A blog site on our Real life experiences with various phases of DevOps starting from VCS, Build & Release, CI/CD, Cloud, Monitoring, Containerization.
Hi Everyone , Today we are trying to understand CRDs(Custom Resource Definitions) as I was working on one Observability project in OpsTree Global and suddenly found CRD errors and let me tell you, It was very Frustration. I will try to make you understand them in easy way, so that you don’t need to make another doc of knowledge. Comment if you will have any doubts.
Continue reading “A Complete Guide to Kubernetes CRDs: Definition, Uses , Benefits, and Error Fixes”
n8n is an open-source automation platform that employs a visual, node-based interface for hooking up disparate applications and building seamless workflows. Imagine a digital assistant that operates 24/7, processing routine tasks across your entire technology stack as your team concentrates on high-growth initiatives. Continue reading “Streamline Your Business with n8n: The Ultimate Workflow Automation Platform”
Gemini CLI and Gemini Code Assist are AI tools that can support work across the SDLC. Used thoughtfully, they help with requirements capture, code and test generation, refactoring, CI/CD hooks, and operational workflows. This guide outlines where they fit, how to integrate them with existing processes, and what to validate during pilots before wider rollout. Before the use-cases deep-dive, let’s have a glance at both of these. Continue reading “Gemini CLI and Gemini Code Assist: Comprehensive SDLC Use Cases and Implementation Guide”
As data platforms evolve from proof-of-concept pipelines to business-critical systems, scaling BigQuery requires more than writing efficient SQL. Without the right architectural choices, governance, and monitoring, organizations often face unpredictable costs, query slowdowns, and operational instability.
This blog outlines a set of platform-level engineering decisions and best practices adopted to run BigQuery at scale—focused on performance, cost optimization, security and observability. Each practice is backed by real-world implementation examples. Continue reading “Building a Scalable And Cost-Efficient BigQuery Platform: Architecture, Practices & Lessons”
Logs are chronological records of events that occur within software applications, operating systems, and network devices. They serve as the digital equivalent of a ship’s logbook, documenting what happened, when it happened, and often providing context about why it happened.
In today’s distributed systems and microservices architectures, logging is not just helpful — it’s essential. Here’s why:
Continue reading “Logs to Unclog: The Complete Guide to Logging”
