The suggested solution from @Angelo worked with few code changes. We made it working by adding below property changes -

spring.jpa.open-in-view=false
spring.jpa.properties.hibernate.enable_lazy_load_no_trans=true

Also, we started the service layer transaction in with Propagation.REQUIRES_NEW