PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
April 11, 20260 citationsOpen Access

AI-Driven Configuration Management In DevOps

View Full Paper
KPKiran Patel

Key Points

  • This review aims to investigate how AI and ML are transforming configuration management in DevOps environments.
  • Examined the integration of AI into configuration management practices.
  • Analyzed the impacts of predictive analytics and automated drift detection.
  • Considered the evolution from manual methods to intelligent remediation strategies.
  • AI-driven techniques lead to reduced configuration drift and optimized delivery cycles.
  • The integration of AI enhances security compliance and reduces human error.
  • Organizations experience improved reliability by anticipating system failures.

Abstract

Artificial Intelligence (AI) and Machine Learning (ML) are fundamentally transforming the landscape of Configuration Management (CM) within DevOps ecosystems. Traditionally, CM relied on static scripts and manual interventions to maintain system consistency, which often led to configuration drift and delayed deployments in large-scale environments. AI-driven configuration management introduces predictive analytics, automated drift detection, and intelligent remediation strategies that allow infrastructure to self-heal and scale dynamically. By integrating AI into the CI/CD pipeline, organizations can transition from reactive maintenance to proactive optimization. This review explores the convergence of AI and DevOps, focusing on how intelligent algorithms manage complex environmental variables, enhance security compliance, and reduce human error. The integration of AI not only accelerates delivery cycles but also ensures higher reliability by anticipating failures before they manifest. As cloud-native architectures become more intricate, AI-driven CM emerges as a critical necessity for maintaining operational excellence and achieving true continuous deployment.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Kiran Patel (2020) studied this question.

synapsesocial.com/papers/69d9e63478050d08c1b76789https://doi.org/10.5281/zenodo.19482042
Ask AI
Helpful
Bookmark
Share
View Full Paper