Real-Time Data Analytics in the Cloud: Enabling Enterprise Decision-Making
DOI:
https://doi.org/10.32628/CSEIT251112351Keywords:
Real-time Analytics, Cloud Computing, Event-driven Architecture, System Performance, Compliance MonitoringAbstract
Real-time data analytics in cloud environments represents a transformative shift in how enterprises process and utilize their data streams. This comprehensive article explores cloud-based analytics systems' fundamental components, implementation strategies, and performance considerations. The article examines data ingestion patterns, processing layer optimizations, storage solutions, security mechanisms, and monitoring approaches. Through a detailed examination of event-driven architectures, compliance requirements, and observability patterns, this article provides insights into building robust and efficient real-time analytics systems while maintaining security and regulatory compliance. The article encompasses technical implementation details and business impact considerations, offering a holistic view of modern analytics infrastructure.
Downloads
References
Grand View Research, "Cloud Analytics Market Size, Share & Trends Analysis Report By Component (Solutions, Service), By Deployment, By Organization Size, By Application, By Industry Vertical (BFSI, IT & Telecommunication), By Region, And Segment Forecasts, 2025 - 2030." Available: https://www.grandviewresearch.com/industry-analysis/cloud-analytics-market-report
Sören Henning et al., "Reproducible Benchmarking of Cloud-Native Applications With the Kubernetes Operator Pattern," SSP’21: 12th Symposium on Software Performance 2021, November 9–10, 2021. Available: https://ceur-ws.org/Vol-3043/short5.pdf
Tri Minh Truong et al., "Performance Analysis of Large-Scale Distributed Stream Processing Systems on the Cloud," ResearchGate, July 2018. Available: https://www.researchgate.net/publication/327812255_Performance_Analysis_of_Large-Scale_Distributed_Stream_Processing_Systems_on_the_Cloud
Sören Henning & Wilhelm Hasselbring, "A configurable method for benchmarking scalability of cloud-native applications," Empirical Software Engineering, Volume 27, article number 143, (2022). Available: https://link.springer.com/article/10.1007/s10664-022-10162-1
Shatrughna Upadhyay, "EVENT-DRIVEN ARCHITECTURES IN LEARNING SYSTEMS: TURNING DATA INTO ACTIONABLE INSIGHTS," ResearchGate, February 2025. Available: https://www.researchgate.net/publication/389054969_EVENT-DRIVEN_ARCHITECTURES_IN_LEARNING_SYSTEMS_TURNING_DATA_INTO_ACTIONABLE_INSIGHTS
Sachini Jayasekara et al., "Optimizing Checkpoint-based Fault-Tolerance in Distributed Stream Processing Systems: Theory to practice," Wiley, 21/02/2025. Available: https://onlinelibrary.wiley.com/doi/am-pdf/10.1002/spe.3021
GeeksforGeeks, "Latency in Distributed System," 12 Aug, 2024. Available: https://www.geeksforgeeks.org/latency-in-distributed-system/
Ran Yang et al., "Resource optimization in distributed real-time multimedia applications," Multimedia Tools and Applications, Volume 59, pages 941–971, (2012), 23 March 2011. Available: https://link.springer.com/article/10.1007/s11042-011-0782-5
Hanane Chliah et al., "Performance Security in Distributed System: Comparative Study," ResearchGate, January 2018. Available: https://www.researchgate.net/publication/384632560_Performance_Security_in_Distributed_System_Comparative_Study
Daniela Loreti et al., "A distributed approach to compliance monitoring of business process event streams," Future Generation Computer Systems, Volume 82, May 2018, Pages 104-118. Available: https://www.sciencedirect.com/science/article/abs/pii/S0167739X17317909
Asher Bradley, "Predictive Analytics in Distributed Systems: Enhancing Performance through Machine Learning," ResearchGate, November 2023. Available: https://www.researchgate.net/publication/385780505_Predictive_Analytics_in_Distributed_Systems_Enhancing_Performance_through_Machine_Learning
Joshua Johnson et al., "The Influence of Real-Time Analytics on Business Strategy," ResearchGate, February 2025. Available: https://www.researchgate.net/publication/389055348_The_Influence_of_Real-Time_Analytics_on_Business_Strategy
Downloads
Published
Issue
Section
License
Copyright (c) 2025 International Journal of Scientific Research in Computer Science, Engineering and Information Technology

This work is licensed under a Creative Commons Attribution 4.0 International License.