The present invention provides a system and a method for managing and deploying one or more applications in a multi-cloud environment. The invention structures an application pipeline for multiple cloud environments and creates a library of objects based on processing of one or more application pipeline historical data. The data models generated based on the historical data enable processing of a received data to execute a task of deploying one or more applications. The invention maps blockchain network-based data elements of one or more applications in a multi-cloud environment.