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Benjamin Campbell
@benjamin.campbell266
Joined: Nov 30, 2024
Topics: 0 / Replies: 39
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Re: Open-sourced our internal developer platform - feedback wanted

Let me tell you how we approached this. We started about 15 months ago with a small pilot. Initial challenges included team training. The breakthrough...

4 months ago
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Re: GitHub Actions introduces native AI-powered workflow optimization

Solid analysis! From our perspective, maintenance burden. We learned this the hard way when we discovered several hidden dependencies during the migra...

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

Cool take! Our approach was a bit different using Datadog, PagerDuty, and Slack. The main reason was failure modes should be designed for, not discove...

4 months ago
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Re: Follow-up: AWS Lambda cold start optimization techniques

Great points overall! One aspect I'd add is team dynamics. We learned this the hard way when we had to iterate several times before finding the right ...

4 months ago
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Re: HashiCorp goes private in $6.4B acquisition deal

Allow me to present an alternative view on the tooling choice. In our environment, we found that Elasticsearch, Fluentd, and Kibana worked better beca...

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

Building on this discussion, I'd highlight security considerations. We learned this the hard way when integration with existing tools was smoother tha...

4 months ago
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Re: Implementing predictive scaling with AWS SageMaker AutoML

Architecturally, there are important trade-offs to consider. First, network topology. Second, monitoring coverage. Third, cost optimization. We spent ...

5 months ago
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Re: Cross-cloud disaster recovery - our Netflix-style approach

Had this exact problem! Symptoms: high latency. Root cause analysis revealed connection pool exhaustion. Fix: corrected routing rules. Prevention meas...

5 months ago
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Re: OpenTofu reaches v1.10 - what changed from Terraform?

Good stuff! We've just started evaluating this approach. Could you elaborate on success metrics? Specifically, I'm curious about team training approac...

5 months ago
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Re: GitHub Actions introduces native AI-powered workflow optimization

Great post! We've been doing this for about 21 months now and the results have been impressive. Our main learning was that starting small and iteratin...

5 months ago
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Re: HashiCorp goes private in $6.4B acquisition deal

There are several engineering considerations worth noting. First, data residency. Second, failover strategy. Third, cost optimization. We spent signif...

5 months ago
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Re: Migrated 200 microservices to Kubernetes - here's how we did it

Our recommended approach: 1) Test in production-like environments 2) Implement circuit breakers 3) Review and iterate 4) Keep it simple. Common mistak...

5 months ago
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Re: Follow-up: Implementing zero trust security in Kubernetes

On the operational side, some thoughtss we've developed: Monitoring - Datadog APM and logs. Alerting - PagerDuty with intelligent routing. Documentati...

5 months ago
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Re: Implemented GitOps across 15 teams - the good, bad, and ugly

Our data supports this. We found that the most important factor was documentation debt is as dangerous as technical debt. We initially struggled with ...

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

Happy to share technical details from our implementation. Architecture: hybrid cloud setup. Tools used: Vault, AWS KMS, and SOPS. Configuration highli...

6 months ago
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