Introduction Someone deletes a namespace by accident. A migration goes sideways and you need last week’s cluster state back, not just today’s. A node group gets torn down before anyone thought to check what was running on it. Kubernetes does not protect you from any of this by default etcd holds your cluster’s state, but […]
Introduction Imagine a client’s website fails at midnight. Your team is on Slack, and raising a support ticket involves opening a browser, logging into Fresh service, filling out a form, and waiting for it to be assigned. In an urgent situation, every extra step adds unnecessary delay. so to simplify this, we created a Slack […]
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 […]
A Practical Guide to Fixing CVEs in Amazon EKS Worker Nodes by Updating Node Group AMIs Learn how to identify security vulnerabilities (CVEs) in your EKS worker nodes, update them safely without affecting running applications, and automate the process so your clusters stay secure over time. Executive Summary When you create an Amazon EKS cluster, […]
Introduction Managing IAM (Identity and Access Management) compliance manually is one of those tasks that sounds simple but quietly consumes hours every week. Someone has to read the daily report, identify non-compliant users, send individual emails, track who responded, follow up again, and eventually rotate keys manually for users who never got around to it. […]
1. Introduction If your team uses Google Analytics (GA) to track user behavior but needs to run custom SQL queries — like Daily Active Users (DAU) or session funnels — there’s a fundamental problem: GA data lives in Google Cloud Storage (GCS), and Amazon Athena (your SQL engine) only reads from Amazon S3. Manually downloading […]
Introduction Running containers on Kubernetes feels like putting your application inside a black box. Dozens of pods start and stop. Services talk to each other across namespaces. Traffic shifts, nodes drain, and somewhere in that complexity a latency spike quietly breaks your SLO. Without proper observability, you are flying blind — reacting to symptoms instead […]
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 […]
