{"id":2024,"date":"2019-02-15T11:20:57","date_gmt":"2019-02-15T16:20:57","guid":{"rendered":"https:\/\/solutionsreview.com\/data-integration\/?p=2024"},"modified":"2019-02-19T07:13:14","modified_gmt":"2019-02-19T12:13:14","slug":"the-four-most-commonly-used-data-integration-delivery-types","status":"publish","type":"post","link":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/","title":{"rendered":"The Four Most Commonly Used Data Integration Delivery Types"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3220\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg\" alt=\"The Four Most Commonly Used Data Integration Delivery Types\" width=\"800\" height=\"400\" srcset=\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg 800w, https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV-300x150.jpg 300w, https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV-768x384.jpg 768w, https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV-540x270.jpg 540w, https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV-162x81.jpg 162w, https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV-360x180.jpg 360w, https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV-630x315.jpg 630w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p style=\"text-align: justify\">Data integration is a combination of technical and business processes used to combine different data from disparate sources in order to answer important questions. This process generally supports the analytic processing of data by aligning, combining, and presenting each data store to an end-user.<\/p>\n<p style=\"text-align: justify\">Organizations increasingly view data integration tools for enterprise-wide data delivery, data quality, governance, and analytics. Data integration allows organizations to better understand and retain their customers, support collaboration between departments, reduce project timelines with automated development, and maintain security and compliance.<\/p>\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><p><a class=\"bgs-speedbump\" title=\"Download link to Data Integration Buyer's Guide\" href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-1682\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2019\/02\/di-bg-speedbump.jpg\" alt=\"Download Link to Data Integration Buyer's Guide\" width=\"800\" height=\"225\" \/><\/a><\/p>\n<\/div>\n\t\t<\/div><\/div>\n<p style=\"text-align: justify\">If you&#8217;re just beginning your search for a new data integration tool, its important to arm yourself with the knowledge about the different delivery methods traditional software products offer.\u00a0Sifting through the various styles of integration tools can be confusing, so we put together this list of the four major data delivery techniques common in\u00a0integration tools.<\/p>\n<p><strong>Bulk\/Batch<\/strong><\/p>\n<p style=\"text-align: justify\">Acts as a support mechanism for extract, transform and load (ETL) processes to consolidate data from primary databases. This involves bulk and or batch data extraction that draws data from across system and organizational data stores. This is an efficient way of processing large data volumes over a period of time. Data is collected and processed, then batch results are created.<\/p>\n<div class=\"hr hr\"><\/div>\n<p><strong>Data Virtualization<\/strong><\/p>\n<p style=\"text-align: justify\">Allows users to create a virtual abstract layer than can be mirrored to provide one single view of all the data that resides in the database instead of having to run through the process of ETL to get the data loaded up into an analytic framework. This enables the user to piece together databases, data warehouses, and even cloud services to gain a comprehensive view of the data that matters most.<\/p>\n<div class=\"hr hr\"><\/div>\n<p><strong>Message-Oriented Movement<\/strong><\/p>\n<p style=\"text-align: justify\">Groups data into messages that applications can read so data can be exchanged in real-time. This depends on a message bus which becomes triggered by events and delivers data packets to application integration technologies. Oftentimes middleware is involved, acting as a software or hardware infrastructure that supports sending and receiving messages between distributed\u00a0systems.<\/p>\n<div class=\"hr hr\"><\/div>\n<p><strong>Data Replication<\/strong><\/p>\n<p style=\"text-align: justify\">Frequent copying of data from a database to another that allows all users to share the same level of information, resulting in a distributed database that enables user access to data relevant to their own tasks. This provides data synchronization that enables users to manage growing data volumes while gaining access to real-time information.<\/p>\n<div class=\"hr hr\"><\/div>\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><p><a class=\"vms-speedbump\" title=\"Download link to Data Integration Vendor Map\" href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-vendor-map-a-guide-to-the-best-integration-solutions\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-1682\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/02\/DI_VM_SB_800.jpg\" alt=\"Download Link to Data Integration Vendor Map\" width=\"800\" height=\"100\" \/><\/a><\/p>\n<\/div>\n\t\t<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Data integration is a combination of technical and business processes used to combine different data from disparate sources in order to answer important questions. This process generally supports the analytic processing of data by aligning, combining, and presenting each data store to an end-user. Organizations increasingly view data integration tools for enterprise-wide data delivery, data [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":3220,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[202,364,446,310,194,255,50,447],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The Four Most Commonly Used Data Integration Delivery Types<\/title>\n<meta name=\"description\" content=\"Sifting through styles of integration tools can be confusing, so we put together this list of the data delivery techniques common in\u00a0integration tools.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tim King\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/\"},\"author\":{\"name\":\"Tim King\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\"},\"headline\":\"The Four Most Commonly Used Data Integration Delivery Types\",\"datePublished\":\"2019-02-15T16:20:57+00:00\",\"dateModified\":\"2019-02-19T12:13:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/\"},\"wordCount\":420,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#organization\"},\"image\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg\",\"keywords\":[\"Data Federation\",\"Data Replication\",\"Data Synchronization\",\"Data Virtualization\",\"ETL\",\"Integration Platform as a Service\",\"iPaaS\",\"Message-Oriented Movement\"],\"articleSection\":[\"Best Practices\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/\",\"name\":\"The Four Most Commonly Used Data Integration Delivery Types\",\"isPartOf\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg\",\"datePublished\":\"2019-02-15T16:20:57+00:00\",\"dateModified\":\"2019-02-19T12:13:14+00:00\",\"description\":\"Sifting through styles of integration tools can be confusing, so we put together this list of the data delivery techniques common in\u00a0integration tools.\",\"breadcrumb\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg\",\"width\":800,\"height\":400,\"caption\":\"The Four Most Commonly Used Data Integration Delivery Types\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/solutionsreview.com\/data-integration\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The Four Most Commonly Used Data Integration Delivery Types\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#website\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/\",\"name\":\"Data Integration Tools &amp; ETL Software | Solutions Review\",\"description\":\"Evaluating Enterprise ETL Tools, Cloud iPaaS &amp; Real-Time Data Streaming Platforms.\",\"publisher\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/solutionsreview.com\/data-integration\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#organization\",\"name\":\"Solutions Review\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2016\/02\/Solutions_Review_Header_Data_Integration_225.png\",\"contentUrl\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2016\/02\/Solutions_Review_Header_Data_Integration_225.png\",\"width\":225,\"height\":90,\"caption\":\"Solutions Review\"},\"image\":{\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\",\"name\":\"Tim King\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2023\/12\/tk.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/data-integration\/files\/2023\/12\/tk.jpg\",\"caption\":\"Tim King\"},\"description\":\"Tim is Solutions Review's Executive Editor covering the human impact of AI on the future of work and learning. He is also the Media Strategist behind Insight Jam (1M+ on YouTube) events and programming. A 2017 and 2018 Most Influential Business Journalist and 2021 \\\"Who's Who\\\" in multiple categories, Tim is a recognized thought leader in enterprise tech and AI.\",\"url\":\"https:\/\/solutionsreview.com\/data-integration\/author\/timking\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"The Four Most Commonly Used Data Integration Delivery Types","description":"Sifting through styles of integration tools can be confusing, so we put together this list of the data delivery techniques common in\u00a0integration tools.","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:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/","twitter_misc":{"Written by":"Tim King","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#article","isPartOf":{"@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/"},"author":{"name":"Tim King","@id":"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c"},"headline":"The Four Most Commonly Used Data Integration Delivery Types","datePublished":"2019-02-15T16:20:57+00:00","dateModified":"2019-02-19T12:13:14+00:00","mainEntityOfPage":{"@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/"},"wordCount":420,"commentCount":0,"publisher":{"@id":"https:\/\/solutionsreview.com\/data-integration\/#organization"},"image":{"@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage"},"thumbnailUrl":"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg","keywords":["Data Federation","Data Replication","Data Synchronization","Data Virtualization","ETL","Integration Platform as a Service","iPaaS","Message-Oriented Movement"],"articleSection":["Best Practices"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/","url":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/","name":"The Four Most Commonly Used Data Integration Delivery Types","isPartOf":{"@id":"https:\/\/solutionsreview.com\/data-integration\/#website"},"primaryImageOfPage":{"@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage"},"image":{"@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage"},"thumbnailUrl":"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg","datePublished":"2019-02-15T16:20:57+00:00","dateModified":"2019-02-19T12:13:14+00:00","description":"Sifting through styles of integration tools can be confusing, so we put together this list of the data delivery techniques common in\u00a0integration tools.","breadcrumb":{"@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#primaryimage","url":"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg","contentUrl":"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/04\/oie_2TlGGxFiZMnV.jpg","width":800,"height":400,"caption":"The Four Most Commonly Used Data Integration Delivery Types"},{"@type":"BreadcrumbList","@id":"https:\/\/solutionsreview.com\/data-integration\/the-four-most-commonly-used-data-integration-delivery-types\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/solutionsreview.com\/data-integration\/"},{"@type":"ListItem","position":2,"name":"The Four Most Commonly Used Data Integration Delivery Types"}]},{"@type":"WebSite","@id":"https:\/\/solutionsreview.com\/data-integration\/#website","url":"https:\/\/solutionsreview.com\/data-integration\/","name":"Data Integration Tools &amp; ETL Software | Solutions Review","description":"Evaluating Enterprise ETL Tools, Cloud iPaaS &amp; Real-Time Data Streaming Platforms.","publisher":{"@id":"https:\/\/solutionsreview.com\/data-integration\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/solutionsreview.com\/data-integration\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/solutionsreview.com\/data-integration\/#organization","name":"Solutions Review","url":"https:\/\/solutionsreview.com\/data-integration\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/logo\/image\/","url":"https:\/\/solutionsreview.com\/data-integration\/files\/2016\/02\/Solutions_Review_Header_Data_Integration_225.png","contentUrl":"https:\/\/solutionsreview.com\/data-integration\/files\/2016\/02\/Solutions_Review_Header_Data_Integration_225.png","width":225,"height":90,"caption":"Solutions Review"},"image":{"@id":"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c","name":"Tim King","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/solutionsreview.com\/data-integration\/#\/schema\/person\/image\/","url":"https:\/\/solutionsreview.com\/data-integration\/files\/2023\/12\/tk.jpg","contentUrl":"https:\/\/solutionsreview.com\/data-integration\/files\/2023\/12\/tk.jpg","caption":"Tim King"},"description":"Tim is Solutions Review's Executive Editor covering the human impact of AI on the future of work and learning. He is also the Media Strategist behind Insight Jam (1M+ on YouTube) events and programming. A 2017 and 2018 Most Influential Business Journalist and 2021 \"Who's Who\" in multiple categories, Tim is a recognized thought leader in enterprise tech and AI.","url":"https:\/\/solutionsreview.com\/data-integration\/author\/timking\/"}]}},"_links":{"self":[{"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/posts\/2024"}],"collection":[{"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/comments?post=2024"}],"version-history":[{"count":0,"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/posts\/2024\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/media\/3220"}],"wp:attachment":[{"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/media?parent=2024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/categories?post=2024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/solutionsreview.com\/data-integration\/wp-json\/wp\/v2\/tags?post=2024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}