marpy.io is a cloud development platform purpose-built for Python web applications. We provide a browser-based IDE with AI-assisted tooling, managed databases, and one-click deployment — everything a Python developer needs to go from idea to production without touching infrastructure. While general-purpose cloud IDEs treat Python as an afterthought, marpy.io is opinionated for the frameworks developers actually use: Flask, FastAPI, and Django. Every project gets its own isolated Kubernetes environment with a managed MariaDB instance, integrated terminal, live preview, and an AI coding assistant that understands the developer's actual dependencies and schema. Our platform solves three problems that slow Python teams down: environment setup (instant, pre-configured workspaces), deployment complexity (one-click with migration safety guardrails), and AI context (per-project documentation indexing so the assistant gives answers grounded in what's actually installed, not generic training data). Key technical differentiators: Kubernetes-native multi-tenancy with per-project isolation AI coding assistant with smart model routing and 15+ orchestrated tools Migration safety system that prevents destructive database operations in production Cgroup-based pod freezing for ~70% infrastructure cost optimization marpy.io offers tiered SaaS pricing from free to enterprise, with metered billing for compute, storage, and AI usage.