International Journal For Multidisciplinary Research

E-ISSN: 2582-2160   •   Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

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Volume 8 Issue 1
January-February 2026

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Comparative Review of Java Spring Boot vs. Microservices for Financial Data Ingestion Pipelines

Author(s) Shreyansh Sharma
Country United States
Abstract Within the changing environment of financial technology, the choice of correct architectural paradigm to data ingestion pipelines has a critical effect on system performance, scalability and maintainability. The paper is a thorough comparative analysis of Java Spring Boot framework and microservices architecture to use in designing financial data ingestion pipelines. The paper measures such important metrics as latency, throughput, scalability, fault tolerance and financial services specific compliance requirements. Results have shown that Spring Boot is quick to develop and deploy when the application being developed is moderate in size with a load of up to 300,000 requests per second, whereas microservices architecture is better scaled and resilient when financial data processing is large volume with more than 2 million events per second. The paper will be concluded with evidence-based suggestions to choose right architecture depending on the organizational needs, complexity of the system, constraints in the operations and the level of maturity of the financial institutions. Moreover, this study also determines hybrid solutions that can balance the agility of microservices and the simplicity of Spring Boot operations.
Keywords Spring boot, Microservices architecture, financial data ingestion, Data pipeline, Real-Time Processing, Apache Kafka, Cloud-native application, Distributed system, Financial Services Technology.
Field Engineering
Published In Volume 8, Issue 1, January-February 2026
Published On 2026-01-28
DOI https://doi.org/10.36948/ijfmr.2026.v08i01.67511
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E-ISSN 2582-2160
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