Supabase Alternatives

Deploy applications with the simplicity of Heroku on your own infrastructure. This open source Platform-as-a-Service solution gives you complete control over your deployment environment while maintaining the developer-friendly experience you expect.

Key advantages:

• No vendor lock-in - Run on any hardware or cloud provider of your choice
• Cost-effective - Save money by using inexpensive hosting options
• Heroku-compatible - Deploy existing Heroku apps without modifications
• Docker-powered - Applications run in isolated containers for security and reliability

Simple deployment process:

• Push code via Git just like Heroku
• Automatic builds using Heroku buildpacks
• Isolated container execution
• Single-host PaaS solution

Extensible architecture allows you to customize functionality through plugins written in any programming language. The plugin ecosystem provides additional features beyond the core installation, and you can easily create and share your own extensions.

Perfect for developers who want Heroku's ease of use without the ongoing costs or platform restrictions. Get started in minutes with the simple installation script and start deploying your applications immediately.

PocketBase is an open source backend that packs a powerful punch in a single file. It provides a realtime database, authentication, file storage, and admin dashboard - everything you need to build modern web and mobile apps.

Key features:

• Realtime database - Store and sync data in real-time using collections and documents
• Authentication - User management with email/password, OAuth providers, and custom auth rules
• File storage - Upload and serve files and images with automatic resizing
• Admin dashboard - Manage your data and app configuration through a sleek web UI
• API & SDKs - RESTful API and SDKs for easy integration with any tech stack
• Extensible - Add custom functionality via Go plugins
• Self-hostable - Run it anywhere as a single executable

PocketBase aims to accelerate development by providing essential backend infrastructure out-of-the-box. Its simplicity and flexibility make it ideal for prototypes, MVPs, and production apps alike. Get started quickly and scale as you grow with this powerful open source backend.

Appwrite is an open-source backend platform that revolutionizes application development. With its suite of powerful tools, developers can rapidly build and scale applications using their preferred programming languages and frameworks.

Key features include:

• Authentication: Secure user login with 30+ methods, including email/password, SMS, OAuth, and Magic URLs.
• Databases: Scalable and robust database solution with advanced querying, caching, and permission models.
• Functions: Deploy and scale serverless functions in isolated runtimes, supporting 30+ runtimes across 13 languages.
• Storage: Securely manage files with encryption, advanced compression, and built-in image transformation capabilities.
• Messaging: Set up a unified messaging service covering multiple channels, including push notifications, emails, and SMS.
• Realtime: Subscribe and react to any Appwrite event using the Realtime API, with built-in permission management.

Appwrite prioritizes privacy and security, offering self-hosting options, data encryption, and compliance with regulations like GDPR and HIPAA. The platform's flexibility allows easy data migration between cloud and self-hosted environments.

With a thriving open-source community and comprehensive documentation, Appwrite provides excellent support for developers. The platform offers SDKs for various programming languages and frameworks, ensuring you can code the way you want.

Appwrite's scalability is impressive, serving over 1 billion requests and supporting 100,000+ projects. Whether you're working on a personal hobby project or a large-scale enterprise application, Appwrite provides the tools and infrastructure to build like a team of hundreds.

Milvus is an open-source vector database built specifically for GenAI applications. It offers high-performance similarity search capabilities and seamless scalability to handle billions of vectors.

Key features:

• Easy installation: Get started quickly with a simple pip install
• Blazing-fast searches: Perform high-speed similarity searches on massive vector datasets
• Elastic scalability: Scale effortlessly to tens of billions of vectors with minimal performance impact
• Flexible deployment: Choose from lightweight Milvus Lite for prototyping, robust Standalone for production, or fully distributed deployment for enterprise-scale workloads
• Rich ecosystem: Integrates smoothly with popular AI tools like LangChain, LlamaIndex, OpenAI, and more
• Advanced capabilities: Supports metadata filtering, hybrid search, multi-vector queries and other powerful features

Milvus empowers developers to build robust and scalable GenAI applications across various domains including image retrieval, recommendation systems, and semantic search. Its focus on performance, scalability and ease-of-use makes it a top choice for vector similarity search at any scale.

Qdrant is a powerful open-source vector database designed for high-performance similarity search in AI and machine learning applications. Built with Rust for unmatched speed and reliability, Qdrant excels at handling billions of high-dimensional vectors.

Key features:

• Cloud-native scalability: Easily scale vertically and horizontally with zero-downtime upgrades
• Flexible deployment: Quick setup with Docker for local testing or cloud deployment
• Cost-efficient storage: Built-in compression options to dramatically reduce memory usage
• Advanced search capabilities: Supports semantic search and handles multimodal data efficiently
• Easy integration: Lean API for seamless integration with existing systems

Qdrant is ideal for powering recommendation systems, advanced search applications, and retrieval augmented generation (RAG) workflows. Its ability to quickly process complex queries on large datasets makes it suitable for a wide range of AI-driven use cases.

Real-world impact: Trusted by leading companies like Bosch, Cognizant, and Bayer for enterprise-scale AI applications. Qdrant consistently outperforms alternatives in ease of use, performance, and value.

Whether you're building a cutting-edge AI product or enhancing existing applications with vector search capabilities, Qdrant provides the speed, scalability, and flexibility needed to bring your ideas to life.

Turso is a powerful database solution designed for developers who want the simplicity of SQLite with the scalability needed for production environments.

Here's why Turso stands out:

• Multi-tenant AI Applications: Turso enables you to create personalized LLM instances with infinite context windows using unlimited databases. This feature is perfect for building AI-powered applications that require separate data stores for each user or context.

• On-Device Capabilities: Turso offers SDKs for mobile and on-device AI, allowing you to build powerful offline-capable apps across major platforms. You can optimize LLMs locally using Turso's SQLite-based database within your application, ensuring data privacy and reducing network latency.

• Vector Search Integration: Seamlessly integrate Vector Embeddings with relational data in single transactions. This feature is crucial for AI and machine learning applications that require efficient similarity searches.

• Open Source and Secure: Built on libSQL, an open-source SQLite-compatible database engine, Turso ensures your data is always portable. It offers encryption at rest and in transit, with SOC2 and HIPAA compliance available out of the box.

• Developer-Friendly Experience: Enjoy a simple developer experience that feels like working with SQLite. Turso provides flexible development options, allowing you to work locally or remotely and deploy globally when ready.

• Scalability and Performance: With features like automatic sync and programmable conflict resolution, Turso keeps your app data fresh and consistent across multiple instances. Its API-first approach and platform API enable efficient, programmatic database management at scale.

Whether you're building a complex AI application, a mobile app with offline capabilities, or a scalable multi-tenant system, Turso provides the tools and flexibility to meet your database needs while maintaining the simplicity developers love about SQLite.

Weaviate is an AI-native vector database that empowers developers to create intuitive applications with less hallucination, data leakage, and vendor lock-in. Key features include:

1. Hybrid Search: Combines vector and keyword techniques for contextual, precise results across all data modalities.

2. RAG (Retrieval-Augmented Generation): Enables building trustworthy generative AI applications using your own data, with privacy and security in mind.

3. Generative Feedback Loops: Enrich datasets with AI-generated answers, improving personalization and reducing manual data cleaning.

4. Flexible Deployment: Available as an open-source platform, managed service, or within your VPC to adapt to your business needs.

5. Pluggable ML Models: Built-in modules for popular machine learning models and frameworks, allowing easy integration.

6. Cost-Efficient Scaling: Advanced multi-tenancy, data compression, and filtering for confident and efficient scaling.

7. Strong Community Support: Open-source with a vibrant community and resources for developers of all levels.

8. Integrations: Supports various neural search frameworks and vectorization modules, including OpenAI, Hugging Face, Cohere, and more.

Weaviate is designed to handle lightning-fast pure vector similarity searches over raw vectors or data objects, even with filters. It's more than just a database – it's a flexible platform for building powerful, production-ready AI applications that can adapt to the evolving needs of businesses in the AI landscape.

ZITADEL is an all-in-one identity suite designed to streamline application development with robust authentication and authorization capabilities.

Key features:

• Customizable hosted login: Easily authenticate users with a branded, customizable login page
• Modern authentication methods: Support for SSO, social logins, and multi-factor authentication
• Role-based access control: Assign permissions based on user roles for granular authorization
• Multi-tenant architecture: Built-in support for B2B scenarios with organization management
• Extensibility: Customize workflows and integrate ZITADEL into existing systems with Actions
• Developer-friendly: Modern APIs (gRPC and REST) with comprehensive documentation
• Flexible deployment: Run ZITADEL as a managed service or self-host for full control

ZITADEL empowers developers to offload complex identity tasks while maintaining adaptability. With security defaults and custom code extensions, it provides a solid foundation for building scalable applications with sophisticated user management.

Whether you need authentication for a small project or enterprise-grade identity infrastructure, ZITADEL offers the flexibility to grow with your needs. Focus on building your core product features while ZITADEL handles the intricacies of identity management.

Encore revolutionizes backend development by providing a seamless, integrated platform that combines the power of cloud infrastructure with the simplicity of local development. By abstracting away the complexities of distributed systems, Encore allows developers to focus on writing business logic while automatically handling scalability, deployment, and infrastructure management.

Key benefits of Encore include:

• Rapid Development: Write clean, idiomatic Go code without boilerplate, allowing you to build production-ready backends in record time.
• Automatic Infrastructure: Encore generates and manages your cloud infrastructure, eliminating the need for manual configuration and reducing operational overhead.
• Built-in Observability: Gain deep insights into your application's performance with automatically instrumented tracing, logging, and metrics.
• Local-to-Cloud Consistency: Develop and test locally with the same environment as production, ensuring smooth transitions and reducing deployment surprises.
• API-First Approach: Automatically generate API documentation and type-safe clients, improving collaboration between frontend and backend teams.
• Effortless Scaling: Design your application for scale from day one, with Encore handling the complexities of distributed systems and database management.
• Developer-Centric Workflow: Enjoy a streamlined development experience with features like automatic hot reloading, integrated testing, and collaborative debugging.

By choosing Encore, teams can significantly reduce time-to-market, improve code quality, and focus on delivering value to their users instead of wrestling with infrastructure complexities.

NHost is a comprehensive serverless backend platform designed to accelerate modern application development. By providing a fully managed infrastructure, NHost eliminates the complexities of backend setup and maintenance, allowing developers to focus on building exceptional user experiences.

Key benefits of NHost include:

• Instant Setup: Get started in minutes with a pre-configured backend environment, saving valuable development time.
• Built-in Authentication: Secure user management with support for multiple authentication methods, including social logins and JWT tokens.
• Scalable Database: Utilize a powerful PostgreSQL database that automatically scales to meet your application's demands.
• Serverless Functions: Deploy and run custom logic without managing servers, supporting various programming languages.
• File Storage: Easily manage and serve user-generated content with integrated file storage capabilities.
• GraphQL API: Access your data through a flexible and efficient GraphQL API, simplifying client-side development.
• Real-time Subscriptions: Keep your app's data in sync across devices with real-time updates via WebSocket connections.
• Local Development: Seamlessly develop and test your applications locally with NHost's CLI tools.
• Customizable Workflows: Automate tasks and integrate with third-party services using event-triggered actions.

NHost's platform is designed to be developer-friendly, offering comprehensive documentation, SDKs for popular frameworks, and a supportive community. Whether you're building a startup MVP or scaling an enterprise application, NHost provides the tools and infrastructure to bring your ideas to life quickly and efficiently.

Convex is an innovative backend-as-a-service platform designed specifically for React developers. It combines a reactive database with real-time data synchronization and serverless functions to simplify full-stack development.

Key benefits include:

• Automatic real-time updates keep your app data fresh without manual refresh
• Type-safe queries and mutations with TypeScript support for better development experience
• Built-in authentication with over 80+ OAuth integrations
• Serverless actions for scheduling tasks and external API calls
• ACID-compliant transactions ensuring data consistency
• Self-hosting options available for development and production

Perfect for teams building collaborative features, real-time dashboards, or any modern web application requiring live data updates.

Hydra is an innovative open-source project that combines the power of PostgreSQL with DuckDB's high-performance analytics engine. This hybrid solution allows developers to build faster applications with advanced analytical capabilities right within their Postgres database.

Key features and benefits:

1. Millisecond response times: Hydra's integration of DuckDB's columnar-vectorized query engine enables lightning-fast analytics on large datasets.

2. Seamless Postgres integration: Developers can leverage familiar Postgres interfaces and tools while gaining access to DuckDB's analytical prowess.

3. Open-source and MIT licensed: Hydra is freely available and can be used, modified, and distributed under the permissive MIT license.

4. Scalability: From laptop to cloud, Hydra is designed to handle varying workloads and data sizes efficiently.

5. Object storage connectivity: Easily connect with popular object storage solutions like S3, Cloudflare R2, Google GCS, and Azure.

6. Feature-rich SQL: Take advantage of advanced SQL features for complex data analysis and manipulation.

7. Zero dependencies: Hydra integrates seamlessly into existing Postgres setups without requiring additional dependencies.

Hydra is backed by Y Combinator and has garnered support from industry leaders, including the DuckDB Foundation, Dagster, Svix, and HashiCorp. Its ability to handle both transactional and analytical workloads in a single database makes it an attractive solution for companies looking to simplify their data architecture while improving query performance.

The project is actively developed and maintained, with regular updates and improvements. Developers can contribute to the project, join the community on Discord, or become supporters to help drive the future of this innovative database solution.

Undb is an innovative open-source platform that empowers users to build and manage their own databases without coding. This local-first, offline-first solution offers a range of powerful features:

• Diverse view options: Easily organize your data with grid, kanban, gallery, and form views
• Custom database creation: Build tailored databases to suit your specific needs
• Type-safe API generation: Automatically create APIs for your data structures
• Application development: Rapidly build custom applications on top of your databases
• Privacy-focused: Host the platform yourself for complete data control
• Template library: Get started quickly with pre-built project templates

Undb combines the flexibility of no-code tools with the power of a backend-as-a-service, making it an excellent choice for developers, businesses, and individuals looking for a self-hosted Airtable alternative. Whether you're managing projects, organizing data, or prototyping applications, Undb provides the tools to streamline your workflow and boost productivity.

SlateDB is an innovative embedded storage engine that revolutionizes data management by building on top of object storage.

Here are its key features and benefits:

• Object Store Durability: SlateDB inherits the exceptional durability of your chosen object store, offering up to 99.999999999% durability. This ensures your data remains safe and accessible.
• Zero-Disk Architecture: By running without disks, SlateDB eliminates common issues like disk failures and corruption. This design simplifies infrastructure management and reduces hardware-related concerns.
• Simple Replication: SlateDB leverages the underlying object store's replication capabilities, removing the need for complex custom replication protocols. This approach streamlines data distribution and backup.
• Tunable Performance: Configure SlateDB to optimize for your specific needs, whether it's low latency, cost-efficiency, or high durability. This flexibility allows you to balance performance and resources effectively.
• Scalable Readers: Supporting a single writer and multiple readers, SlateDB is designed for concurrent access. It also includes built-in detection and fencing of zombie writers, ensuring data consistency.
• Built in Rust: As an embeddable library written in Rust, SlateDB offers performance, safety, and cross-language compatibility. Use it with your preferred programming language for seamless integration.

SlateDB simplifies database management by abstracting away many low-level concerns, allowing developers to focus on building their applications rather than managing infrastructure. Its design makes it particularly suitable for cloud-native applications, distributed systems, and scenarios where durability and scalability are crucial.

Cloudflare Realtime TURN Service provides a managed relay solution for WebRTC applications that need to traverse NATs and firewalls. The service maintains public IP addresses and ports for each session, ensuring reliable connectivity even in restrictive network environments.

Key features include:

• Free when used with Realtime SFU, otherwise $0.05/GB outbound
• Global availability across all Cloudflare data centers with automatic anycast routing
• Multiple protocol support: STUN/TURN over UDP, TCP, and TLS
• Flexible port options including standard and alternate ports for different network scenarios
• Modern TLS support (1.1, 1.2, 1.3) with comprehensive cipher suites

The service offers robust performance limits suitable for high-demand applications:

• Packet rates up to 5-10k packets per second
• Data rates supporting 50-100 Mbps per allocation
• Burst capacity above documented limits

Technical specifications:

• Primary addresses: stun.cloudflare.com and turn.cloudflare.com
• Standard ports: 3478 (UDP/TCP), 5349 (TLS)
• Alternate ports: 53 (UDP), 80 (TCP), 443 (TLS)
• No specific MTU limitations

Perfect for developers building real-time communication applications that require reliable peer-to-peer connectivity across diverse network conditions.

Deploy full-stack applications that are instantly distributed across Cloudflare's global network for maximum performance and reliability. Choose from multiple deployment methods to fit your workflow perfectly.

Flexible Deployment Options:

• Connect directly to your Git provider for automatic deployments
• Upload prebuilt assets using Direct Upload for immediate publishing
• Use C3 command line tool for developer-friendly deployments

Key Features:

• Pages Functions - Deploy server-side code for dynamic functionality without managing servers
• Instant Rollbacks - Revert to previous production deployments with one click
• Custom Redirects - Set up URL redirects and routing rules easily
• 500 free deploys per month on the Free plan

Seamless Integration with Cloudflare's ecosystem including Workers for serverless execution, R2 Storage for unstructured data, and D1 serverless database. Perfect for React, Hugo, Next.js and other popular frameworks.

Built for developers who need fast, reliable hosting with global edge distribution and modern deployment workflows.

AWS Lambda is a serverless compute service that lets you run code without provisioning or managing servers. You simply upload your code, and Lambda takes care of everything required to run and scale your application with high availability.

Key benefits include:

• Pay-per-use billing - Only pay for the compute time you consume, billed by the millisecond
• Automatic scaling - Scales up and down automatically based on incoming requests
• Zero server management - No infrastructure to provision, patch, or maintain
• Built-in security - Provides security isolation and reduces operational burden
• Fast deployment - Deploy code changes quickly without infrastructure concerns

Perfect for:

• Web and mobile application backends
• Real-time data processing and streaming
• Batch data processing workloads
• Generative AI applications and LLM integration
• Event-driven microservices architectures

Lambda integrates seamlessly with other AWS services and third-party tools, making it ideal for building modern, distributed applications that need to respond instantly to user activity while maintaining cost efficiency.

Cloudflare D1 is a managed serverless database that brings SQLite's familiar SQL semantics to the edge with enterprise-grade features. Built for modern applications, D1 offers built-in disaster recovery and seamless integration with Cloudflare Workers and Pages.

Key advantages:

• Horizontal scaling across multiple 10GB databases for per-user, per-tenant, or per-entity isolation
• Cost-effective pricing based only on queries and storage - no extra charges for multiple databases
• Time Travel feature enables point-in-time recovery for any minute within the last 30 days
• Global deployment with instant scaling across Cloudflare's edge network

Perfect for:

• Multi-tenant applications requiring database isolation
• Applications needing thousands of separate databases
• Projects requiring reliable backup and recovery solutions
• Developers wanting SQLite compatibility with serverless benefits

D1 integrates directly with Workers and Pages, allowing you to build and deploy database-driven applications with exceptional performance and reliability. Available on both Free and Paid plans, making it accessible for projects of any size.

Azure IoT Hub is Microsoft's comprehensive cloud platform designed to handle massive IoT deployments at scale. Connect virtually any device with per-device authentication and built-in security features that protect both cloud-to-device and device-to-cloud communications.

Key capabilities include:

• Bidirectional communication - Send telemetry data from devices and reliably deliver commands back with delivery acknowledgments
• Device Update for IoT Hub - Deploy over-the-air updates to keep devices secure and current without custom development
• Zero-touch provisioning - Automatically register and configure devices at scale through the Device Provisioning Service
• Azure IoT Edge integration - Extend cloud intelligence to edge devices with offline capabilities
• Enterprise security - Individual device identities, selective access control, and comprehensive compliance certifications

The platform integrates seamlessly with Azure Event Grid and serverless compute services, simplifying IoT application development. With support for HTTPS, AMQP, and MQTT protocols, Azure IoT Hub accommodates diverse device ecosystems while providing 99.9% SLA reliability.

Perfect for organizations building hybrid IoT solutions that require secure, scalable device management with the flexibility to run intelligence both in the cloud and at the edge.

Firebase Studio transforms how you build applications by combining the power of generative AI with a complete development environment accessible from any browser. This revolutionary workspace eliminates the traditional setup friction, letting you go from idea to working application in minutes.

Key advantages include:

• AI-powered development with Gemini integration for coding, debugging, testing, and documentation
• Instant setup - import from GitHub, GitLab, Bitbucket, or start fresh with natural language prototyping
• Real-time collaboration with shareable workspaces and live preview URLs for team feedback
• Comprehensive testing using built-in web previews, Android emulators, and thousands of available extensions
• Seamless deployment to Firebase App Hosting, Cloud Run, or custom infrastructure with monitoring included

The platform supports most tech stacks and offers customizable environments through Nix. Whether you're building backends, frontends, or mobile apps, Firebase Studio provides the complete toolkit with AI assistance that understands your codebase and can take actions on your behalf. Perfect for teams wanting to accelerate their development lifecycle while maintaining full control over their deployment strategy.

Azure Static Web Apps accelerates modern web application development by combining static front-end hosting with dynamic serverless APIs. This comprehensive platform provides a tailored local development experience with seamless GitHub integration for continuous deployment.

Key Features:

• Free tier with 100GB bandwidth, SSL certificates, and custom domains
• Standard tier at $9/month for production workloads with SLA support
• Enterprise-grade edge protection with Azure Front Door integration
• Serverless API integration through Azure Functions with 1 million free executions
• Custom authentication and service-defined authentication options
• Global high availability with automatic SSL certificate management

The platform offers flexible pricing tiers from hobby projects to enterprise workloads. The free plan includes web hosting, SSL certificates, and custom domains, while the standard plan provides production-ready features with bandwidth overage options at $0.20 per GB.

Development Benefits:

• GitHub native workflows for build and deployment
• Unified hosting and management in the cloud
• DDoS protection and reduced latency through edge load balancing
• Database connections during public preview at no additional cost

Perfect for developers seeking a complete full-stack solution with minimal configuration overhead and enterprise-grade security features.

Google Cloud offers a comprehensive platform for developers and AI, helping you build innovative solutions and tackle complex business challenges.

Key benefits include:

• AI & Machine Learning: Build with powerful tools like Vertex AI (enhanced by Gemini) for generative AI applications and improved customer service.
• Compute: Deploy apps fast with customizable virtual machines and managed container services (e.g., GKE).
• Storage: Securely store and manage any data with Cloud Storage, supported by efficient transfer solutions.
• Databases: Optimize database costs and scale globally with managed services like Cloud SQL & Cloud Spanner.
• Data Analytics: Analyze data in seconds with BigQuery, offering real-time insights & lower TCO.
• Security: Protect workloads with Google-grade security, including advanced threat detection & response.

Start building with free usage of 20+ products and $300 in free credits for new customers.

Azure Cosmos DB is Microsoft's fully managed NoSQL and vector database service designed for modern application development at any scale. This serverless database platform delivers industry-leading performance with less than 10ms latency and 99.999% availability SLA.

Key capabilities include:

• Built-in vector search for AI applications and RAG implementations
• Multiple API support including NoSQL, MongoDB, and PostgreSQL compatibility
• Dynamic automatic scaling that adjusts to workload demands
• Global distribution across all Azure regions with automatic replication

Perfect for AI-powered applications, Azure Cosmos DB integrates seamlessly with Azure OpenAI Service and supports real-time data processing at massive scale. The platform offers flexible pricing models including a lifetime free tier for development and small production workloads.

Enterprise-grade security features include multilayer protection, continuous backup, and point-in-time restore capabilities. Whether you're building IoT telemetry systems, personalization engines, or multi-tenant SaaS applications, Azure Cosmos DB provides the scalability and reliability needed for mission-critical workloads.

Start building with your preferred programming languages including Python, Node.js, and Java, while enjoying pay-as-you-go pricing that scales with your business needs.

Amazon DynamoDB is a fully managed, serverless NoSQL database that delivers single-digit millisecond performance at any scale. As a serverless solution, you only pay for what you use while DynamoDB automatically scales to zero with no cold starts, version upgrades, or maintenance windows.

Key advantages include:

• Zero operational overhead - No patching, downtime maintenance, or server management
• Global scale and reliability - Multi-Region replication with 99.999% availability SLA
• Enterprise security - Built-in security controls and compliance with SOC, PCI, FINMA, and ISO standards
• Cost-effective - 25% lower cost compared to equivalent database environments

Perfect for modern applications requiring high concurrency and connections for millions of users. DynamoDB excels in use cases like gaming platforms, media streaming, retail experiences, and financial services where performance and scalability are critical.

With DynamoDB Streams, you can build serverless event-driven applications, while managed backups and point-in-time recovery ensure your data is always protected. Trusted by over 1 million customers handling 500,000+ requests per second.

Heroku is a comprehensive cloud platform as a service (PaaS) that removes infrastructure complexity so developers can focus on building exceptional applications. The platform handles all the operational overhead including patching, upgrades, 24/7 operations, security, build systems, and failovers.

Key AI-powered features include:

• Managed Inference and Agents - Access leading AI models with minimal setup using simple commands
• Model Context Protocol (MCP) support for extending AI agents with custom tools and APIs
• Vector similarity search with pgvector on Heroku Postgres for RAG applications
• Retrieval Augmented Generation (RAG) capabilities for advanced AI applications

Platform advantages:

• 150+ third-party add-ons and 380+ open source buildpacks for extensive customization
• Multi-language support including officially supported languages plus any Linux-compatible language
• Enterprise-grade features like Private Spaces, SSO integration, and compliance certifications (PCI, HIPAA, ISO, SOC)
• Instant scalability from hobby projects to enterprise-level applications
• GitHub integration with Review Apps and continuous delivery
• Fast rollback capabilities for confident deployments

The platform includes Heroku Postgres as a trusted database service, Heroku Key-Value Store for caching, and comprehensive app metrics for performance insights. With Heroku Teams, organizations can efficiently manage permissions, delivery pipelines, and billing across development teams.

Transform your Google Sheets spreadsheets into powerful RESTful APIs with just a few clicks. Perfect for developers who want to rapidly prototype, build websites, and create applications without the complexity of setting up backend infrastructure.

Key Features:

• Simple 3-step process: Paste your Google Sheets URL, configure your API settings, and start making HTTP requests
• Full CRUD operations: Read, write, edit, and delete data through standard HTTP requests
• Customizable authentication: Configure how users access your API endpoints
• Multiple sheet support: Work with unlimited sheet tabs in your spreadsheets

Perfect for:

• Rapid prototyping with real data instead of mock datasets
• Client CMS solutions that non-technical users can easily manage
• Quick app development without backend setup overhead
• Testing ideas with live data before full development

Flexible pricing starts free with 200 monthly requests, scaling up to enterprise solutions. More affordable and faster than building custom backend panels from scratch. Give your clients a CMS they can actually use while you focus on building great user experiences.

Azure AI Search is Microsoft's enterprise knowledge retrieval system designed to power sophisticated retrieval-augmented generation (RAG) applications and AI agents. This comprehensive platform combines vector search, full-text search, and hybrid search capabilities in a single, scalable solution.

Key capabilities include:

• Advanced vector database with support for multivector, hybrid, multilingual, and metadata filtering
• Automated data ingestion from Azure and third-party sources with built-in parsing, chunking, and embedding
• Cutting-edge retrieval methods including reranking, query planning, and transformations that go beyond basic RAG
• Enterprise-grade security with encryption, secure authentication, and network isolation
• Seamless integrations with Azure AI Foundry, OpenAI models, and popular frameworks

The platform supports multiple file formats (Word, PDF, Excel, JSON, HTML) and data sources including Azure Cosmos DB, SQL Database, and Blob Storage. With built-in AI enrichment through cognitive skills and semantic ranking, it delivers highly relevant search results for AI applications.

Perfect for building:

• AI assistants and chatbots grounded in enterprise data
• Multimodal search engines for images, documents, and audio
• Real-time voice RAG applications
• Custom copilots and agent experiences

Azure AI Search scales from development to enterprise workloads while maintaining responsible AI practices and comprehensive compliance standards.

Azure Functions is Microsoft's serverless computing service that lets you execute event-driven code without managing infrastructure. Focus on writing business logic in your preferred programming language while Azure handles scaling, deployment, and maintenance automatically.

Key capabilities include:

• Multi-language support - Develop in C#, JavaScript, Python, Java, PowerShell, F#, and more
• Event-driven architecture - Connect functions to Azure services using triggers and bindings
• Automatic scaling - Built-in serverless elasticity scales from zero to enterprise-grade performance
• Flexible hosting plans - Choose from Consumption, Premium, App Service, or Container Apps plans

Popular use cases:

• Intelligent apps - Build RAG applications, chatbots, and AI-powered solutions
• Real-time processing - Handle files, data streams, and events in near real-time
• Workflow orchestration - Create complex workflows with Durable Functions and fault tolerance

The platform integrates seamlessly with Azure's data and AI services, providing built-in DevOps tools for the complete development lifecycle. Start with a free monthly grant of 1,000,000 executions and scale based on your needs with pay-per-use pricing.

Global key-value storage that delivers exceptional performance for modern applications. Store and retrieve data across Cloudflare's worldwide edge network with ultra-low latency and support for high read volumes.

Perfect for caching API responses, storing user configurations and preferences, or managing authentication details. Access your data seamlessly through Workers Bindings API or external applications via REST API.

Key features include:

• Global distribution across Cloudflare's edge locations
• High read performance with low latency access
• Simple key-value operations (put, get, list, delete)
• Multiple access methods via Workers or REST API
• Available on Free and Paid plans

Integrates perfectly with Cloudflare Workers for building dynamic and performant applications. Use alongside other Cloudflare storage solutions like R2 for large files, Durable Objects for consistent storage, or D1 for relational data needs.

A serverless platform that lets you build, deploy, and scale applications across the globe with a single command — no infrastructure to manage and no complex configuration needed.

Key capabilities include:

• Fast global performance with high reliability anywhere in the world
• Full-stack development support for popular frameworks like Next.js, Nuxt, SvelteKit, Remix, and Astro
• Multi-language support including JavaScript, TypeScript, Python, and Rust
• Built-in observability with deep visibility and insights
• Flexible pricing that starts free and scales affordably

Use cases span multiple domains:

• Front-end applications with fast rendering on Cloudflare's edge network
• Back-end APIs with optimized latency through strategic data store connections
• AI inference for running LLMs and image generation
• Background processing with scheduled jobs and durable operations

Rich integration ecosystem connects to databases, storage solutions, and external services through simple APIs, enabling powerful functionality with minimal code. The platform includes access to Cloudflare's suite of services for storage, compute, and media delivery.

Free and open-source Git hosting that respects your privacy and freedom. Create unlimited public and private repositories without any cost or vendor lock-in.

Key benefits:

• Completely free - No enterprise editions or hidden fees
• Unlimited repositories - Both public and private at no charge
• Privacy-focused - Data stored only in Germany and Romania
• Open source software - No proprietary platform dependencies
• No data mining - Your repositories aren't used for machine learning training
• Easy installation - Deploy on your own server in minutes

Perfect for developers and teams who want full control over their code repositories without compromising on features or paying subscription fees. The platform runs on free software principles, ensuring you're never locked into proprietary solutions.

Enterprise-ready without enterprise pricing - use the same powerful platform for personal projects or business environments. Supported through optional paid services, customizations, and community contributions rather than mandatory licensing fees.

Start building on IBM Cloud with no upfront costs or commitments. The free tier provides access to over 40 always-free products that never expire, including IBM Watson APIs, databases, AI services, and development tools.

Key Benefits:

• 40+ Always-Free Products: Access Lite plans for services like IBM Watson Assistant (10,000 API calls/month), Cloudant database (1GB storage), Watson Text-to-Speech, and many more
• $200 Welcome Credit: New Pay-as-you-go accounts receive $200 credit valid for 30 days to try any IBM Cloud product
• No Time Limits: Always-free products never expire and quotas reset monthly
• Pay-as-you-Go Flexibility: Only pay for usage beyond free tiers, cancel anytime

Popular Free Services Include:

• IBM Watson Studio for AI/ML development
• Db2 database with 200MB storage
• Container Registry with 5GB monthly transfer
• Continuous Delivery with 500 pipeline jobs
• Cloud Functions for serverless computing
• API Connect for API management

Additional Promotions Available:

• Up to $2,000 credits for Power Virtual Servers
• $1,000 credits for VPC services
• Special discounts on GPU profiles and bare metal servers

Perfect for developers, students, and businesses wanting to explore enterprise-grade cloud services without financial risk. Start with always-free resources and scale up as needed.

Amazon Relational Database Service (RDS) is a fully managed cloud database service that eliminates the complexity of database administration while providing enterprise-grade performance and reliability. With support for eight database engines including Amazon Aurora, PostgreSQL, MySQL, SQL Server, MariaDB, and Oracle, RDS gives you the flexibility to choose the right database for your application needs.

Key advantages include:

• Automated management - Handles provisioning, patching, backup, and recovery automatically
• High availability - Multi-AZ deployments with automatic failover for business continuity
• Scalable performance - Scale compute and storage resources up or down based on demand
• Cost optimization - Pay only for what you use with flexible pricing options
• Security built-in - Network isolation, encryption at rest and in transit, and compliance certifications

Perfect for web and mobile applications that need reliable data storage, enterprise migrations from legacy databases, and analytics workloads with zero-ETL integrations to Amazon Redshift. RDS removes the operational burden of database management so you can focus on building great applications instead of managing infrastructure.

Microsoft Azure is a comprehensive cloud computing platform that enables organizations to build, deploy, and scale applications with cutting-edge technology and global reach. With more regions than any other cloud provider, Azure offers unmatched infrastructure reliability and performance.

Key capabilities include:

• AI and Machine Learning: Azure AI Foundry for building generative AI solutions, Azure OpenAI services, and intelligent app development
• Compute Services: Virtual machines, Kubernetes clusters, serverless functions, and container management
• Data and Analytics: Managed databases, real-time analytics, and AI-ready data transformation tools
• Hybrid and Multi-cloud: Azure Arc for unified infrastructure management across environments
• Enterprise Security: Microsoft Defender for Cloud and comprehensive threat protection

Flexible pricing options include pay-as-you-go models and free trials up to 30 days with no upfront commitment. Azure supports popular frameworks, programming languages, and operating systems including Linux, Windows, and open-source technologies.

Whether you're migrating existing workloads, developing modern applications, or implementing AI solutions, Azure provides the tools and services to accelerate innovation while maintaining enterprise-grade security and compliance standards.

Object storage designed for developers who need to store large amounts of unstructured data without breaking the bank on egress fees. Unlike typical cloud storage services, Cloudflare R2 eliminates costly bandwidth charges when accessing your data.

Perfect for multiple use cases including cloud-native applications, web content storage, podcast episodes, data lakes for analytics and big data, and storing outputs from large batch processes like machine learning model artifacts or datasets.

Key features include:

• Location Hints - Optional parameters to optimize data access based on geographical location
• CORS configuration - Interact with objects and configure bucket policies seamlessly
• Public buckets - Expose R2 bucket contents directly to the Internet when needed
• Bucket scoped tokens - Granular access control for enhanced security

Built for scale with the reliability and performance you expect from Cloudflare's global network, making it an ideal choice for developers looking to reduce storage costs while maintaining high availability and fast access speeds.