{"id":48751,"date":"2010-02-16T06:34:39","date_gmt":"2010-02-16T03:34:39","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=48751"},"modified":"2021-10-21T10:16:15","modified_gmt":"2021-10-21T07:16:15","slug":"when-developing-system-architectures-think-about-data-integration","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/when-developing-system-architectures-think-about-data-integration\/","title":{"rendered":"When Developing System Architectures, Think About Data Integration"},"content":{"rendered":"<p><center><small>(<a href=\"https:\/\/www.redbooks.ibm.com\/redbooks\/pdfs\/sg247788.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Featured image credit<\/a>)<\/small><\/center><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.altoros.com\/blog\/when-developing-system-architectures-think-about-data-integration\/#Build_systems_around_business_data\" >Build systems around business data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.altoros.com\/blog\/when-developing-system-architectures-think-about-data-integration\/#The_staging_approach_to_data_integration\" >The staging approach to data integration<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.altoros.com\/blog\/when-developing-system-architectures-think-about-data-integration\/#Further_reading\" >Further reading<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Build_systems_around_business_data\"><\/span>Build systems around business data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div id=\"attachment_63627\" style=\"width: 160px\" class=\"wp-caption alignright\"><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2009\/04\/David-Linthicum1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-63627\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2009\/04\/David-Linthicum1-150x150.png\" width=\"150\" height=\"150\" class=\"size-thumbnail wp-image-63627\" \/><\/a><p id=\"caption-attachment-63627\" class=\"wp-caption-text\"><small>David Linthicum<\/small><\/p><\/div>\n<p>\u201cThe data, and integration strategies around the data, is something that most figure is there, will be there, and requires very little thinking and planning.\u201d This is what I\u2019ve read today on ebizQ in a <a href=\"https:\/\/web.archive.org\/web\/20200218122527\/http:\/\/www.ebizq.net\/blogs\/linthicum\/2010\/02\/making_data_integration_a_prio.php\" rel=\"noopener noreferrer\" target=\"_blank\">great post<\/a> written by <a href=\"https:\/\/www.linkedin.com\/in\/davidlinthicum\/\" rel=\"noopener noreferrer\" target=\"_blank\">David Linthicum<\/a>.<\/p>\n<p>This again supports the idea that data, \u201cthe biggest companies\u2019 value,\u201d is still being neglected too often. This results in data integration and quality issues, providing inconsistent information and ruining the entire idea of providing a clear view on the enterprise data. I.e., the information important for business decisions.<\/p>\n<p>In fact, very often, when it comes to designing and developing an architecture, all the attention is focused on the technical side of the process. Thus, data integration strategies become an afterthought making it difficult to meet business requirements. So, the message is that provisions for data integration should be made at the level of the development of enterprise systems architecture.<\/p>\n<p>The importance of well-thought-out architectural decisions was also considered in <a href=\"https:\/\/web.archive.org\/web\/20090417065849\/http:\/\/www.ebizq.net\/blogs\/linthicum\/2009\/04\/where_data_staging_fits_with_d.php\" rel=\"noopener noreferrer\" target=\"_blank\">another article<\/a> from David published earlier, where he focused on the staging area of a data integration system.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_staging_approach_to_data_integration\"><\/span>The staging approach to data integration<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>According to David, not many consider the use of the staging area when integrating data. However it\u2019s a great solution when support is needed for more complex and valuable data integration operations, including support for many large data sets and operations that are more complex and of higher value. Using a staging area helps perform complex operations on data, which are, normally, difficult to do using direct integration approaches.<\/p>\n<p><center><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2009\/04\/enterprise-data-warehouse-architecture.png\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2009\/04\/enterprise-data-warehouse-architecture-1024x539.png\" width=\"640\" class=\"aligncenter size-large wp-image-63112\" \/><\/a><small>Enterprise data warehouse architecture using staging (<a href=\"https:\/\/www.redbooks.ibm.com\/redbooks\/pdfs\/sg247138.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Image credit<\/a>)<\/small><\/center><\/p>\n<p>David provides benefits of a staging approach to data integration:<\/p>\n<blockquote>\n<ul>\n<li style=\"margin-bottom: 6px;\">The ability to perform more complex operations on data, including complete transformation of semantics and the data content using any number of dimensions since, in essence, you operate on an intermediary database that you control completely.<\/li>\n<li style=\"margin-bottom: 6px;\">The ability to leverage more coarse grained and complex data sets that may not always repeat.<\/li>\n<li style=\"margin-bottom: 6px;\">Informational focused, supporting valuable information externalization approaches, including business intelligence.<\/li>\n<li style=\"margin-bottom: 6px;\">More flexibility around business cycles, data processing cycles, widely disbursed systems, and hardware and network limitations, where it may not be feasible to extract all operational databases at the same time.<\/li>\n<li>The ability to better support complex database functions, including replication, cleansing, and aggregation.<\/li>\n<\/ul>\n<\/blockquote>\n<p>So, before implementing a complex enterprise-grade architecture, dig into requirements your critical data poses, choosing appropriate approaches to integration. In some cases, you may need a staging area, <a href=\"https:\/\/www.altoros.com\/blog\/etl-alternatives-elt\/\">ELT<\/a> (instead of <a href=\"https:\/\/www.altoros.com\/blog\/etl-whats-in-abbreviation\/\">ETL<\/a>), or techniques such as <a href=\"https:\/\/www.altoros.com\/blog\/data-federation-vs-data-integration\/\">data federation<\/a>.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Further_reading\"><\/span>Further reading<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/5-things-to-watch-out-for-in-data-warehousing\/\">5 Things to Watch Out for in Data Warehousing<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/data-integration-etl-vs-hand-coding\/\">Data Integration: ETL vs. Hand-Coding<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/data-federation-vs-data-integration\/\">Data Federation vs. Data Warehousing vs. Data Integration<\/a><\/li>\n<\/ul>\n<hr\/>\n<p><center><small>The post is written by <a href=\"https:\/\/www.altoros.com\/blog\/author\/olga\/\">Olga Belokurskaya<\/a> with contributions from <a href=\"https:\/\/www.altoros.com\/blog\/author\/alex\/\">Alex Khizhniak<\/a>.<\/small><\/center><\/p>\n","protected":false},"excerpt":{"rendered":"<p>(Featured image credit)<\/p>\n<p>&nbsp;<\/p>\n<p>Build systems around business data<\/p>\n<p id=\"caption-attachment-63627\" class=\"wp-caption-text\">David Linthicum<\/p>\n<p>\u201cThe data, and integration strategies around the data, is something that most figure is there, will be there, and requires very little thinking and planning.\u201d This is what I\u2019ve read today on ebizQ in a great post written by David Linthicum.<\/p>\n<p>This [&#8230;]<\/p>\n","protected":false},"author":81,"featured_media":63424,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[7],"tags":[960,895],"class_list":["post-48751","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-and-opinion","tag-data-integration","tag-research-and-development"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>When Developing System Architectures, Think About Data Integration | Altoros<\/title>\n<meta name=\"description\" content=\"The right architectural approach to SOA and EAI\u2014impemented in advance\u2014can save you months of refactoring later.\" \/>\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.altoros.com\/blog\/when-developing-system-architectures-think-about-data-integration\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"When Developing System Architectures, Think About Data Integration | Altoros\" \/>\n<meta property=\"og:description\" content=\"(Featured image credit) &nbsp; Build systems around business data David Linthicum \u201cThe data, and integration strategies around the data, is something that most figure is there, will be there, and requires very little thinking and planning.\u201d This is what I\u2019ve read today on ebizQ in a great post written by David Linthicum. 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