potential that can be unlocked through the analysis and use of their own data.<\/p>\n","protected":false},"author":18,"featured_media":62654,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[56],"tags":[],"download-filter":[],"news-filter":[],"class_list":["post-6511","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.9) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Best practices for getting started with CPQ Data analysis with BI<\/title>\n<meta name=\"description\" content=\"The Product Management study confirms: \u2705 65% of product managers lack the data basis for effective portfolio management. \u2718\u25ba Learn more now\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Best Practice: Getting started with CPQ data analysis\" \/>\n<meta property=\"og:description\" content=\"The Product Management study confirms: \u2705 65% of product managers lack the data basis for effective portfolio management. \u2718\u25ba Learn more now\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/\" \/>\n<meta property=\"og:site_name\" content=\"encoway\" \/>\n<meta property=\"article:published_time\" content=\"2020-12-15T07:36:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-28T12:44:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.encoway.de\/wp-content\/uploads\/Einstieg-Datengetriebenes-Variantenmanagement.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"770\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Lars Schade\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/\"},\"author\":{\"name\":\"Lars Schade\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#\\\/schema\\\/person\\\/0d5bc3bc83c878cf42939536b0bba838\"},\"headline\":\"Best Practice: Getting started with CPQ data analysis\",\"datePublished\":\"2020-12-15T07:36:36+00:00\",\"dateModified\":\"2024-11-28T12:44:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/\"},\"wordCount\":1225,\"publisher\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.encoway.de\\\/wp-content\\\/uploads\\\/Einstieg-Datengetriebenes-Variantenmanagement.jpg\",\"articleSection\":[\"Blog\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/\",\"url\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/\",\"name\":\"Best practices for getting started with CPQ Data analysis with BI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.encoway.de\\\/wp-content\\\/uploads\\\/Einstieg-Datengetriebenes-Variantenmanagement.jpg\",\"datePublished\":\"2020-12-15T07:36:36+00:00\",\"dateModified\":\"2024-11-28T12:44:59+00:00\",\"description\":\"The Product Management study confirms: \u2705 65% of product managers lack the data basis for effective portfolio management. \u2718\u25ba Learn more now\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.encoway.de\\\/wp-content\\\/uploads\\\/Einstieg-Datengetriebenes-Variantenmanagement.jpg\",\"contentUrl\":\"https:\\\/\\\/www.encoway.de\\\/wp-content\\\/uploads\\\/Einstieg-Datengetriebenes-Variantenmanagement.jpg\",\"width\":770,\"height\":400,\"caption\":\"Best Practice: Einstieg in die CPQ Datenanalyse\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/blog\\\/getting-started-with-data-driven-variant-management\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Homepage\",\"item\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Blog\",\"item\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/.\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Best Practice: Getting started with CPQ data analysis\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/\",\"name\":\"encoway\",\"description\":\"CPQ, Full Service Anbieter, Variantenmanagement\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#organization\",\"name\":\"encoway GmbH\",\"url\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.encoway.de\\\/wp-content\\\/uploads\\\/encoway-logo-RGB-klein.png\",\"contentUrl\":\"https:\\\/\\\/www.encoway.de\\\/wp-content\\\/uploads\\\/encoway-logo-RGB-klein.png\",\"width\":468,\"height\":166,\"caption\":\"encoway GmbH\"},\"image\":{\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.encoway.de\\\/en\\\/#\\\/schema\\\/person\\\/0d5bc3bc83c878cf42939536b0bba838\",\"name\":\"Lars Schade\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Best practices for getting started with CPQ Data analysis with BI","description":"The Product Management study confirms: \u2705 65% of product managers lack the data basis for effective portfolio management. \u2718\u25ba Learn more now","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:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/","og_locale":"en_US","og_type":"article","og_title":"Best Practice: Getting started with CPQ data analysis","og_description":"The Product Management study confirms: \u2705 65% of product managers lack the data basis for effective portfolio management. \u2718\u25ba Learn more now","og_url":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/","og_site_name":"encoway","article_published_time":"2020-12-15T07:36:36+00:00","article_modified_time":"2024-11-28T12:44:59+00:00","og_image":[{"width":770,"height":400,"url":"https:\/\/www.encoway.de\/wp-content\/uploads\/Einstieg-Datengetriebenes-Variantenmanagement.jpg","type":"image\/jpeg"}],"author":"Lars Schade","twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#article","isPartOf":{"@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/"},"author":{"name":"Lars Schade","@id":"https:\/\/www.encoway.de\/en\/#\/schema\/person\/0d5bc3bc83c878cf42939536b0bba838"},"headline":"Best Practice: Getting started with CPQ data analysis","datePublished":"2020-12-15T07:36:36+00:00","dateModified":"2024-11-28T12:44:59+00:00","mainEntityOfPage":{"@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/"},"wordCount":1225,"publisher":{"@id":"https:\/\/www.encoway.de\/en\/#organization"},"image":{"@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#primaryimage"},"thumbnailUrl":"https:\/\/www.encoway.de\/wp-content\/uploads\/Einstieg-Datengetriebenes-Variantenmanagement.jpg","articleSection":["Blog"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/","url":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/","name":"Best practices for getting started with CPQ Data analysis with BI","isPartOf":{"@id":"https:\/\/www.encoway.de\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#primaryimage"},"image":{"@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#primaryimage"},"thumbnailUrl":"https:\/\/www.encoway.de\/wp-content\/uploads\/Einstieg-Datengetriebenes-Variantenmanagement.jpg","datePublished":"2020-12-15T07:36:36+00:00","dateModified":"2024-11-28T12:44:59+00:00","description":"The Product Management study confirms: \u2705 65% of product managers lack the data basis for effective portfolio management. \u2718\u25ba Learn more now","breadcrumb":{"@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#primaryimage","url":"https:\/\/www.encoway.de\/wp-content\/uploads\/Einstieg-Datengetriebenes-Variantenmanagement.jpg","contentUrl":"https:\/\/www.encoway.de\/wp-content\/uploads\/Einstieg-Datengetriebenes-Variantenmanagement.jpg","width":770,"height":400,"caption":"Best Practice: Einstieg in die CPQ Datenanalyse"},{"@type":"BreadcrumbList","@id":"https:\/\/www.encoway.de\/en\/blog\/getting-started-with-data-driven-variant-management\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Homepage","item":"https:\/\/www.encoway.de\/en\/"},{"@type":"ListItem","position":2,"name":"Blog","item":"https:\/\/www.encoway.de\/en\/.\/blog\/"},{"@type":"ListItem","position":3,"name":"Best Practice: Getting started with CPQ data analysis"}]},{"@type":"WebSite","@id":"https:\/\/www.encoway.de\/en\/#website","url":"https:\/\/www.encoway.de\/en\/","name":"encoway","description":"CPQ, Full Service Anbieter, Variantenmanagement","publisher":{"@id":"https:\/\/www.encoway.de\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.encoway.de\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.encoway.de\/en\/#organization","name":"encoway GmbH","url":"https:\/\/www.encoway.de\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.encoway.de\/en\/#\/schema\/logo\/image\/","url":"https:\/\/www.encoway.de\/wp-content\/uploads\/encoway-logo-RGB-klein.png","contentUrl":"https:\/\/www.encoway.de\/wp-content\/uploads\/encoway-logo-RGB-klein.png","width":468,"height":166,"caption":"encoway GmbH"},"image":{"@id":"https:\/\/www.encoway.de\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.encoway.de\/en\/#\/schema\/person\/0d5bc3bc83c878cf42939536b0bba838","name":"Lars Schade"}]}},"_links":{"self":[{"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/posts\/6511","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/comments?post=6511"}],"version-history":[{"count":11,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/posts\/6511\/revisions"}],"predecessor-version":[{"id":62657,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/posts\/6511\/revisions\/62657"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/media\/62654"}],"wp:attachment":[{"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/media?parent=6511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/categories?post=6511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/tags?post=6511"},{"taxonomy":"download-filter","embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/download-filter?post=6511"},{"taxonomy":"news-filter","embeddable":true,"href":"https:\/\/www.encoway.de\/en\/wp-json\/wp\/v2\/news-filter?post=6511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}