GenOps Blog
Notes from the work, not a content calendar.
What a read-only AWS audit actually turns up, how MacGroom finds the space Finder can't, and the odd corners of Irish tax and pension rules the calculators exist to untangle. Written by the person doing the work — no ghostwriters, no filler.
macgroom-cli: A Free, Open-Source Terminal Tool for Dev Cache Cleanup
Same three categories that are free in the MacGroom app, from the terminal: local AI model caches, dev tool caches, and recursive project artifacts. Open source, MIT-licensed, zero telemetry, Trash not rm.
Read the post →Irish Income Tax Calculator 2026
Free Irish income tax calculator for 2026. Calculate Income Tax, USC, and PRSI with a full band breakdown and annual, monthly, weekly, and daily take-home figures.
Read the post →Salary Comparison Calculator Ireland
Compare two Irish salary scenarios side by side — different income, category, or PRSI period — with full Income Tax, USC, and PRSI breakdowns for each.
Read the post →Salary Raise Tax Calculator Ireland
See exactly how much of a payrise you keep in Ireland after Income Tax, USC, and PRSI, comparing take-home before and after side by side.
Read the post →Bonus & RSU Tax Calculator Ireland
Calculate the Income Tax, USC, and PRSI on a bonus or RSU vesting in Ireland, and see the net amount you actually receive at your marginal rate.
Read the post →Budget 2027 Calculator Ireland
Budget 2027 lands Tuesday 6 October 2026. Enter your salary and try the tax changes being floated to see what they'd be worth to you — updated live once the Budget is confirmed.
Read the post →2025 vs 2026 Irish Tax Calculator
Compare your Irish take-home pay under 2025 and 2026 tax bands side by side to see exactly how the Budget changed your net income.
Read the post →Take-Home Goal Calculator Ireland
Enter the take-home pay you need in Ireland, and find the gross salary required to hit it after Income Tax, USC, and PRSI.
Read the post →Contractor Day Rate Calculator Ireland
Calculate net take-home for an Irish day-rate contractor after Income Tax, USC, and self-employed PRSI, with expenses and pension contribution options.
Read the post →Contracting vs PAYE Calculator Ireland
Compare day-rate contracting against a PAYE salaried role in Ireland, including the employer-funded benefits a contractor has to self-fund.
Read the post →My Future Fund Calculator 2026
Calculate what My Future Fund, Ireland's new auto-enrolment pension, takes from your pay and what lands in your pot — employee, employer and State top-up, projected to retirement.
Read the post →Unclaimed Tax Credits Ireland 2026
Check what Irish tax credits and reliefs you might be missing — rent credit, remote working relief, medical expenses, flat-rate expenses — and how far back you can claim.
Read the post →Benefit in Kind Calculator Ireland 2026
Calculate Irish Benefit in Kind tax for 2026 — company car by CO2 category and business mileage, company van, and employer-paid health insurance — at your real marginal rate.
Read the post →ETF vs Shares vs Pension Calculator Ireland 2026
See the same investment taxed three different ways in Ireland — 38% ETF exit tax with 8-year deemed disposal, 33% CGT on shares, or tax-free growth in a pension.
Read the post →Deemed Disposal Calculator Ireland 2026
Calculate the exit tax due on an Irish ETF or fund holding at each 8-year deemed disposal, and the real long-term cost to your compounding.
Read the post →Capital Gains Tax Calculator Ireland 2026
Calculate Irish Capital Gains Tax across multiple disposals in a tax year — shares, cryptocurrency, and property — netting gains against losses before the €1,270 exemption.
Read the post →DIRT Calculator Ireland 2026
Compare a bank or credit union deposit after 33% DIRT against DIRT-free State Savings from An Post, over any time horizon.
Read the post →Inheritance & Gift Tax Calculator Ireland 2026 (CAT)
Calculate Irish Capital Acquisitions Tax on a gift or inheritance — Group A/B/C thresholds, 33% rate, small gift exemption, agricultural and business relief.
Read the post →Home Buying Costs Calculator Ireland 2026
Read the post →VRT Calculator Ireland 2026
Estimate Irish Vehicle Registration Tax for importing a car — the full 20-band CO2 table, the NOx emissions levy, and BEV relief, in one calculator.
Read the post →Childcare Subsidy Calculator Ireland 2026
Read the post →Rent vs Buy Calculator Ireland 2026
Compare renting and investing the difference against buying a home in Ireland, including stamp duty, mortgage amortisation, ongoing costs and the Rent Tax Credit, projected out to…
Read the post →Mortgage Overpayment Calculator Ireland
See exactly how much interest and how many months a recurring or lump-sum mortgage overpayment saves, month by month, against your original repayment schedule.
Read the post →Mortgage Break Fee Calculator Ireland
Estimate the Early Repayment Charge for breaking a fixed-rate mortgage in Ireland, and whether switching to today's rate actually saves more than the fee costs.
Read the post →Net Worth Calculator Ireland
A free, no-signup net worth calculator — add up your cash, investments, pension and property, subtract your mortgage and other debts, and see the number and the mix behind it.
Read the post →ARF Drawdown Calculator Ireland
Read the post →Retirement Income Calculator Ireland
Work out the real Income Tax, USC and PRSI on a private or occupational pension alongside the State Pension — including the over-65 exemption, marginal relief and the over-70…
Read the post →Public Sector Pension Calculator Ireland — Single Scheme & AVCs
Free Single Public Service Pension Scheme calculator for Irish civil and public servants — project your Defined Benefit pension and lump sum, and see your real AVC tax-relief headroom after your mandatory contribution.
Read the post →Inside the GenOps AWS Cost Audit: What $50 Actually Buys You
A read-only scan across 12 resource analysers and 54 automated tests, a PDF report with real dollar estimates, and a 30-minute walkthrough — here's exactly what the AWS cost audit includes and how the pricing works.
Read the post →Inside the GenOps Cloud Security Audit: Prowler, CIS, and a Human Read
Prowler for account checks, Trivy for containers, Checkov and Snyk for IaC — the same open-source scanners security teams run, plus a human reading every finding in context. Here's exactly what the security audit includes.
Read the post →How GenOps Cloud Consulting Engagements Actually Work
Assessment, implementation, managed operations, or enablement — four engagement models, one person doing the actual work. Here's how a GenOps cloud consulting engagement is structured, and where the two live audit services fit in.
Read the post →MacGroom: The Mac Cleanup Tool That Shows Its Work
Free forever, or $24 once for Deep Scan, Dev Project Artifacts, and Storage Trend. Nothing is selected or deleted until you review it yourself. Here's what MacGroom actually finds, and why scanning and deleting are always separate steps.
Read the post →What a read-only AWS cost audit actually finds in week one
Idle NAT gateways, orphaned EBS volumes, and Reserved Instances nobody's tracking — the pattern shows up almost every time, before any architecture changes.
Read the post →I Got Tired of Grepping Runbooks, So I Built a Tool That Cites Its Sources
It’s 2:47 AM. PagerDuty just went off. Something called PolicyConstraintSyncFailed is firing, and the only thing you know for certain is that you wrote a…
Read the post →Cursor: How to Optimize Your AI Coding Workflow for Consumption Pricing
If you log into Cursor soon, you are going to notice a massive shift under the hood. The days of a flat, predictable “x requests per month” are officially…
Read the post →The Ultimate Guide to Model Context Protocol (MCP): Architecture, Examples, Cursor Setup, and…
The AI landscape shifted dramatically with the introduction of the Model Context Protocol (MCP), open-sourced by Anthropic. For a long time, Large Language…
Read the post →Free Network Troubleshooting Tool That Runs Entirely in Your Browser
I’ve been in networking and DevOps long enough to know one thing:
Read the post →Running Ollama Locally: How to Run Powerful LLMs on Your Laptop (No Subscription)
Run ChatGPT-level AI locally using Ollama. No subscriptions, no data leaks, no internet required.
Read the post →Mastering Claude Code: From Beginner Basics to Advanced Agentic Workflows
In the fast-evolving world of AI-assisted coding, Anthropic’s Claude Code stands out for one simple reason: it lives in your terminal and behaves like a real…
Read the post →Building an AI-Powered Document Processing Pipeline with AWS ECS and Amazon Bedrock
In today’s data-driven world, processing and extracting insights from documents at scale is a common challenge. Whether you’re dealing with legal contracts,…
Read the post →DevOps learnings from The Phoenix and Unicorn Project
Ever feel like your AI/ML projects are a mythical beast — part unicorn dream, part phoenix inferno? With AI popping up everywhere faster than viral cat videos,…
Read the post →Building an End-to-End MLOps Pipeline on AWS SageMaker
If you’re into machine learning and cloud stuff like me, you’ve probably spent many hours:
Read the post →Exploring Cursor CLI: The AI-Powered Terminal Tool That’s Changing How We Code
Hey everyone — if you’re someone who spent way too many hours glued to the terminal, you know how clunky it can feel to switch contexts just to get some AI…
Read the post →Advanced Tips and Tricks for Cursor IDE
Hey folks, I’ve been using tools like Terraform, Python, Bash, Kubernetes, and Jenkins for years, and lately, Cursor IDE has become my go-to for boosting…
Read the post →AI-Powered IDEs: Cursor vs Windsurf vs Kiro
As a developer, I can tell you: AI-powered IDEs are a godsend.
Read the post →Simplifying Kubernetes with ArgoCD: Your Go-To GitOps Solution
Managing Kubernetes deployments across multiple environments can feel like herding cats. That’s where ArgoCD, a fantastic GitOps tool, comes in, making life…
Read the post →Building an AI-Powered Document Processing System with MCP, ECS, and S3
How I built a serverless architecture that lets AI models intelligently fetch and summarize documents from S3 using the Model Context Protocol
Read the post →Managing AWS Infrastructure with Crossplane: A Kubernetes-Native Alternative to Terraform
For years, I’ve used Terraform to manage cloud infrastructure. It’s powerful and battle-tested — but I always felt there was a gap. That awkward moment when…
Read the post →Building Large Language Models (LLMs) in Machine Learning
Large Language Models (LLMs) have revolutionized natural language processing (NLP), enabling advanced capabilities such as text generation, summarization, code…
Read the post →Building and Deploying Large Language Models (LLMs): A Real-World Implementation
Large Language Models (LLMs) like GPT, LLaMA, and Falcon have revolutionized AI-powered applications, enabling chatbots, content generation, and more. This…
Read the post →Deploying a Text Generation AI App with AWS EKS, ECR, GitOps, Kubernetes, Docker, and Terraform
This guide walks through a real-world implementation of a text generation AI application powered by a Generative AI API (e.g., OpenAI, AWS Bedrock, or Hugging…
Read the post →Azure DevOps CI/CD pipeline with Terraform
To create a comprehensive Azure DevOps CI/CD pipeline with Terraform, we’ll implement an end-to-end workflow for a sample e-commerce application using advanced…
Read the post →Implementing and Managing CrossPlane Automation for Cloud-Native Applications
As cloud-native applications continue to evolve, managing multi-cloud and hybrid environments efficiently becomes critical. CrossPlane is an open-source…
Read the post →Optimizing and Troubleshooting Kubernetes Deployments and Cluster Operations
Kubernetes is a powerful container orchestration platform, but managing and troubleshooting deployments can be challenging. This guide provides a deep dive…
Read the post →Cloud Security Engineer Job Responsibilities: A Comprehensive Guide
With the rise of cloud computing, security has become a top concern for organizations. Cloud Security Engineers play a vital role in safeguarding cloud…
Read the post →Immutable Infrastructure with Blue-Green Deployments using Terraform
In modern DevOps practices, Immutable Infrastructure ensures that deployed instances remain unchanged after deployment, reducing configuration drift and…
Read the post →Mastering MySQL: Basics, Advanced Commands, and Best Practices
MySQL is one of the most widely used relational database management systems (RDBMS) in the world. Whether you’re a beginner or an experienced database…
Read the post →Automated SSL Certificate Rotation Using Certbot on Ubuntu
SSL certificates are crucial for encrypting web traffic and ensuring secure communication between clients and servers. However, SSL certificates expire…
Read the post →Comprehensive Guide to Databases in AWS: Types, Commands, and Best Practices
Amazon Web Services (AWS) offers a wide range of database solutions catering to different workloads, from traditional relational databases to NoSQL and…
Read the post →Open Policy Agent (OPA) — A Comprehensive Guide for Cloud and Kubernetes Security
Security, compliance, and policy enforcement are crucial aspects of managing cloud and containerized environments. Open Policy Agent (OPA) is a policy-as-code…
Read the post →Generative AI for DevOps & Cloud Engineers: Future Career & Skills Roadmap
Generative AI is reshaping industries, and DevOps/Cloud Engineers are no exception. The fusion of AI with cloud operations, automation, and infrastructure…
Read the post →Kubernetes Management: A Comprehensive Guide with Real-World Examples
Managing a Kubernetes environment requires expertise in handling Pods, Clusters, Services, Monitoring, Namespaces, Deployments, Configurations, and Secrets.…
Read the post →Kubernetes Pods Failing: Advanced Troubleshooting with Real-World Scenarios
Kubernetes (K8s) is a powerful container orchestration tool, but even experienced DevOps engineers encounter failing pods. Understanding the root causes and…
Read the post →Deploying a Sample App with AWS EKS, Terraform, ArgoCD, GitLab, Kubernetes, Docker & ECR
In modern DevOps workflows, Infrastructure as Code (IaC) and GitOps practices streamline software delivery. AWS EKS (Elastic Kubernetes Service) provides a…
Read the post →Deploying a Sample App with AWS EKS, Terraform, Kubernetes, Docker & ECR
In modern DevOps workflows, Infrastructure as Code (IaC) and CI/CD pipelines play a crucial role in ensuring scalable, repeatable, and automated deployments.…
Read the post →Setting Up AWS SageMaker: Studio, Notebooks, Deploying Apps & Training Models
AWS SageMaker is a fully managed service that allows developers and data scientists to build, train, and deploy machine learning (ML) models at scale. With…
Read the post →AWS CDK: The Future of Infrastructure as Code
AWS Cloud Development Kit (CDK) is revolutionizing how developers define cloud infrastructure. Unlike traditional tools like Terraform or AWS CloudFormation,…
Read the post →Azure DevOps: The Ultimate Guide
In today’s fast-paced software development landscape, Azure DevOps has become a go-to platform for managing CI/CD, infrastructure automation, and agile…
Read the post →Mastering HTTP Proxy Servers: Apache vs. Nginx
In modern web architectures, HTTP proxy servers play a crucial role in load balancing, caching, security, and request routing. Two of the most widely used…
Read the post →Argo CD: The Ultimate GitOps Continuous Deployment Tool
In the modern DevOps landscape, GitOps has emerged as a revolutionary approach to continuous delivery. Argo CD is a powerful tool designed to manage Kubernetes…
Read the post →Automate Operational Tasks Using Azure Automation & Optimize Azure DevOps Pipelines
In today’s cloud-driven world, automating operational tasks and optimizing CI/CD pipelines is crucial for efficient DevOps practices. Microsoft Azure provides…
Read the post →Flux CD: A GitOps Continuous Deployment Tool for Kubernetes
In the cloud-native era, GitOps has become the de facto standard for managing Kubernetes deployments. Flux CD is a powerful tool that automates deployments…
Read the post →Advanced Docker: A Deep Dive with Real-World Examples
Docker has revolutionized the way we develop, package, and deploy applications. While basic Docker usage covers building and running containers, advanced…
Read the post →Advanced Docker Commands: Mastering Containers Like a Pro
Docker is an essential tool for modern DevOps, enabling seamless containerization of applications. While basic Docker commands are widely used, mastering…
Read the post →Docker Containers: A Complete Guide
Docker has revolutionized the way we develop, deploy, and manage applications by providing a lightweight, portable, and efficient containerization platform.…
Read the post →Architecting and Scaling Jenkins Pipelines for Hundreds of Applications
Jenkins is a powerful automation server that enables CI/CD for applications. However, when scaling Jenkins to support hundreds of applications, maintaining…
Read the post →ELK Stack: A Complete Guide with Real-World Use Cases
Modern applications generate vast amounts of logs, making log aggregation, analysis, and visualization critical for operational efficiency and security. The…
Read the post →Mastering Observability: Prometheus, Grafana, Loki, OpenTelemetry, and AWS CloudWatch
Observability is a key aspect of modern cloud-native applications. It helps organizations monitor performance, detect anomalies, and troubleshoot effectively.…
Read the post →CI/CD Pipelines with 3rd Party Integrations (SonarQube, Container Registry, Artifactory Registry)
Modern DevOps practices require seamless integration of CI/CD pipelines with third-party tools like SonarQube (for code quality), container registries (for…
Read the post →DORA Metrics: Measuring DevOps Performance
DORA (DevOps Research and Assessment) metrics provide a data-driven approach to measuring software delivery and operational performance. They are widely used…
Read the post →Kubernetes Common Errors & How to Fix Them
Kubernetes is a powerful but complex system, and errors are inevitable. Whether you’re dealing with misconfigured YAML, networking issues, or Pod failures,…
Read the post →Chaos Engineering: Breaking Things to Build Resilience
Chaos Engineering is the practice of deliberately introducing failures in a system to test its resilience and recovery mechanisms. Companies like Netflix,…
Read the post →Observability in Kubernetes: Installing, Configuring, and Using Prometheus & Grafana
Observability is a key aspect of modern infrastructure. Prometheus and Grafana are widely used for monitoring and visualization in Kubernetes environments.…
Read the post →Proactive Resilience: Preventing Failures Before They Happen
In the world of cloud computing and distributed systems, resilience is critical. While Chaos Engineering helps test failure scenarios, Proactive Resilience…
Read the post →Amazon DevOps Guru: A Deep Dive with Real-World Examples
Amazon DevOps Guru is an AI-powered operations service that helps identify and fix issues in applications running on AWS. It continuously monitors…
Read the post →Cloud Engineer vs. DevOps vs. SRE vs. DevSecOps vs. MLOps: Understanding the Roles
In the evolving tech landscape, roles such as Cloud Engineer, DevOps, Site Reliability Engineer (SRE), DevSecOps, and MLOps have gained prominence. While they…
Read the post →Mastering K9s: The Ultimate Kubernetes CLI Tool for Efficiency
Managing Kubernetes clusters via the command line can be complex and time-consuming. K9s is an open-source, terminal-based UI that simplifies the Kubernetes…
Read the post →Mastering Ansible: Advanced Techniques and Best Practices
Ansible has become an indispensable tool for DevOps professionals, enabling efficient automation of complex infrastructure tasks. In this comprehensive guide,…
Read the post →Mastering Kubernetes Package Management with Helm: A Comprehensive Guide
Kubernetes simplifies container orchestration, but managing applications at scale can be challenging. Helm, the package manager for Kubernetes, helps…
Read the post →Setting Up Kubernetes with kubeadm: A Complete Guide
kubeadm is a powerful tool that simplifies Kubernetes cluster setup. It is ideal for production-grade clusters as well as local testing.
Read the post →Ansible: A Comprehensive Guide
Ansible is a powerful automation tool that simplifies complex tasks, from configuration management to application deployment. Its agentless architecture makes…
Read the post →Mastering Kubernetes with Kind: Local Cluster Setup & Advanced Commands
Kubernetes is the go-to platform for container orchestration, but setting up a full-fledged cluster can be complex. Kind (Kubernetes in Docker) simplifies this…
Read the post →Helm in Kubernetes: A Complete Guide
Helm is the package manager for Kubernetes, making it easier to define, install, and manage Kubernetes applications. It allows you to bundle applications into…
Read the post →Mastering Advanced Terraform Commands: Variables, tfvars, and Data Sources with AWS Examples
Terraform is a powerful Infrastructure as Code (IaC) tool that enables automation and scalability. However, mastering advanced Terraform commands and…
Read the post →Mastering Advanced kubectl Commands: Efficient Kubernetes Management
Kubernetes is a powerful orchestration platform, and kubectl is its command-line interface (CLI). Mastering kubectl commands enables efficient troubleshooting,…
Read the post →Mastering Minikube: A Complete Guide with Practical Examples
Minikube is a lightweight Kubernetes implementation that lets you run a cluster locally for development and testing. It is an excellent tool for learning…
Read the post →Kubernetes for Beginners: Setting Up a Local Environment and Deploying on AWS
Kubernetes (K8s) is the industry-standard container orchestration platform, widely used for managing containerized applications at scale. If you’re new to…
Read the post →Mastering Terraform: Installation, Configuration, Advanced Commands & Workspaces
Terraform is a powerful tool for Infrastructure as Code (IaC) that allows you to build, change, and version your infrastructure safely and efficiently. In this…
Read the post →Mastering Terragrunt: Advanced Terraform Management
Terragrunt is a powerful tool that simplifies and enhances Terraform usage by providing better code reusability, DRY (Don’t Repeat Yourself) configurations,…
Read the post →Nothing under this category yet — check back soon.