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Optimize, Evaluate, and Forecast Your Cloud Spend

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Optimize, Evaluate, and Forecast Your Cloud Spend

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

2 hours to complete
Flexible schedule
Learn at your own pace

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

2 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Resource optimization needs continuous monitoring of allocated capacity versus real usage to detect waste and bottlenecks.

  • Smart cloud procurement balances reserved, spot, and on-demand pricing using cost-benefit analysis tied to workload needs.

  • Strong financial governance relies on predictive models combining historical usage data with upcoming business plans.

  • Sustainable cloud operations require clear benchmarks, automated monitoring, and collaboration between engineering and finance teams

Details to know

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Recently updated!

January 2026

Assessments

7 assignmentsΒΉ

AI Graded see disclaimer
Taught in English

Build your subject-matter expertise

This course is part of the Strategic AI Governance Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

There are 3 modules in this course

Are you spending 30% more than necessary on cloud infrastructure? This Short Course was created to help ML and AI professionals accomplish strategic cloud cost optimization through data-driven analysis and predictive modeling.

By completing this course, you'll be able to identify resource waste through systematic allocation versus utilization analysis, make informed decisions on cloud pricing strategies that reduce operational expenditure, and build sophisticated forecasting models that enable proactive budget planning and financial governance. By the end of this course, you will be able to: β€’ Analyze resource allocation versus utilization to identify optimization opportunities β€’ Evaluate cloud pricing strategies to reduce operational expenditure β€’ Create a cost forecasting model using historical usage and planned project data This course is unique because it combines technical infrastructure analysis with financial modeling expertise, providing hands-on experience with enterprise-grade cost optimization tools and real-world scenarios that mirror actual cloud operations challenges. To be successful in this project, you should have a background in cloud infrastructure management and basic data analytics experience.

Learners will master systematic analysis of cloud resource allocation patterns versus actual utilization to identify waste, performance bottlenecks, and cost optimization opportunities.

What's included

1 video1 reading2 assignments

1 videoβ€’Total 4 minutes
  • Why Resource Allocation Analysis Transforms Cloud Operationsβ€’4 minutes
1 readingβ€’Total 10 minutes
  • Foundations of Resource Allocation Analysis for Cloud Optimizationβ€’10 minutes
2 assignmentsβ€’Total 11 minutes
  • Cluster Auto-scaling Performance Analysisβ€’8 minutes
  • Resource Allocation Analysis Knowledge Checkβ€’3 minutes

Learners will master comprehensive evaluation of cloud pricing models to make strategic procurement decisions that optimize costs while maintaining performance requirements for AI and ML workloads.

What's included

2 videos2 readings2 assignments

2 videosβ€’Total 12 minutes
  • Strategic Cloud Pricing Decisions That Transform AI Operationsβ€’4 minutes
  • Reserved vs Spot vs On-Demand: A Strategic Comparisonβ€’8 minutes
2 readingsβ€’Total 20 minutes
  • Evaluate cloud pricing strategies to reduce operational expenditureβ€’10 minutes
  • Cost-Benefit Analysis for Multi-Cloud Pricing Optimizationβ€’10 minutes
2 assignmentsβ€’Total 18 minutes
  • GPU Fleet Pricing Strategy Developmentβ€’15 minutes
  • Cloud Pricing Strategy Evaluation Knowledge Checkβ€’3 minutes

Learners will master the development of sophisticated cost forecasting models that integrate historical consumption patterns with planned business initiatives to enable proactive budget planning and strategic financial governance.

What's included

1 video1 reading3 assignments

1 videoβ€’Total 9 minutes
  • Essential Components of Infrastructure Cost Forecasting Modelsβ€’9 minutes
1 readingβ€’Total 10 minutes
  • Advanced Forecasting Techniques for Cloud Infrastructure Planningβ€’10 minutes
3 assignmentsβ€’Total 23 minutes
  • Strategic Cloud Cost Optimization Mastery Assessmentβ€’10 minutes
  • Rolling Forecast Model Development for Strategic Planningβ€’10 minutes
  • Cost Forecasting Model Development Knowledge Checkβ€’3 minutes

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Instructor

454 Coursesβ€’59,272 learners

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Frequently asked questions

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

Financial aid available,

ΒΉ Some assignments in this course are AI-graded. For these assignments, your data will be used in accordance with Coursera's Privacy Notice.