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This is really helpful. Having a structured approach helps us to troubleshoot with ease and faster pace.
"The only thing we learn from history is that we learn nothing from history."
🚨 The Approach to Troubleshooting Application or Server Outages 🚨 When systems go down, staying calm is key. One should follow a structured, layered approach to find the root cause: Infrastructure → Network → Application → Dependencies → Monitoring. #Troubleshooting

Requesting to urgently assist on below matter team. Thanks. @RailwaySeva @WesternRly @RailMinIndia @AshwiniVaishnaw @PMOIndia #indianrailway @calokeshkjain
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🧵 Ingress vs. Egress in Kubernetes 👇👇👇
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Kubernetes APIs are organized into “groups” There are two types of API groups: Core group → No group name, just apiVersion: v1 Named groups → Like apps, batch, networking.k8s.io, etc.

💼DevOps Engineers with Kubernetes skills in 2025: Mid to Senior levels - 🇮🇳 India: ₹18–45-70 LPA 🇺🇸 USA: $120K–$180K-$250K/year K8s isn’t just a tool — it’s a career multiplier. Learn it. Master it. Bank on it.🚀👨💻 #DevOps #Kubernetes #SalaryTrends #TechCareers #CloudNative
Mastering DNS 👇👇
Mastering DNS (Domain Name System)! A Thread explaining DNS Terminology and its Workflow 👇💻

How one can build real DevOps skills 👇👇
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5 years on @X (Twitter) 🎉 Grateful to all my followers for the support! 🙏 I’ll keep sharing DevOps insights & content to grow together 🚀! #MyXAnniversary

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