The Role of Cloud Computing in Decoupling Storage and Processing: Enhancing Flexibility in Technological Choices

This article examines the transformative role of cloud computing in enabling the decoupling of storage and processing systems, a paradigm shift that has fundamentally altered how organizations design and implement their data infrastructure. By separating these traditionally integrated components, cloud architectures provide unprecedented flexibility in technological choices, allowing businesses to optimize their resources based on specific workload requirements rather than being constrained by monolithic systems. The article explores how this architectural approach addresses the limitations of traditional tightly-coupled infrastructures, which include scalability constraints, technology lock-in, capital-intensive investment models, and complex provisioning processes. Through analysis of major cloud providers' storage and processing services, the article demonstrates how decoupled architectures enable enhanced framework selection for analytics, streamlined machine learning workflows, and sophisticated real-time processing capabilities. Special attention is given to cloud data lakes as the quintessential manifestation of this architectural paradigm, along with emerging trends that further enhance the value proposition of decoupling, including multi-cloud strategies, storage-side computing, serverless processing, and AI-driven optimization. The article highlights how organizations across industries are leveraging these capabilities to improve operational efficiency, accelerate innovation, and extract greater value from their data assets.

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Publication Details

Journal
Technix International Journal for Engineering Research
Published
2025-01-01
DOI
https://doi.org/10.56975/tijer.v12i6.158630
Primary Topic
Advanced Data Storage Technologies
Type
article
Field-Weighted Citation Impact
0.00
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article

The Role of Cloud Computing in Decoupling Storage and Processing: Enhancing Flexibility in Technological Choices

Avinash Reddy Thimmareddy
Technix International Journal for Engineering Research
Advanced Data Storage Technologies
article

The Role of Cloud Computing in Decoupling Storage and Processing: Enhancing Flexibility in Technological Choices

Avinash Reddy Thimmareddy
article en

Abstract

This article examines the transformative role of cloud computing in enabling the decoupling of storage and processing systems, a paradigm shift that has fundamentally altered how organizations design and implement their data infrastructure. By separating these traditionally integrated components, cloud architectures provide unprecedented flexibility in technological choices, allowing businesses to optimize their resources based on specific workload requirements rather than being constrained by monolithic systems. The article explores how this architectural approach addresses the limitations of traditional tightly-coupled infrastructures, which include scalability constraints, technology lock-in, capital-intensive investment models, and complex provisioning processes. Through analysis of major cloud providers' storage and processing services, the article demonstrates how decoupled architectures enable enhanced framework selection for analytics, streamlined machine learning workflows, and sophisticated real-time processing capabilities. Special attention is given to cloud data lakes as the quintessential manifestation of this architectural paradigm, along with emerging trends that further enhance the value proposition of decoupling, including multi-cloud strategies, storage-side computing, serverless processing, and AI-driven optimization. The article highlights how organizations across industries are leveraging these capabilities to improve operational efficiency, accelerate innovation, and extract greater value from their data assets.

Technix International Journal for Engineering ResearchVol. 12(6)
Osmania University (IN)
Industry, innovation and infrastructure
Openalex Percentile: Top 85%
Advanced Data Storage Technologies
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The Role of Cloud Computing in Decoupling Storage and Processing: Enhancing Flexibility in Technological Choices — Avinash Reddy Thimmareddy · Technix International Journal for Engineering Research (2025) | TGRS Research Map | TGRS