Serverless Data Engineering: Revolutionizing Retail and Finance Industries
DOI:
https://doi.org/10.32628/CSEIT25111279Keywords:
Serverless Computing, Data Engineering, Cloud Architecture, Event-Driven Processing, Infrastructure OptimizationAbstract
Serverless computing has revolutionized data engineering, transforming how organizations design and implement their data processing architectures. This comprehensive article explores the evolution, implementation patterns, and best practices of serverless data engineering, with a particular focus on retail and financial services sectors. The article examines the technical foundations, including event-driven architectures, compute layers, and storage infrastructures, while presenting detailed case studies from industry leaders. This article shows real-world implementations, the research demonstrates how serverless architectures enhance operational efficiency, reduce infrastructure costs, and improve system performance. The article covers advanced topics such as customer analytics pipelines, fraud detection systems, and regulatory compliance frameworks, providing insights into both technical and business aspects of serverless adoption.
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Yongkang Li, et al., "Serverless Computing: State-of-the-Art, Challenges and Opportunities," IEEE Transactions on Cloud Computing, 2022. Available: https://ieeexplore.ieee.org/document/9756233
NAVEEN KODAKANDLA, "Serverless Architectures: A Comparative Study of Performance, Scalability, and Cost in Cloud-native Applications," International Research Engineering Journal, 2021. Available: https://www.irejournals.com/formatedpaper/1702888.pdf
Jinfeng Wen, et al. "Revisiting the Performance of Serverless Computing: An Analysis of Variance," International Journal of Advanced Research in Computer Science, 2023. Available: https://arxiv.org/pdf/2305.04309
Blesson Varghese, et al. "Next generation cloud computing: New trends and research directions," Future Generation Computer Systems, 2018. Available: https://www.sciencedirect.com/science/article/abs/pii/S0167739X17302224
Jay Sitapara, "Real-time Data Processing with Serverless Computing," DataVersity, 2018. [Online]. Available: https://www.dataversity.net/real-time-data-processing-serverless-computing/
Ramotion, "Serverless Architecture: The Future of Scalable Computing," Ramotion Blog, 2023. [Online]. Available: https://www.ramotion.com/blog/what-is-serverless-architecture/
Matthew Meckes, "A serverless architecture for high performance financial modelling," AWS HPC Blog, 2022. [Online]. Available: https://aws.amazon.com/blogs/hpc/a-serverless-architecture-for-high-performance-financial-modelling/
T. Guhan, et al., "Financial and Economic Analysis on Serverless Computing Sytem Services," Advanced Research in Cloud Computing, 2023. [Online]. Available: https://www.igi-global.com/chapter/financial-and-economic-analysis-on-serverless-computing-sytem-services/357936
Appvia, "Scaling New Heights: Embracing Serverless Computing in Enterprise Applications," Appvia Blog, 2024. [Online]. Available:https://www.appvia.io/blog/scaling-new-heights-serverless-computing
Adarsh Rai, "FinOps Performance Benchmarking: Measuring Cost & Efficiency," Economize Cloud, 2024. [Online]. Available: https://www.economize.cloud/blog/finops-performance-benchmarking/
Trigyn Technologies, "Serverless Architectures: Best Practices and Use Cases," 2024. [Online]. Available: https://www.trigyn.com/insights/serverless-architectures-best-practices-and-use-cases
Mustafa Daraghmeh, et al., "Optimizing serverless computing: A comparative analysis of multi-output regression models for predictive function invocations," Simulation Modelling Practice and Theory, vol. 124, 2024. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S1569190X2400039X
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