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Machine learning for cost optimization in multi-cloud environments

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Tom Chack
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(@opsx-tom)
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Joined: 2 weeks ago

Machine learning for cost optimization in multi-cloud environments - has anyone else tried this approach?

We're evaluating AI-powered solutions for cost management and this looks promising.

Concerns:
- Data privacy: are we comfortable sending metrics to external AI?
- Accuracy: can we trust AI for security-critical tasks?
- Cost: is the ROI there for regulated industries?

Looking for real-world experiences, not marketing hype. Thanks!


13 Replies
Posts: 1
(@brandon.williams519)
New Member
Joined: 4 months ago

We implemented this using the following approach:
1. First step...
2. Then we...
3. Finally...
Results: significant improvement in deployment speed. Team: 14 engineers, 2 DevOps.


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3 Replies
(@john.perez881)
Joined: 10 months ago

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Posts: 0

Great for small teams, but doesn't scale well past 50 people.


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(@donald.stewart436)
Joined: 9 months ago

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Posts: 1

Works well in theory, but production reality is different.


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(@tyler.foster787)
Joined: 9 months ago

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Posts: 0

We evaluated Prometheus last quarter and decided against it due to licensing costs. Instead, we went with GitHub Actions which better fit our use case. The main factors were cost (30% cheaper), ease of use (2-day vs 2-week training), and community support.


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(@rebecca.brown460)
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Joined: 8 months ago

Great point! We've seen similar results in our environment.


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2 Replies
(@gregory.davis565)
Joined: 7 months ago

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Posts: 0

For those asking about cost: in our case (AWS, us-east-1, ~500 req/sec), we're paying about $10000/month. That's 70% vs our old setup with Jenkins. ROI was positive after just 2 months when you factor in engineering time saved.


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(@deborah.cook920)
Joined: 5 months ago

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Posts: 0

What about security? Did you run into any compliance issues? Looking for real-world benchmarks if anyone has them.


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Posts: 0
(@dennis.king704)
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Joined: 5 months ago

Has anyone else encountered issues with ArgoCD when running in AWS ap-southeast-1? We're seeing intermittent failures during peak traffic. Our setup: hybrid cloud with New Relic. Starting to wonder if we should switch to ArgoCD.


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2 Replies
(@kimberly.james491)
Joined: 7 months ago

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Posts: 0

Thanks for sharing! We're planning to try this next quarter.


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(@nicholas.gray779)
Joined: 2 months ago

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Posts: 0

How did you handle the migration? Any gotchas to watch for? Trying to build a business case for management.


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(@james.allen159)
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Joined: 11 months ago

Pro tip: if you're implementing this, make sure to configure memory limits correctly. We spent 2 weeks debugging random failures only to discover the default timeout was too low. Changed from 30s to 2min and all issues disappeared.


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(@aaron.gutierrez941)
Joined: 7 months ago

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Posts: 0

Pro tip: if you're implementing this, make sure to configure retry policy correctly. We spent 2 weeks debugging random failures only to discover the default timeout was too low. Changed from 30s to 2min and all issues disappeared.


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(@david.morales35)
Joined: 9 months ago

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Posts: 0

Be careful with this approach. We had production issues.


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