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
Most read articles by the same author(s)
- Rina Kobayashi, Algorithmic Decision Engines and The Regulatory Frontier: A Multi-Dimensional Analysis of Machine Learning Architectures and Governance in Global Financial Ecosystems , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 02 (2026): Volume 03 Issue 02
- Sneha R. Patil, Dr. Liam O. Hughes, ENHANCED MALWARE DETECTION THROUGH FUNCTION PARAMETER ENCODING AND API DEPENDENCY MODELING , International Journal of Modern Computer Science and IT Innovations: Vol. 1 No. 01 (2024): Volume 01 Issue 01
- Dr. Alexei Morozov, Prof. Kevin J. Donovan, The Transformative Impact of Containerization on Modern Web Development: An In-depth Analysis of Docker and Kubernetes Ecosystems , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Dr. Alejandro Martínez, Explainable Artificial Intelligence As A Foundation For Trust, Sustainability, And Responsible Decision-Making Across Business And Healthcare Ecosystems , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 01 (2026): Volume 03 Issue 01
- Prof. Isabella Rossi, Dr. Luis Fernando Páez, GEOSPATIAL ANOMALY DETECTION FOR ENHANCED SECURITY IN DELAY-TOLERANT NETWORKS , International Journal of Modern Computer Science and IT Innovations: Vol. 1 No. 01 (2024): Volume 01 Issue 01
- Dr. Julian Blackwood, Professor Elara Croft, REAL-TIME DIGITAL TWIN FOR STEWART PLATFORM CONTROL AND TRAJECTORY SYNTHESIS , International Journal of Modern Computer Science and IT Innovations: Vol. 1 No. 01 (2024): Volume 01 Issue 01
- Kolchin Rustam, Application of Artificial Intelligence in Digital Risk Protection and External Threat Intelligence , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 05 (2026): Volume 03 Issue 05
- Dr. Kwame Mensah, Ms. Ama Boateng, Comparative Analytical Framework for Assessing Multiple Machine Learning Classifiers in Twitter Sentiment Analysis Using Bag-of-Words Feature Representation , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 08 (2026): Volume 03 Issue 08
- Dr. Andika Prasetyo, Siti Rahmawati, M.Sc., Rizky Maulana, Structured Teaching Framework Focused on Beginner-Level Software Development Skills , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 04 (2026): Volume 03 Issue 04
- Dr. Rakesh T. Sharma, Dr. Neha R. Kulkarni, GUIDING SEARCH-BASED SOFTWARE TESTING WITH DEFECT PREDICTION: AN EMPIRICAL INVESTIGATION , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 03 (2025): Volume 02 Issue 03
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
- Serhii Yakhin , Resilience and Scale in .NET Microservices via Message Brokers for Ensuring Fault Tolerance and Scalability in .NET Microservices , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- 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. Chinedu Okafor, Dr. Amina Ibrahim Bello, Preparing National Security Systems for the Quantum Era: A Roadmap for Post-Quantum Cryptographic Migration , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 08 (2026): Volume 03 Issue 08
- 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
You may also start an advanced similarity search for this article.