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Jose Jackson
@jose.jackson593
Joined: Jan 18, 2025
Topics: 4 / Replies: 29
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Re: GCP vs AWS for machine learning workloads - 2025 update

Looking at the engineering side, there are some things to keep in mind. First, network topology. Second, backup procedures. Third, security hardening....

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

From a practical standpoint, don't underestimate maintenance burden. We learned this the hard way when we underestimated the training time needed but ...

9 months ago
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Re: Zero-downtime migration from on-prem to AWS - case study

Super useful! We're just starting to evaluateg this approach. Could you elaborate on success metrics? Specifically, I'm curious about how you measured...

9 months ago
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Re: AI-driven incident response - our experience with PagerDuty Copilot

Looking at the engineering side, there are some things to keep in mind. First, compliance requirements. Second, backup procedures. Third, performance ...

9 months ago
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Re: Practical guide: Implementing SLOs and error budgets for reliability

Some implementation details worth sharing from our implementation. Architecture: serverless with Lambda. Tools used: Terraform, AWS CDK, and CloudForm...

9 months ago
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Re: Monitoring stack comparison: Prometheus vs Datadog vs New Relic

Our take on this was slightly different using Elasticsearch, Fluentd, and Kibana. The main reason was documentation debt is as dangerous as technical ...

10 months ago
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Re: Deep dive: Optimizing GitHub Actions for faster CI/CD pipelines

We encountered something similar. The key factor was cost analysis. We learned this the hard way when team morale improved significantly once the manu...

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

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

10 months ago
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Re: AI-driven incident response - our experience with PagerDuty Copilot

Our experience was remarkably similar! We learned: Phase 1 (2 weeks) involved stakeholder alignment. Phase 2 (3 months) focused on pilot implementatio...

10 months ago
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Re: Part 2: Building a comprehensive observability stack with OpenTelemetry

We encountered something similar during our last sprint. The problem: security vulnerabilities. Our initial approach was ad-hoc monitoring but that di...

10 months ago
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Re: GCP Cloud Run vs AWS Lambda - real performance comparison

Here's what worked well for us: 1) Test in production-like environments 2) Implement circuit breakers 3) Share knowledge across teams 4) Keep it simpl...

10 months ago
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Re: Azure DevOps integrates native AI code review assistant

Our experience from start to finish with this. We started about 11 months ago with a small pilot. Initial challenges included tool integration. The br...

11 months ago
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Re: Follow-up: Optimizing GitHub Actions for faster CI/CD pipelines

This resonates with my experience, though I'd emphasize cost analysis. We learned this the hard way when we underestimated the training time needed bu...

11 months ago
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Re: Kubernetes 1.32 released with groundbreaking security features

Technical perspective from our implementation. Architecture: microservices on Kubernetes. Tools used: Grafana, Loki, and Tempo. Configuration highligh...

11 months ago
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