Transitioning orchestration from theory to enterprise implementation poses significant challenges, particularly regarding secrets management, business logic placement, and creating user-friendly pipelines for both technical and non-technical stakeholders. This article explores using Kestra, dlt, and Snowflake to build effective data pipelines, highlighting best practices for enterprise readiness, including separation of concerns, multi-tenancy, and secret management strategies. It also discusses integrating generative AI to enhance orchestration capabilities.