Recommender - bobbae/gcp GitHub Wiki

Recommender helps admins optimize Google Cloud resources by making proactive, actionable recommendations with a data-driven machine learning approach. This empowers teams to automatically detect issues like overly permissive access or wrongly sized VM instances or idle resources.

https://cloud.google.com/recommender

Recommender console

https://console.cloud.google.com/home/recommendations

Understand exactly where and how to optimize

Optimizing your cloud for price, performance, and security is key to maximizing the ROI you get from your cloud. And yet, this can feel increasingly challenging as your cloud grows. That’s why getting easy-to-understand, actionable recommendations delivered to you is key to keeping your cloud optimized.

Eliminate manual toil from administration

Identifying ways to keep your cloud optimized is just half of the equation. The other half is making it easy without squandering your staff’s time and energy. With these intelligent recommendations, you’re able to make important changes with just a few clicks, ensuring that your team can keep your cloud optimized while maintaining their focus on other goals, like innovation.

Insights

Insights are findings that you can use to proactively focus on important patterns in resource usage. You can use insights independently from recommendations. Some insights link to recommendations and provide evidence for the associated recommendations.

Recommender uses machine learning to provide detailed and high quality insights.

https://cloud.google.com/recommender/docs/insights/using-insights

Recommendations

https://cloud.google.com/recommender/docs/key-concepts#recommendations

Retrieve recommendation details across all GCP Projects

https://rajathithanrajasekar.medium.com/retrieve-recommendation-details-across-all-gcp-projects-ce4461c08180

Active Assist

Active Assist is a portfolio of tools that use data, intelligence, and machine learning to reduce cloud complexity and administrative toil, making it easy to optimize your cloud's security, performance, and cost.

Proactive Database Wellness with Active Assist

https://cloud.google.com/blog/products/databases/proactive-database-wellness-with-active-assist/

FinOps

FinOps is shorthand for “Cloud Financial Operations” or “Cloud Financial Management” or “Cloud Cost Management”. It is the practice of bringing financial accountability to the variable spend model of cloud, enabling distributed teams to make business trade-offs between speed, cost, and quality.

Training recommender models of 100 trillion parameters

https://cloud.google.com/blog/products/ai-machine-learning/training-a-recommender-model-of-100-trillions-parameters-on-google-cloud