{"id":6081,"date":"2022-04-26T12:00:08","date_gmt":"2022-04-26T12:00:08","guid":{"rendered":"https:\/\/nlineaxis.com\/?p=6081"},"modified":"2022-04-26T12:00:13","modified_gmt":"2022-04-26T12:00:13","slug":"strategy-and-best-practices-of-data-migration","status":"publish","type":"post","link":"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/","title":{"rendered":"Strategy and Best Practices of Data Migration"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79 counter-hierarchy ez-toc-counter ez-toc-grey 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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#Introduction_To_Data_Migration\" >Introduction To Data Migration\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#Do_You_Know_Data_Migration_Strategy_is_Important_Lets_Discuss_Why\" >Do You Know Data Migration Strategy is Important, Let\u2019s Discuss Why?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#1_Knowing_The_Data\" >1. Knowing The Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#2_Cleanup\" >2. Cleanup\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#3_Maintenance_and_Protection\" >3. Maintenance and Protection<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#4_Governance\" >4. Governance\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#Data_Migration_Techniques\" >Data Migration Techniques<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#1_Migration_after_the_%E2%80%9CBig_Bang%E2%80%9D\" >1. Migration after the \u201cBig Bang\u201d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#2_Migrations_%E2%80%9CTrickle%E2%80%9D\" >2. Migration\u2019s \u201cTrickle\u201d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#Data_Migration_Practices\" >Data Migration Practices\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nlineaxis.com\/blog\/strategy-and-best-practices-of-data-migration\/#How_To_Migrate_Data_to_the_Cloud\" >How To Migrate Data to the Cloud?<\/a><\/li><\/ul><\/nav><\/div>\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/nlineaxis.com\/wp-content\/uploads\/2022\/04\/Strategy-and-Best-Practices-of-Data-Migration-1024x576.png\" alt=\"\" class=\"wp-image-6082\" srcset=\"https:\/\/nlineaxis.com\/blog\/wp-content\/uploads\/2022\/04\/Strategy-and-Best-Practices-of-Data-Migration-1024x576.png 1024w, https:\/\/nlineaxis.com\/blog\/wp-content\/uploads\/2022\/04\/Strategy-and-Best-Practices-of-Data-Migration-300x169.png 300w, https:\/\/nlineaxis.com\/blog\/wp-content\/uploads\/2022\/04\/Strategy-and-Best-Practices-of-Data-Migration-768x432.png 768w, https:\/\/nlineaxis.com\/blog\/wp-content\/uploads\/2022\/04\/Strategy-and-Best-Practices-of-Data-Migration-720x405.png 720w, https:\/\/nlineaxis.com\/blog\/wp-content\/uploads\/2022\/04\/Strategy-and-Best-Practices-of-Data-Migration.png 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Most modern organizations are powered by big data, and big data never sleeps. Whether data is migrating from inputs to a data lake, from one repository to another, from a data warehouse to a data mart, or in or through the cloud, data integration and data migration must be well-established, smooth procedures. Businesses can go over budget, end up with onerous data procedures, or find that their data operations aren\u2019t performing as expected if they don\u2019t have a solid data migration strategy in place.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction To Data Migration\u00a0<\/h2>\n\n\n\n<p>The process of shifting data from one system to another is known as data migration. While this may appear to be a simple task, it necessitates a change in storage as well as a database or application.<\/p>\n\n\n\n<p>Any data migration will include at least the transform and load steps in the extract\/transform\/load (ETL) process. This means that extracted data must be processed through a sequence of functions before being fed into a destination place.<\/p>\n\n\n\n<p>Data migrations are carried out for a variety of reasons. They may need to completely redesign a system, modernize databases, set up a new data warehouse, or incorporate fresh data from an acquisition or other source. When deploying a new system alongside old applications, data migration is also required.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Do_You_Know_Data_Migration_Strategy_is_Important_Lets_Discuss_Why\"><\/span>Do You Know Data Migration Strategy is Important, Let\u2019s Discuss Why?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>The goal of any data migration, regardless of its specific purpose, is to improve performance and competitiveness. You must, however, get it correctly. Inaccurate data with redundancies and unknowns can result from less successful migrations. Even if the underlying data is totally useful and acceptable, this can happen. Furthermore, any flaws in the source data can be compounded when it is imported into a new, more sophisticated system.\u00a0<\/p>\n\n\n\n<p>A comprehensive data migration plan avoids a poor user experience that causes more problems than it solves. Incomplete preparations can lead migration initiatives to fail entirely, in addition to missing deadlines and over costs. Teams should devote their whole focus to migrations while planning and organizing their work, rather than making them a subordinate to another large-scale project. These essential factors should be considered in a comprehensive data migration plan:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Knowing_The_Data\"><\/span>1. Knowing The Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Before migrating, source data must be thoroughly audited. If this step is skipped, unexpected problems may arise.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Cleanup\"><\/span>2. Cleanup\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Once you\u2019ve identified any problems with your source data, you\u2019ll need to fix them. Because of the scope of the project, extra software tools and third-party resources may be required.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Maintenance_and_Protection\"><\/span>3. Maintenance and Protection<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Data degrades with time and becomes unreliable, necessitating maintenance and protection. This necessitates the implementation of controls to ensure data quality.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Governance\"><\/span>4. Governance\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Data quality tracking and reporting is vital for governance since it allows for a better knowledge of data integrity. The methods and tools used to generate this data should be simple to use and, if possible, automated.<\/p>\n\n\n\n<p><strong>Point to Remember: <\/strong>A data migration strategy should include a process for bringing on the necessary software and tools for the project, in addition to a systematic, step-by-step procedure.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Migration_Techniques\"><\/span>Data Migration Techniques<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>There are several approaches to developing a data migration strategy. The specific business needs and requirements of an organization will assist determine what is most appropriate. The majority of methods, on the other hand, fall into one of two categories: \u201cbig bang\u201d or \u201ctrickle.\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Migration after the \u201cBig Bang\u201d<\/h3>\n\n\n\n<p>In a big bang data migration, the entire transfer takes place in a short period of time. While data goes through ETL processing and moves to the new database, live systems incur downtime.<\/p>\n\n\n\n<p>The appeal of this strategy is, of course, that everything happens in one time-boxed event that takes only a few minutes to finish. However, because the company functions with one of its resources offline, the strain might be great. This puts the implementation at danger.<\/p>\n\n\n\n<p>Consider practicing the migration process before the big event if the big bang strategy makes the most sense for your company.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Migration\u2019s \u201cTrickle\u201d<\/h3>\n\n\n\n<p>In contrast, trickle migrations finish the migrating procedure in stages. The old and new systems are run in parallel during implementation, which eliminates downtime and operational interruptions. Processes that run in real time can keep data traveling indefinitely.<\/p>\n\n\n\n<p>These implementations can be somewhat sophisticated in design when compared to the big bang approach. However, if done correctly, the increased complexity usually reduces rather than increases hazards.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data Migration Practices\u00a0<\/h2>\n\n\n\n<p>There are several best practises to keep in mind regardless of which implementation style you use:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Before you execute, make a backup of your data. You can\u2019t afford to lose data if something goes wrong during the installation. Before you begin, make sure you have backup resources and that they\u2019ve been tested.<br><\/li><li>Stick to your plan. Too many data managers devise a strategy only to discard it when things go \u201ctoo\u201d smoothly or things get out of hand. Prepare for the fact that the migration process can be hard and even irritating at times, and then stick to the plan.<br><\/li><li>Test the data migration during the planning and design phases, as well as during implementation and maintenance, to ensure that you will achieve your goal.<\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_To_Migrate_Data_to_the_Cloud\"><\/span>How To Migrate Data to the Cloud?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Organizations are increasingly transferring some or all of their data to the cloud in order to improve their speed to market, scalability, and technical resource requirements.<\/p>\n\n\n\n<p>Previously, data architects were charged with installing large on-premises server farms to maintain data within the organization\u2019s physical resources. One of the reasons for moving forward with on-premise servers was a concern about cloud security. This hurdle to migration has mostly been eliminated as major platforms embrace security procedures that bring them up to line with traditional IT security (and, of course, in accordance with the GDPR General Data Protection Regulation)).<\/p>\n\n\n\n<p>With a highly scalable and secure cloud integration platform-as-a-service, the correct cloud integration solutions enable companies to expedite cloud data transfer projects (iPaaS). Drag-and-drop functionality simplifies complex mapping with open source, cloud-native data integration tools, and our open-source foundations keep our solution cost-effective and efficient.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Most modern organizations are powered by big data, and big data never sleeps. Whether data is migrating from inputs to a data lake, from one repository to another, from a data warehouse to a data mart, or in or through the cloud, data integration and data migration must be well-established, smooth procedures. Businesses can go [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":6083,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[82,38],"tags":[85,83,84],"class_list":["post-6081","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-migration","category-salesforce","tag-data-integration","tag-data-migration","tag-database"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Strategy and Best Practices of Data Migration<\/title>\n<meta name=\"description\" content=\"The process of shifting data from one system to another is known as data migration. 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