Breaking Down Monoliths: A Graph Based Approach to Microservices Migration
Journal Title: International Journal of Innovations in Science and Technology - Year 2024, Vol 6, Issue 3
Abstract
Introduction: The software industry has increasingly transitioned from Monolithic Architecture (MA) to Microservices Architecture (MSA) due to the significant advantages offered by MSA. A crucial first step in this migration process is the identification of suitable microservices. Novelty Statement: This work aims to introduce an automated method for more effectively identifying potential microservices within monolithic applications. Materials and Methods: Our approach leverages the source code to construct a frequencybased class dependency graph through graph analysis techniques. A clustering algorithm is then applied to this graph to identify optimal candidate microservices. Results and Discussion: We evaluate the effectiveness of the proposed approach using several metrics, including the number of microservices, Newman-Girvan Modularity (NGM), and F1- Score. The results demonstrate that the approach accurately identifies candidate microservices, achieving an average F1 score of 0.88 and an average NGM score of 0.526. Concluding Remarks: The proposed approach proves to be an effective tool for assisting developers in migrating from MA to MSA, facilitating a more streamlined transition process.
Authors and Affiliations
Azaz Ahmed Kiani, Zain ul Islam Adil, Yasir Hafeez, Javed Iqbal, Fahad Burhan Ahmed
Keywords
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