Cerberus vs Base44 Backend Platform
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 Base44 Backend Platform leads with 674 upvotes
Keep Grafana®. Swap the backend.
Cerberus is an innovative open-source gateway designed to enhance the flexibility of monitoring and observability stacks, specifically tailored for Grafana users. It allows seamless swapping of backend data sources like Prometheus, Loki, and Tempo with ClickHouse, providing a more scalable and performant alternative without sacrificing existing dashboards, alerting mechanisms, or CLI tooling. This makes it an ideal choice for developers and DevOps teams seeking to modernize their telemetry infrastructure while maintaining their familiar visualization environment. What sets Cerberus apart is its drop-in compatibility, enabling users to transition to ClickHouse effortlessly and leverage its high-speed querying capabilities and efficient data storage. Its open architecture ensures that teams can tailor their setup to meet evolving demands without overhauling their entire observability stack.
Pros
- Enables seamless backend replacement without disrupting existing Grafana setups
- Open-source, customizable, and flexible for various telemetry data sources
- Improves query performance and scalability with ClickHouse backend
- Retains existing alerting, dashboards, and CLI tools, reducing migration overhead
Cons
- Relatively new tool with a smaller community and ecosystem
- Requires familiarity with ClickHouse and backend configuration
- Potential compatibility issues with complex or custom Grafana setups
Best for
- • Replacing Prometheus backend for improved scalability in large environments
- • Migrating from Loki to ClickHouse for more efficient log querying
- • Switching Tempo backend to enhance trace data processing performance
- • Modernizing observability stacks without redesigning dashboards
Pricing: Cerberus is open-source and free to use, making it accessible for individual developers and organizations seeking cost-effective telemetry solutions.
The Backend for the age of AI
Base44 Backend Platform is a comprehensive backend solution designed for building modern applications powered by AI agents. It is tailored for developers seeking a streamlined, scalable way to deploy full-stack apps with minimal setup. The platform is optimized for Claude Code and Cursor, enabling rapid development and deployment through a simple command-line interface, eliminating the need for traditional backend configuration. What sets Base44 apart is its focus on simplicity and robustness, allowing AI agents to operate using easy-to-understand Skills instead of complex APIs, making AI integration more accessible and efficient. With a battle-tested infrastructure supporting millions of production apps, it offers a reliable foundation for innovative AI-powered applications. Whether building customer support bots, intelligent dashboards, or automation tools, Base44 aims to accelerate development cycles and empower developers to focus on core features rather than backend complexities.
Pros
- Zero backend setup and configuration, enabling rapid deployment
- Optimized for popular AI models like Claude Code and Cursor
- Simplifies AI integration using Skills instead of complex APIs
- Battle-tested with millions of production apps ensuring reliability
- Single command deployment for full-stack applications
Cons
- Limited information on flexible customization or advanced backend features
- Primarily focused on AI-driven apps; may not suit non-AI projects
- Pricing details are not explicitly provided, which could impact decision-making
Best for
- • Building AI-powered chatbots and virtual assistants
- • Deploying intelligent dashboards and analytics tools
- • Creating automation workflows with AI agents
- • Developing customer support solutions
Pricing: Likely follows a freemium model with a free tier for basic usage and paid plans for advanced features or higher scale, though exact details are not specified.