Airbyte

Airbyte combines more than 600 pre-built connectors, an extensible SDK, ELT-first design, CDC (Change Data Capture), flexible deployment, robust observability, enterprise-grade security, permissive MIT licensing, and an active community all through an open-source core. Airbyte is a GUI-first experience, making it approachable for analysts and engineers alike. Airbyte's ELT-first design plus native dbt integration gives users full control over when and how transformations occur. In ELT, data is first extracted from various sources, loaded directly into a data warehouse, and then transformed. This approach enhances data processing speed, analytical flexibility and autonomy. The platform supports both self-hosted and cloud-hosted solutions, facilitating data integration and management, allowing for centralization and synchronization of data from various sources efficiently. This is crucial for feeding machine learning models and advanced analytics.