PPTAM$η$: Energy Aware CI/CD Pipeline for Container Based Applications

Fuente: arXiv
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Autores principales: Aneggi, Alessandro, Li, Xiaozhou, Janes, Andrea
Formato: Preprint
Publicado: 2026
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author Aneggi, Alessandro
Li, Xiaozhou
Janes, Andrea
author_facet Aneggi, Alessandro
Li, Xiaozhou
Janes, Andrea
contents Modern container-based microservices evolve through rapid deployment cycles, but CI/CD pipelines still rarely measure energy consumption, even though prior work shows that design patterns, code smells and refactorings affect energy efficiency. We present PPTAM$η$, an automated pipeline that integrates power and energy measurement into GitLab CI for containerised API systems, coordinating load generation, container monitoring and hardware power probes to collect comparable metrics at each commit. The pipeline makes energy visible to developers, supports version comparison for test engineers and enables trend analysis for researchers. We evaluate PPTAM$η$ on a JWT-authenticated API across four commits, collecting performance and energy metrics and summarising the architecture, measurement methodology and validation.
format Preprint
id arxiv_https___arxiv_org_abs_2602_12081
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle PPTAM$η$: Energy Aware CI/CD Pipeline for Container Based Applications
Aneggi, Alessandro
Li, Xiaozhou
Janes, Andrea
Software Engineering
Modern container-based microservices evolve through rapid deployment cycles, but CI/CD pipelines still rarely measure energy consumption, even though prior work shows that design patterns, code smells and refactorings affect energy efficiency. We present PPTAM$η$, an automated pipeline that integrates power and energy measurement into GitLab CI for containerised API systems, coordinating load generation, container monitoring and hardware power probes to collect comparable metrics at each commit. The pipeline makes energy visible to developers, supports version comparison for test engineers and enables trend analysis for researchers. We evaluate PPTAM$η$ on a JWT-authenticated API across four commits, collecting performance and energy metrics and summarising the architecture, measurement methodology and validation.
title PPTAM$η$: Energy Aware CI/CD Pipeline for Container Based Applications
topic Software Engineering
url https://arxiv.org/abs/2602.12081