Most outages don’t come from new features. They come from assumptions. Chaos engineering tests failures before users experience them: • node loss • pod restarts • network issues The goal isn’t chaos — it’s confidence. #ChaosEngineering #Reliability #Kubernetes #DevOps

Most scaling problems start in the database. Database sharding isn’t about big data — it’s about knowing when one database is no longer enough. Read more 👇 https://t.co/5lFhG21e0V #DatabaseSharding #SystemDesign #DevOps #DistributedSystems

Engineering maturity isn’t about tools — it’s about consistency, reliability, and repeatability. These 4 checks reveal whether systems are built to scale or held together by shortcuts. 👇 Engineering maturity checklist #Engineering #DevOps #PlatformEngineering #Cloud

Pod Disruption Budgets (PDBs) protect critical workloads during node drains, upgrades, and maintenance. A small config that prevents major outages. Full breakdown 👇 https://t.co/q2L7couCix #Kubernetes #K8s #DevOps #SRE #Cloud

Kubernetes doesn’t fail because of outages — it fails because of misconfigurations. A quick 5-page breakdown of the most common K8s mistakes and how to avoid them. #Kubernetes #DevOps #CloudEngineering #SRE #AMJCloudTechnologies

Building ML models is easy. Building reliable training pipelines is where real engineering begins. Here’s how modern teams keep data clean, training repeatable, and deployments safe. 👇 https://t.co/nHJySdPw60 #MLOps #MachineLearning #DataEngineering

A clean toolstack can make or break your engineering velocity. Our go-to combo: • CloudWatch → monitoring • GitHub Actions → CI/CD • EKS → Kubernetes • Terraform → infrastructure as code Simple. Scalable. Battle-tested. #DevOps #Kubernetes #EKS #Terraform #InfraAsCode

“Your Terraform repo is either your strongest asset… or your biggest liability.” https://t.co/EKEnJxzDAj #Terraform #DevOps #Cloud #SRE

When a Kubernetes Node Fails… What Actually Happens? Most teams don’t test this. But your cluster will — eventually — lose a node. Here’s what happens next (and how to survive it). #Kubernetes #DevOps #SRE #CloudComputing #K8s #PlatformEngineering #AWS #EKS #CloudNative

Good distributed systems survive scale. Great ones survive failure. We broke down 5 patterns every engineer should know in 2025 → https://t.co/n3DmqrLIiG #Architecture #CloudComputing #DevOps #SystemDesign #Microservices

Most teams juggle Airflow, cron jobs, and scripts just to keep data pipelines alive. Databricks Workflows brings orchestration into your data platform — one place for ETL, SQL, and ML automation. #Databricks #DataEngineering #ETL #DataOps #CloudComputing

Good networking removes surprises. Good architecture removes noise. Good VPC design does both. #AWS #VPC #CloudArchitecture #DevOps #Networking #AWSTips #CloudEngineering #AMJCloudTechnologies

A well-designed VPC should include: • Multi-AZ layout • Public, private, and isolated subnets • NAT for outbound-only access • Strict routing • Separate data layer • Clear blast-radius boundaries

Every solid AWS environment starts with one thing: a clean, predictable VPC design. Most issues I see in production trace back to a poor network foundation.

The Final Maturity Indicators Runbooks, CI/CD gates, and cloud cost governance complete the picture. Most failures aren’t technical — they’re operational. Scale comes from discipline, not luck. #DevOpsCulture #CloudOps

The Observability Gap Can the system detect issues before users report them? Teams without strong logs, metrics, and tracing spend more time guessing than fixing. Proactive observability = fewer firefights. #Observability #Monitoring

The Deployment Discipline Check Is there a single deployment workflow for all services? Multiple release paths → ambiguity → outages. A unified, Git-driven pipeline keeps delivery predictable and safe. #CICD #GitOps

The Infrastructure Test Is the infrastructure defined entirely in code? If environments can’t be recreated from a repo, reliability is already compromised. IaC = repeatability, auditability, control. #InfrastructureAsCode #Terraform

The Reality Check Most startups think they’re “ready to scale.” These 6 questions usually prove they’re not. #DevOps #CloudArchitecture #SRE

4️⃣ If your Pod keeps dying, stop blaming Kubernetes. Check your Requests/ Limits. 90% of the time, the misconfig is the real outage.