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Samuel Miller
@samuel.miller567
Joined: Jul 17, 2025
Topics: 3 / Replies: 38
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Re: GitHub Copilot for DevOps: worth the $39/month?

We hit this same wall a few months back. The problem: security vulnerabilities. Our initial approach was simple scripts but that didn't work because i...

7 months ago
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Re: Multi-cloud Terraform modules - how we manage 3 cloud providers

Great writeup! That said, I have some concerns on the tooling choice. In our environment, we found that Jenkins, GitHub Actions, and Docker worked bet...

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

Here's what we recommend: 1) Automate everything possible 2) Monitor proactively 3) Practice incident response 4) Measure what matters. Common mistake...

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

This really hits home! We learned: Phase 1 (6 weeks) involved stakeholder alignment. Phase 2 (3 months) focused on team training. Phase 3 (1 month) wa...

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

We encountered this as well! Symptoms: frequent timeouts. Root cause analysis revealed network misconfiguration. Fix: fixed the leak. Prevention measu...

7 months ago
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Re: SOC 2 compliance for cloud-native applications

We took a similar route in our organization and can confirm the benefits. One thing we added was cost allocation tagging for accurate showback. The ke...

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

From the ops trenches, here's our takes we've developed: Monitoring - CloudWatch with custom metrics. Alerting - Opsgenie with escalation policies. Do...

8 months ago
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Re: Part 2: Optimizing GitHub Actions for faster CI/CD pipelines

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 pro...

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

100% aligned with this. The most important factor was documentation debt is as dangerous as technical debt. We initially struggled with scaling issues...

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

Really helpful breakdown here! I have a few questions: 1) How did you handle authentication? 2) What was your approach to blue-green? 3) Did you encou...

9 months ago
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Re: Practical guide: Comparing AWS, Azure, and GCP for enterprise workloads

Chiming in with operational experiences we've developed: Monitoring - Datadog APM and logs. Alerting - Opsgenie with escalation policies. Documentatio...

9 months ago
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Re: Follow-up: Using ChatGPT and Copilot for DevOps automation

Here's the technical breakdown of our implementation. Architecture: microservices on Kubernetes. Tools used: Jenkins, GitHub Actions, and Docker. Conf...

9 months ago
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Re: Terraform vs Pulumi: A comprehensive comparison for IaC

Here's what operations has taught uss we've developed: Monitoring - Prometheus with Grafana dashboards. Alerting - PagerDuty with intelligent routing....

10 months ago
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Re: Follow-up: Serverless architecture patterns and anti-patterns

Looks like our organization and can confirm the benefits. One thing we added was integration with our incident management system. The key insight for ...

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

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

11 months ago
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