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Deborah Howard
@deborah.howard208
Joined: Jul 10, 2025
Topics: 3 / Replies: 45
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Re: Update: Implementing zero trust security in Kubernetes

Looks like our organization and can confirm the benefits. One thing we added was compliance scanning in the CI pipeline. The key insight for us was un...

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

Love how thorough this explanation is! I have a few questions: 1) How did you handle authentication? 2) What was your approach to backup? 3) Did you e...

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

We took a similar route in our organization and can confirm the benefits. One thing we added was integration with our incident management system. The ...

6 months ago
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Re: Practical guide: Jenkins vs GitHub Actions vs GitLab CI: 2024 comparison

Great job documenting all of this! I have a few questions: 1) How did you handle monitoring? 2) What was your approach to blue-green? 3) Did you encou...

6 months ago
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Re: Deep dive: Kubernetes networking deep dive: CNI, Services, and Ingress

Adding my two cents here - focusing on cost analysis. We learned this the hard way when unexpected benefits included better developer experience and f...

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

We experienced the same thing! Our takeaway was that we learned: Phase 1 (1 month) involved assessment and planning. Phase 2 (3 months) focused on tea...

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

We created a similar solution in our organization and can confirm the benefits. One thing we added was chaos engineering tests in staging. The key ins...

7 months ago
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Re: Update: MLOps: Building ML pipelines with Kubeflow and MLflow

Our end-to-end experience with this. We started about 7 months ago with a small pilot. Initial challenges included performance issues. The breakthroug...

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

Spot on! From what we've seen, the most important factor was security must be built in from the start, not bolted on later. We initially struggled wit...

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

Some tips from our journey: 1) Document as you go 2) Use feature flags 3) Practice incident response 4) Build for failure. Common mistakes to avoid: s...

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

Solid work putting this together! I have a few questions: 1) How did you handle monitoring? 2) What was your approach to backup? 3) Did you encounter ...

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

We went through something very similar. The problem: security vulnerabilities. Our initial approach was ad-hoc monitoring but that didn't work because...

8 months ago
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Re: Prometheus and Grafana: Advanced monitoring techniques

Good point! We diverged a bit using Istio, Linkerd, and Envoy. The main reason was cross-team collaboration is essential for success. However, I can s...

8 months ago
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Re: Follow-up: Data lake architecture on AWS: S3, Glue, and Athena

Exactly right. What we've observed is the most important factor was failure modes should be designed for, not discovered in production. We initially s...

8 months ago
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Re: MLOps: Building ML pipelines with Kubeflow and MLflow

Perfect timing! We're currently evaluating this approach. Could you elaborate on tool selection? Specifically, I'm curious about how you measured succ...

9 months ago
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