I share here my experiences from integrating probabilistic programming into a server-side software system and implementing a probabilistic programming facility for Go, a modern programming language of choice for server-side software development. Server-side application of probabilistic programming poses challenges for a probabilistic programming system. I discuss the challenges and my experience in overcoming them, and suggest guidelines that can help in a wider adoption of probabilistic programming in server-side software systems.