@Sajith Gopalakrishnan Hema
I suggest you use InfoPath 2013 to customize forms.
As an alternative, you could integrate Power Apps with SharePoint Server 2019.
Here’re some references.
Power Apps with SharePoint: The Definitive Guide
Support for on-premises SharePoint lists
Set Up Microsoft Power Apps to Connect to an On Premises SharePoint Installation
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