Forum

Ruth White
@ruth.white53
Joined: Oct 25, 2025
Topics: 1 / Replies: 39
Reply
Re: Update: MLOps: Building ML pipelines with Kubeflow and MLflow

Valuable insights! I'd also consider maintenance burden. We learned this the hard way when team morale improved significantly once the manual toil was...

4 months ago
Reply
Re: Using Claude Code for Terraform refactoring - real results

Love this! In our organization and can confirm the benefits. One thing we added was compliance scanning in the CI pipeline. The key insight for us was...

4 months ago
Reply
Re: Update: Serverless architecture patterns and anti-patterns

Super useful! We're just starting to evaluateg this approach. Could you elaborate on the migration process? Specifically, I'm curious about stakeholde...

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

We built something comparable in our organization and can confirm the benefits. One thing we added was automated rollback based on error rate threshol...

5 months ago
Reply
Re: ChatGPT for infrastructure code - game changer or security risk?

Playing devil's advocate here on the team structure. In our environment, we found that Datadog, PagerDuty, and Slack worked better because observabili...

5 months ago
Reply
Re: Kubernetes 1.32 released with groundbreaking security features

Our recommended approach: 1) Automate everything possible 2) Monitor proactively 3) Review and iterate 4) Measure what matters. Common mistakes to avo...

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

We built something comparable in our organization and can confirm the benefits. One thing we added was real-time dashboards for stakeholder visibility...

5 months ago
Forum
Reply
Re: Docker BuildKit vs Podman - performance benchmarks

Great post! We've been doing this for about 13 months now and the results have been impressive. Our main learning was that cross-team collaboration is...

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

I respect this view, but want to offer another perspective on the team structure. In our environment, we found that Terraform, AWS CDK, and CloudForma...

6 months ago
Reply
Re: Part 2: Best practices for Kubernetes pod security in production

I've seen similar patterns. Worth noting that maintenance burden. We learned this the hard way when the hardest part was getting buy-in from stakehold...

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

Some implementation details worth sharing from our implementation. Architecture: hybrid cloud setup. Tools used: Grafana, Loki, and Tempo. Configurati...

6 months ago
Reply
Re: Docker BuildKit vs Podman - performance benchmarks

Our recommended approach: 1) Automate everything possible 2) Use feature flags 3) Review and iterate 4) Build for failure. Common mistakes to avoid: i...

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

Nice! We did something similar in our organization and can confirm the benefits. One thing we added was integration with our incident management syste...

6 months ago
Forum
Reply
Re: Implementing predictive scaling with AWS SageMaker AutoML

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

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

Great writeup! That said, I have some concerns on the metrics focus. In our environment, we found that Kubernetes, Helm, ArgoCD, and Prometheus worked...

6 months ago
Forum
Page 1 / 3
Scroll to Top