CapitalOne being pioneer in CICD and Tech Adoption has enabled them to excel in defining many CICD patterns. We have shared our journey of CICD in 2021 and shifting left benefits in 2022 cdCON. This talk will be continuation of those focussing in area of how abstraction of underlying technologies helps organization accelerate their CICD adoption in turn helping them in increasing their engineer's productivity. CapitalOne being a tech company doing banking and credit card business, buildind foundational capabilities and continuing to innovate on those frontier have helped us excel as well define some patterns for industry adoption. Abstraction is one such pattern which we have adopted and scaled across our enterprise. This talk will focus more details on how we have reached out pivot and scaled them for our organization. Attendees will be able to take away a design pattern in CD which they can apply to their org.