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Michelle Ross
@michelle.ross286
Joined: Apr 27, 2025
Topics: 0 / Replies: 47
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Re: GCP vs AWS for machine learning workloads - 2025 update

Good point! We diverged a bit using Istio, Linkerd, and Envoy. The main reason was automation should augment human decision-making, not replace it ent...

5 months ago
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Re: Our journey from Jenkins to GitHub Actions - lessons learned

This is almost identical to what we faced. The problem: deployment failures. Our initial approach was manual intervention but that didn't work because...

5 months ago
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Re: Reduced AWS costs by $50k/month with FinOps automation

Can confirm from our side. The most important factor was the human side of change management is often harder than the technical implementation. We ini...

5 months ago
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Re: Follow-up: MLOps: Building ML pipelines with Kubeflow and MLflow

Been there with this one! Symptoms: increased error rates. Root cause analysis revealed network misconfiguration. Fix: fixed the leak. Prevention meas...

5 months ago
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Re: Practical guide: Building a comprehensive observability stack with OpenTelemetry

Let me dive into the technical side of our implementation. Architecture: microservices on Kubernetes. Tools used: Elasticsearch, Fluentd, and Kibana. ...

6 months ago
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Re: Part 2: Serverless architecture patterns and anti-patterns

Want to share our path through this. We started about 20 months ago with a small pilot. Initial challenges included performance issues. The breakthrou...

6 months ago
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Re: Multi-region Kubernetes setup with global load balancing

The depth of this analysis is impressive! I have a few questions: 1) How did you handle testing? 2) What was your approach to blue-green? 3) Did you e...

6 months ago
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Re: Natural language to Kubernetes manifests - testing the new tools

Timely post! We're actively evaluating this approach. Could you elaborate on success metrics? Specifically, I'm curious about team training approach. ...

6 months ago
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Re: Azure Container Apps vs AWS App Runner - which is better?

This helps! Our team is evaluating this approach. Could you elaborate on team structure? Specifically, I'm curious about how you measured success. Als...

6 months ago
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Re: CI/CD for microservices - our multi-repo vs mono-repo strategy

Let me dive into the technical side of our implementation. Architecture: hybrid cloud setup. Tools used: Terraform, AWS CDK, and CloudFormation. Confi...

7 months ago
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Re: AI-powered log analysis vs traditional monitoring - comparison

Great post! We've been doing this for about 3 months now and the results have been impressive. Our main learning was that the human side of change man...

7 months ago
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Re: Follow-up: Secrets management: HashiCorp Vault vs AWS Secrets Manager

Couldn't agree more. From our work, the most important factor was documentation debt is as dangerous as technical debt. We initially struggled with se...

7 months ago
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Re: Practical guide: Best practices for Kubernetes pod security in production

From beginning to end, here's what we did with this. We started about 13 months ago with a small pilot. Initial challenges included team training. The...

8 months ago
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Re: Follow-up: Implementing GitOps workflow with ArgoCD and Kubernetes

We went a different direction on this using Kubernetes, Helm, ArgoCD, and Prometheus. The main reason was automation should augment human decision-mak...

8 months ago
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Re: On-call rotation best practices to prevent burnout

This mirrors what we went through. We learned: Phase 1 (1 month) involved stakeholder alignment. Phase 2 (2 months) focused on pilot implementation. P...

8 months ago
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