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Blog: Introducing Stackgen Autonomous Infrastructure Platform
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Blog 9_ CEO Blog-3
Blog: Introducing Stackgen Autonomous Infrastructure Platform
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StackOptimizer
Your infrastructure, optimized while you sleep

The Intelligent Agent That Proactively Balances Cost, Performance, and Reliability—Without Breaking Your SLOs

Platform teams waste 5-10% of their time on manual capacity planning and reactive cost optimization. StackOptimizer eliminates this toil by autonomously detecting optimization opportunities, recommending architecture improvements, and preventing inefficient deployments before they hit production.

StackGen is trusted by platform engineering teams

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Why manage governance
with StackOptimizer?

35%
Cost Reduction
90%
Reduction In
Optimization Time
0
Performance
Impact

The Hidden Cost of Manual
Infrastructure Optimization

Reactive
Optimization Burnout

Your team discovers a $10K monthly overspend only after the bill arrives. Now they're scrambling to analyze cross-AZ data transfer costs, rightsizing instances, and implementing fixes—all while trying to avoid breaking production SLOs.

Reactive Optimization Burnout

Generic Recommendations
That Backfire

Cost optimization tools suggest downsizing your database instance to save money, but they don't understand your application's performance profile. The "optimization" crashes your checkout service during peak traffic, costing more in lost revenue than you saved.

Generic Recommendations That Backfire

Deployment
Bottlenecks from Manual Reviews

Every infrastructure change requires extensive manual review for cost implications. Developers wait hours for capacity planning approvals while platform engineers context-switch between code reviews and cloud billing dashboards.

Deployment Bottlenecks From Manual Reviews

How StackOptimizer Levels Up
Infrastructure Optimization

SLO-Driven Architecture Optimization

StackOptimizer analyzes your application topology and performance
data to recommend architecture changes that meet both budget and performance goals. Get precise optimization plans that respect your reliability requirements

Before

2-3 business days analyzing performance data and manually calculating cost impacts

After

15 minutes to receive and review an intelligent optimization plan with projected outcomes

SLO-Driven Architecture Optimization

Optimization Balancing Cost, Capacity, and Performance

StackOptimizer analyzes your application's real-world usage patterns
and automatically recommends infrastructure modifications—from instance rightsizing to architectural optimizations—ensuring every change improves cost efficiency while meeting your performance and capacity requirements.

Before

Weekly compliance scans miss critical violations for days

After

Real-time detection and automated
fixes within minutes (reduces exposure from 7 days to under 1 hour)

Optimization Balancing Cost, Capacity, and Performance

Safe Deployment with Built-in Validation & Rollback

StackOptimizer executes changes in phases with comprehensive validation plans that monitor cost, performance, and capacity metrics in real-time. If any phase fails or metrics drift outside acceptable ranges, automatic rollback procedures restore your infrastructure to its original state within minutes.

Before

6-8 hours manually validating optimization changes and creating rollback procedures

After

Automated 60-minute validation cycles with instant rollback capability (8 hours saved per optimization deployment)

Safe Deployment with Built-in Validation & Rollback

More Resources

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Blog & Articles

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Stackoptimizer

Frequently
Asked Questions

How does StackOptimizer differ from traditional cloud cost optimization tools?

Unlike generic cost tools that make recommendations in isolation, StackOptimizer understands your application architecture, performance requirements, and governance policies. It provides context-aware optimizations that improve both cost and performance while maintaining SLO compliance.

Will StackOptimizer automatically make changes to my infrastructure?

No, StackOptimizer requires human approval for all recommendations in the MVP. It provides detailed analysis and implementation plans, but all changes go through your existing review processes and require explicit approval before execution.

How does StackOptimizer integrate with my existing DevOps workflow?

StackOptimizer integrates directly into your pull request workflow, CI/CD pipelines, and Infrastructure as Code processes. It works alongside your existing tools like Terraform, GitHub, and monitoring systems without requiring workflow changes.

Can StackOptimizer optimize multi-cloud environments?

StackOptimizer leverages StackGen's unified topology understanding to optimize across different cloud providers and services. It provides consistent optimization strategies regardless of your underlying infrastructure mix.

What happens if an optimization recommendation impacts performance?

StackOptimizer includes built-in validation and rollback capabilities. It monitors key performance metrics after implementation and can automatically revert changes if SLOs are violated, ensuring your applications remain reliable.

How quickly can I see results from StackOptimizer?

Many teams see initial cost savings within the first week of deployment. StackOptimizer immediately begins analyzing your infrastructure and providing optimization recommendations, with the system becoming more intelligent as it learns your specific usage patterns.