Introduction: What if the single source of truth for your entire infrastructure lived in the wrong cloud? For years, our Terraform state lived in an AWS S3 bucket while our infrastructure increasingly ran on Google Cloud Platform. That split created cross-cloud dependencies, IAM complexity, and a growing mismatch between where we managed infrastructure and where […]
Introduction: Imagine receiving a critical production alert at 2 AM. Instead of manually checking logs, metrics, dashboards, and deployment history, what if an AI assistant could instantly analyze the issue, identify the probable root cause, and suggest the next troubleshooting steps? Modern DevOps teams manage increasingly complex cloud environments, making incident investigation both time-consuming and […]
Introduction Every Friday, before sending the weekly status report, I repeated the same routine: open the backlog, scan 60+ rows, identify what changed, extract blockers, update the RAID log, and reformat everything into a professional delivery report. It took 60–90 minutes every week, and almost none of it required real thinking – it was simply […]
When the Dashboard Couldn’t Keep Up I was working on a project where the team wanted to monitor website activity as soon as a campaign went live. They didn’t need detailed attribution reports yet – they simply wanted to know whether users were arriving on the site, key events were firing, and registrations were starting […]
Patching Azure VMs from AWS Systems Manager using Hybrid Activation Each cloud platform provides its own native tools, which can lead to fragmented processes and increased administrative overhead. To address this challenge, AWS Systems Manager (SSM) offers a powerful solution through its Hybrid Activation feature. This capability allows non-AWS machines, such as Azure Virtual Machines […]
Introduction Test automation is a core part of software development. Tools like Playwright make end-to-end testing easier with reliable browser automation, smart waits, and strong support for modern web apps. But even with these tools, a lot of work still feels repetitive. Engineers spend significant time on: Planning what to test Writing test scripts Fixing […]
Introduction We started seeing repeated OutOfMemoryError exceptions in a Spring Boot service running on Amazon ECS in EC2 mode. The impact of the OutOfMemoryError was serious:- JVM threads crashed, including SQS listeners, HTTP threads, and AWS SDK threads. Messages were retried and eventually sent to SQS Dead Letter Queues. The service became unstable under load. […]
Introduction to Mabl If you’ve ever been stuck fixing broken Selenium tests at 2 a.m., you know the pain of traditional test automation. A small CSS change or a renamed element ID, and suddenly half your regression suite is red. The team wants to ship. Product is pushing. And QA is caught in the middle.This […]
Introduction IT teams are constantly confronted with it-itself an indicator of bigger problems: manual incident resolution, repetitive provisioning, rising cloud costs, and compliance needs. Traditional solutions involve custom scripts, cron jobs, or expensive third-party tools. What if you could automate all of it, smartly, in one location? Welcome to n8n: an open-source, AI-powered workflow automation […]
