Methodology for Decomposing a Legacy Monolith into a Microservice Architecture on Python with Preservation of Backward Compatibility and Managed Data Migration
Abstract
The migration of large-scale legacy monolithic systems to microservice architecture remains one of the pressing challenges in modern software engineering. This article examines methodological approaches to decomposing a Python-based monolith into an ecosystem of independently deployed microservices while preserving backward compatibility and ensuring controlled, non-disruptive data migration. The study is based on systematic analysis of peer-reviewed academic literature, industrial case studies, and the practical project experience of the author, including the transformation of a Python backend system that resulted in test coverage growth from 27% to 95% and database update acceleration by a factor of eighteen. The research identifies the Strangler Fig pattern combined with Domain-Driven Design (DDD) as the most evidence-supported decomposition strategy, proposes a six-stage migration roadmap incorporating dual-write data synchronization and API versioning, and formulates a risk matrix specific to Python ecosystems. The article contributes an original migration methodology that bridges the existing gap between theoretical decomposition frameworks and practical Python toolchain implementation. The results are of interest to software architects, backend engineers, and engineering managers engaged in system modernization projects.
Keywords
References
Similar Articles
- Dr. Alistair Sterling, Architectural Evolution and Decomposition Strategies: A Comprehensive Analysis of Microservice Migration, Performance Optimization, And Machine Learning-Assisted Service Boundary Detection , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 12 (2025): Volume 02 Issue 12
- Anh N. Tran, Siew H. Lim, A Critical Analysis of Apache Kafka's Role in Advancing Microservices Architecture: Performance, Patterns, and Persistence , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Dr. Joshua Muller, Zero-Trust Transformation in Healthcare IT: Securing Legacy Medical Devices Through Windows 11 Modernization in Clinical Workstations , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 01 (2026): Volume 03 Issue 01
- Dr. Felicia S. Lee, Ivan A. Kuznetsov, Bridging The Gap: A Strategic Framework for Integrating Site Reliability Engineering with Legacy Retail Infrastructure , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 11 (2025): Volume 02 Issue 11
- Dr. Emiliano R. Vassalli, Event-Driven Architectures in Fintech Systems: A Comprehensive Theoretical, Methodological, and Resilience-Oriented Analysis of Kafka-Centric Microservices , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Puspita Sari, Nathanael Sianipar, A DESIGN SCIENCE APPROACH TO MITIGATING INTER-SERVICE INTEGRATION FAILURES IN MICROSERVICE ARCHITECTURES: THE CONSUMER-DRIVEN CONTRACT TESTING FRAMEWORK AND PILOT IMPLEMENTATION , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Dr. Elena R. Moretti, Intent-Aware Decentralized Identity and Zero-Trust Framework for Agentic AI Workloads , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 11 (2025): Volume 02 Issue 11
- Mykola Nesvietaiev, Multisided Digital Platforms in the Sphere of Family Well-Being: Models for Balancing the Interests of Children, Parents, and Service Providers Under Regulatory Requirements for the Protection of Minors , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 03 (2025): Volume 02 Issue 03
- Aarav Mehta, Kavya Sharma, Deep Belief Network-Based Intelligent Framework for Financial Fraud Detection and Real-Time Alerting in Cloud Computing , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 08 (2026): Volume 03 Issue 08
- Dr. Rohan S. Whitaker, Predictive and Intelligent HVAC Systems: Integrative Frameworks for Performance, Maintenance, and Energy Optimization , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
You may also start an advanced similarity search for this article.