> Markdown version of [/videos/100489-why-infrastructure-forecasting-fails-building-a-self-serve-forecasting-platform?t=1138](https://www.wearedevelopers.com/videos/100489-why-infrastructure-forecasting-fails-building-a-self-serve-forecasting-platform?t=1138). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Why Infrastructure Forecasting Fails – Building a Self-Serve Forecasting Platform Spreadsheet-driven infrastructure forecasting guarantees bloated budgets. Stop guessing your hardware requirements. Learn how translating business intent into compute needs radically shrinks planning cycles from months to weeks. - **Speakers:** [Ankur Gupta](https://www.wearedevelopers.com/@ankur-gupta) - **Event:** World Congress 2026 North America - **Published:** September 25, 2026 - **Duration:** 26:30 - **URL:** https://www.wearedevelopers.com/videos/100489-why-infrastructure-forecasting-fails-building-a-self-serve-forecasting-platform ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Aligning auto scaling infrastructure costs with real business value](https://www.wearedevelopers.com/videos/100111-5-years-in-cloud-native-the-good-the-bad-and-the-bill) (from "5 Years in Cloud Native: The Good, the Bad, and the Bill") - [Predicting software execution speeds and future developer headcount scaling](https://www.wearedevelopers.com/videos/1371-ai-in-action-real-use-cases-with-real-impact-hanna-hennig-michael-ameling-tobias-regenfuss) (from "AI in Action: Real Use Cases with Real Impact - Hanna Hennig, Michael Ameling, Tobias Regenfuss") - [Essential components for robust infrastructure capacity planning](https://www.wearedevelopers.com/videos/813-fifty-shades-of-kubernetes-autoscaling) (from "Fifty Shades of Kubernetes Autoscaling") - [Overcoming the constraints of traditional HR platforms](https://www.wearedevelopers.com/videos/100259-what-if-your-hr-software-adapted-to-you-not-the-other-way-around) (from "What if your HR software adapted to you, not the other way around?") - [Identifying hidden hardware costs within inactive cloud resources](https://www.wearedevelopers.com/videos/104-cloud-chaos-and-microservices-mayhem) (from "Cloud Chaos and Microservices Mayhem") - [Evolving infrastructure from standalone scripts to industrialized pipelines](https://www.wearedevelopers.com/videos/178-industrializing-your-data-science-capabilities) (from "Industrializing your Data Science capabilities") ## Related Articles - [How We Built a Worry-Free System That Runs for 10+ Years – And What We’d Do Again](https://www.wearedevelopers.com/magazine/751-how-we-built-a-worry-free-system-that-runs-for-10-years-and-what-we-d-do-again) - [The Geometry of Incidents: Connecting User Impact to Architecture](https://www.wearedevelopers.com/magazine/764-the-geometry-of-incidents-connecting-user-impact-to-architecture) - [Now is the time for industrialized software development](https://www.wearedevelopers.com/magazine/601-now-is-the-time-for-industrialized-software-development) - [MLops – Deploying, Maintaining And Evolving Machine Learning Models in Production](https://www.wearedevelopers.com/magazine/115-mlops-deploying-maintaining-and-evolving-machine-learning-models-in-production) ## Related Jobs - [Data Center Real Estate & Development Specialist](https://www.wearedevelopers.com/jobs/48416-data-center-real-estate-development-specialist) at **Sciforium** - [GPU Cluster Engineer, Systems & Platform](https://www.wearedevelopers.com/jobs/48411-gpu-cluster-engineer-systems-platform) at **Sciforium** - [Oracle Cloud Planning Manager](https://www.wearedevelopers.com/jobs/ext/3256874-oracle-cloud-planning-manager) at **PwC** - [GPU Cluster Engineer, Networking](https://www.wearedevelopers.com/jobs/48410-gpu-cluster-engineer-networking) at **Sciforium** - [Lead Software Engineer, Model Serving Platform](https://www.wearedevelopers.com/jobs/48413-lead-software-engineer-model-serving-platform) at **Sciforium** - [GPU Cluster Engineer, Hardware Operations](https://www.wearedevelopers.com/jobs/48400-gpu-cluster-engineer-hardware-operations) at **Sciforium**