Healthcare Services Enhancing Based on Cloud Computing Frameworks: A Systematic Review

Ali Ahmed   Barka

Article Details

Healthcare Services Enhancing Based on Cloud Computing Frameworks: A Systematic Review

Authors:

Ali Ahmed Barka

Publisher:

Asmarya University, Libya

Journal:

Journal of the Academic Forum Vol.10 Issue 1, pp.1-31

Document Type:

Article

Publication Date:

1/2026

Document Language:

English

Document ID (Org No.):

2001528704

pISSN:

2710-4478

Keywords:

Abstract:

 This review evaluates the effectiveness of cloud computing frameworks in enhancing healthcare service delivery, patient data management, telemedicine, healthcare analytics, cost-efficiency, and patient outcomes. A systematic analysis of empirical, case-based, and framework-oriented studies from multiple regions was conducted to clarify the practical impacts and implementation challenges associated with cloud adoption in the health sector. The findings indicate that cloud computing substantially improves data interoperability, accessibility, and clinical workflow efficiency, while AI-enabled capabilities further support personalized care and predictive analytics. Cloud-based telemedicine demonstrates strong scalability and expands access to care, particularly in underserved settings, despite ongoing infrastructural and regulatory constraints. Cost-effectiveness is reflected in reduced IT expenditures and operational gains, although initial deployment and security demands remain significant. Persistent concerns regarding data privacy, security, and regulatory compliance highlight the need for robust, multilayered protection strategies. Overall, the review underscores the transformative potential of cloud computing in healthcare and emphasizes the importance of addressing standardization, privacy, and scalability to ensure sustainable, secure, and equitable digital health ecosystems.

Article Details

Healthcare Services Enhancing Based on Cloud Computing Frameworks: A Systematic Review

Authors:

Ali Ahmed Barka

Publisher:

Asmarya University, Libya

Journal:

Journal of the Academic Forum Vol.10 Issue 1, pp.1-31

Document Type:

Article

Publication Date:

1/2026

Document Language:

English

Document ID (Org No.):

2001528704

pISSN:

2710-4478

AI capabilities

cloud computing

digital health ecosystems

healthcare delivery

healthcare analytics

patient data management

Issues

Article Details

Healthcare Services Enhancing Based on Cloud Computing Frameworks: A Systematic Review

Authors: Ali Ahmed Barka

Publisher: Asmarya University, Libya

Journal: Journal of the Academic Forum Vol.10 Issue 1, pp.1-31

Document Type: Article

Publication Date: 1/2026

Document Language: English

Document ID (Org No.): 2001528704

pISSN: 2710-4478

AI capabilities

cloud computing

digital health ecosystems

healthcare delivery

healthcare analytics

patient data management

Issues

Authors:

Ali Ahmed Barka

Publisher:

Asmarya University, Libya

Journal:

Journal of the Academic Forum Vol.10 Issue 1, pp.1-31

Document Type:

Article

Publication Date:

1/2026

Document Language:

English

Document ID (Org No.):

2001528704

pISSN:

2710-4478