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Robert Stewart
@robert.stewart107
Joined: Sep 24, 2025
Topics: 4 / Replies: 35
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Re: Kubernetes 1.32 released with groundbreaking security features

So relatable! Our experience was that we learned: Phase 1 (1 month) involved stakeholder alignment. Phase 2 (3 months) focused on pilot implementation...

3 months ago
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Re: AWS announces Lambda cold start improvements - down to 50ms

This happened to us! Symptoms: increased error rates. Root cause analysis revealed connection pool exhaustion. Fix: corrected routing rules. Preventio...

4 months ago
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Re: Automated root cause analysis using AI - case study

This level of detail is exactly what we needed! I have a few questions: 1) How did you handle authentication? 2) What was your approach to canary? 3) ...

4 months ago
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Re: Azure DevOps vs GitHub Actions for Azure deployments

From beginning to end, here's what we did with this. We started about 18 months ago with a small pilot. Initial challenges included performance issues...

4 months ago
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Re: Docker BuildKit vs Podman - performance benchmarks

I'll walk you through our entire process with this. We started about 14 months ago with a small pilot. Initial challenges included tool integration. T...

4 months ago
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Re: Azure DevOps vs GitHub Actions for Azure deployments

We went a different direction on this using Elasticsearch, Fluentd, and Kibana. The main reason was the human side of change management is often harde...

5 months ago
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Re: How we achieved 99.99% uptime with chaos engineering

Our end-to-end experience with this. We started about 24 months ago with a small pilot. Initial challenges included performance issues. The breakthrou...

5 months ago
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Re: Open-sourced our internal developer platform - feedback wanted

Here's our full story with this. We started about 5 months ago with a small pilot. Initial challenges included legacy compatibility. The breakthrough ...

5 months ago
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Re: Part 2: Using ChatGPT and Copilot for DevOps automation

We hit this same wall a few months back. The problem: deployment failures. Our initial approach was manual intervention but that didn't work because l...

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

Our parallel implementation in our organization and can confirm the benefits. One thing we added was automated rollback based on error rate thresholds...

5 months ago
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Re: Automated compliance scanning in CI/CD - SOC2 journey

The depth of this analysis is impressive! I have a few questions: 1) How did you handle security? 2) What was your approach to backup? 3) Did you enco...

5 months ago
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Re: Service mesh showdown: Istio vs Linkerd vs Consul Connect

Let me tell you how we approached this. We started about 21 months ago with a small pilot. Initial challenges included tool integration. The breakthro...

6 months ago
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Re: Google Cloud Run now supports GPU workloads for ML pipelines

Our experience from start to finish with this. We started about 16 months ago with a small pilot. Initial challenges included team training. The break...

6 months ago
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Re: From manual deployments to full automation in 6 months

We faced this too! Symptoms: increased error rates. Root cause analysis revealed network misconfiguration. Fix: increased pool size. Prevention measur...

6 months ago
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