GitHub Actions articles | Michael John Peña

Jul 31, 2025 1 min read

End-to-End MLOps with Azure Machine Learning and GitHub Actions

Implement approval gates before production deployment. Track model lineage, performance metrics, and data dependencies for full auditability.

MLOps Azure Machine Learning GitHub Actions

Nov 27, 2022 1 min read

Azure DevOps vs GitHub Actions: Choosing the Right CI/CD Platform

Feature Azure DevOps GitHub Actions YAML Config azure pipelines.yml .github/workflows/ .yml Hosted Runners Microsoft hosted GitHub hosted Self hosted Yes…

Azure DevOps GitHub Actions CI/CD

Oct 19, 2022 1 min read

OIDC Tokens in GitHub Actions

OIDC eliminates the need for long-lived cloud credentials, improving security posture.

GitHub GitHub Actions Security

Oct 18, 2022 1 min read

GitHub Actions Artifact Management

Proper artifact management enables efficient multi-job pipelines and deployment workflows.

GitHub GitHub Actions Artifacts

Oct 17, 2022 1 min read

GitHub Actions Caching Strategies

Proper caching can reduce build times by 50-80% for dependency-heavy projects.

GitHub GitHub Actions Performance

Oct 16, 2022 1 min read

Creating Custom GitHub Actions

Custom actions enable sophisticated automation tailored to your specific workflows.

GitHub GitHub Actions JavaScript

Oct 15, 2022 1 min read

Building GitHub Composite Actions

Composite actions bridge the gap between simple step sequences and full custom actions.

GitHub GitHub Actions Automation

Oct 14, 2022 1 min read

GitHub Reusable Workflows Patterns

Reusable workflows reduce duplication and improve maintainability across repositories.

GitHub GitHub Actions CI/CD

Oct 13, 2022 1 min read

GitHub Required Workflows for Enterprise

Required workflows ensure consistent security and quality standards across the enterprise.

GitHub GitHub Actions Enterprise

Oct 12, 2022 1 min read

GitHub Actions Larger Runners Deep Dive

Larger runners can dramatically reduce build times when used effectively with parallelizable workloads.

GitHub GitHub Actions CI/CD

Oct 11, 2022 1 min read

GitHub Actions Improvements - October 2022

GitHub now offers larger hosted runners for more demanding workloads. Enforce workflows across all repositories in an organization.

GitHub GitHub Actions CI/CD

Dec 11, 2021 1 min read

CI/CD for Machine Learning: Building Reliable ML Pipelines

ML CI/CD in 2021 became essential for production systems. The tooling caught up with the need, and now there's no excuse for manual deployments.

MLOps CI/CD Machine Learning

Jun 8, 2021 1 min read

GitHub Actions Workflows for Azure Deployments

GitHub Actions workflows for Azure deployment have become my default for any project that lives on GitHub and targets Azure. The Azure/login action with…

GitHub Actions Azure CI/CD

Feb 20, 2021 1 min read

CI/CD to Azure with GitHub Actions

GitHub Actions went from "interesting alternative to Azure DevOps Pipelines" to "my default CI/CD choice for most new Azure projects" in about twelve…

Azure GitHub Actions CI/CD