Breaking Down Monoliths: A Graph Based Approach to Microservices Migration
Azaz Ahmad Kayani, Zain Ul Islam Adil, Yasir Hafeez, Javed Iqbal, Fahad Burhan Ahmed · International Journal of Innovations in Science and Technology · 2024
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 frequency-based 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.