Practical Deployment Strategies for Reliable Production Releases a Decision Framework, Readiness Gates, and Schema-Safe Rollout Patterns

Authors

  • Saurabh Atri Independent Researcher, USA. Author

DOI:

https://doi.org/10.63282/3050-9246.IJETCSIT-V6I4P130

Keywords:

Release Engineering, Deployment Strategies, Blue-Green, Canary, Rolling Update, Feature Flags, Rollback, Zero-Downtime, Database Migrations

Abstract

Production deployment is a risk-management problem: delivering change while controlling blast radius, downtime, and rollback complexity. This paper consolidates five deployment strategies - Big Bang, Rolling, Blue-Green, Canary, and Feature Toggles and adds an operational layer as an original contribution: (i) a Deployment Risk Index (DRI) to select a rollout pattern; (ii) a Compatibility Envelope (CE) model to reason about multi-version coexistence in stateful systems; and (iii) Release Readiness Gates (RRGs) that operationalize canary evaluation and automatic pause/rollback. The guidance is aligned with established SRE and cloud-provider recommendations.

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References

[1] GoTranscript, "Exploring Deployment Strategies: Big Bang, Rolling, Blue-Green, Canary, and Feature Toggle" (transcript of "Top 5 Most-Used Deployment Strategies"), Sep. 2024. https://gotranscript.com/public/exploring-deployment-strategies-big-bang-rolling-blue-green-canary-and-feature-toggle

[2] Amazon Web Services, "Deployment strategies – Introduction to DevOps on AWS." https://docs.aws.amazon.com/whitepapers/latest/introduction-devops-aws/deployment-strategies.html

[3] Amazon Web Services, "Blue/Green Deployments on AWS" (whitepaper), Sep. 29, 2021. https://docs.aws.amazon.com/whitepapers/latest/blue-green-deployments/welcome.html

[4] Amazon Web Services, "Deployment methods – Practicing CI/CD on AWS." https://docs.aws.amazon.com/whitepapers/latest/practicing-continuous-integration-continuous-delivery/deployment-methods.html

[5] Kubernetes Documentation, "Deployments." https://kubernetes.io/docs/concepts/workloads/controllers/deployment/

[6] Kubernetes Documentation, "Performing a Rolling Update." https://kubernetes.io/docs/tutorials/kubernetes-basics/update/update-intro/

[7] Google SRE Workbook, "Canarying Releases." https://sre.google/workbook/canarying-releases/

[8] Google SRE Book, "Release Engineering." https://sre.google/sre-book/release-engineering/

[9] M. Fowler, "Feature Toggles (aka Feature Flags)." https://martinfowler.com/articles/feature-toggles.html

[10] M. Fowler, "Parallel Change" (Expand/Migrate/Contract), May 13, 2014. https://martinfowler.com/bliki/ParallelChange.html

[11] Google Cloud Blog, "SRE at Google: Reliable releases and rollbacks," Mar. 24, 2017. https://cloud.google.com/blog/products/gcp/reliable-releases-and-rollbacks-cre-life-lessons.

Published

2025-12-30

Issue

Section

Articles

How to Cite

1.
Atri S. Practical Deployment Strategies for Reliable Production Releases a Decision Framework, Readiness Gates, and Schema-Safe Rollout Patterns. IJETCSIT [Internet]. 2025 Dec. 30 [cited 2026 Jan. 28];6(4):191-5. Available from: https://ijetcsit.org/index.php/ijetcsit/article/view/537

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