Machine Learning-Driven Customer Segmentation in Retail Cloud Data

This manuscript explores how machine learning (ML) techniques can optimize customer segmentation in retail, particularly when integrated with cloud-based data architectures. The study analyzes various ML algorithms, including clustering and classification methods, to identify consumer patterns, enabling personalized marketing strategies. Key findings highlight the effectiveness of cloud-based segmentation in enhancing customer engagement, optimizing sales, and improving decision-making in real-time. This research demonstrates that ML-driven segmentation empowers retail businesses to adapt dynamically to market demands, ensuring sustainable customer relationships and boosting profitability.

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Publication Details

Journal
Journal of Quantum Science and Technology.
Published
2025-06-02
DOI
https://doi.org/10.63345/jqst.v2i2.302
Primary Topic
Customer churn and segmentation
Type
article
Field-Weighted Citation Impact
0.00
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article

Machine Learning-Driven Customer Segmentation in Retail Cloud Data

Dr Rambabu Kalathoti
Journal of Quantum Science and Technology.
Customer churn and segmentation
article

Machine Learning-Driven Customer Segmentation in Retail Cloud Data

Dr Rambabu Kalathoti
article en

Abstract

This manuscript explores how machine learning (ML) techniques can optimize customer segmentation in retail, particularly when integrated with cloud-based data architectures. The study analyzes various ML algorithms, including clustering and classification methods, to identify consumer patterns, enabling personalized marketing strategies. Key findings highlight the effectiveness of cloud-based segmentation in enhancing customer engagement, optimizing sales, and improving decision-making in real-time. This research demonstrates that ML-driven segmentation empowers retail businesses to adapt dynamically to market demands, ensuring sustainable customer relationships and boosting profitability.

Journal of Quantum Science and Technology.Vol. 2(2)
Koneru Lakshmaiah Education Foundation (IN)
Openalex Percentile: Top 64%
Customer churn and segmentation
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