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The horizontal scheme can be misleading, however, if it is thought that the cost of intermediate data transformation or the cost of shifting responsibility over business logic can be avoided.<ref name="Integ"/>
'''Industrial lifecycle integration''' is a system integration process that considers four categories or stages of integration: initial system implementation, engineering and design, project services, and operations.<ref>{{Cite web|title=The Value of Data-Centric Execution Architecture in System Integration Frameworks for Industrial Energy Assets|url=https://www.vistaprojects.com/system-integration/
A '''common data format''' is an integration method to avoid every adapter having to [[data conversion|convert data]] to/from every other applications' formats, [[Enterprise application integration]] (EAI) systems usually stipulate an application-independent (or common) data format.<ref>{{Citation|title=Aircraft/Store Common Interface Control Document Format Standard|publisher=SAE International|doi=10.4271/as5609a}}</ref> The EAI system usually provides a data transformation service as well to help convert between application-specific and common formats. This is done in two steps: the adapter converts information from the application's format to the bus' common format. Then, semantic transformations are applied on this (converting zip codes to city names, splitting/merging objects from one application into objects in the other applications, and so on).
==Challenges of integration==
System integration can be challenging for organizations and these challenges can diminish their overall return on investment after implementing new software solutions. Some of these challenges include lack of trust and
== Benefits of integration ==
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{{div col|colwidth=25em}}
* [[Artificial intelligence systems integration]]
* [[Cloud-based integration]]▼
* [[Configuration design]]▼
* [[Continuous integration]]
*[[System in package]] and [[system on a chip]]▼
* [[Integration platform]]▼
* [[Integration Competency Center]]
▲* [[Integration platform]]
* [[Interoperability]]
* [[Modular design]]▼
* [[Multidisciplinary approach]]▼
* [[System of record]]
* [[Systems integrator]]
▲* [[Multidisciplinary approach]]
▲* [[Cloud-based integration]]
* [[System design]]
▲* [[System in package]] and [[system on a chip]]
▲* [[Modular design]]
▲* [[Configuration design]]
{{div col end}}
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