# Chapter 17: (Reserved for completion) > Complete guide to deploying, monitoring, and maintaining carbon certification policies in production environments Chapter 16 covered advanced policy patterns and testing. Chapter 17 focuses on the critical final phase: deploying policies to production, managing live carbon credit certification systems, handling upgrades, and ensuring ongoing operational excellence. This chapter addresses the real-world challenges of running production carbon registries with financial and environmental stakeholders depending on reliable, accurate policy execution. ## Production Deployment Architecture ### Guardian Production Infrastructure Production carbon registries require robust infrastructure supporting high availability, data integrity, and regulatory compliance. \[This chapter is in progress] --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://guardian.hedera.com/guardian-dev/methodology-digitization/methodology-digitization-handbook/part-4/chapter-17.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.