Airbyte configures connectors and connections to replicate data between systems.
Open-source ETL and data pipeline tools
Start with data correctness and recovery. Connector count matters less than whether a pipeline handles schema drift, deletes, retries, state, backfills and partial failures for your actual sources and destinations.
For data engineers and platform teams building ingestion, transformation and orchestration workflows.
The decision to make
Implement one incremental pipeline with a schema change, failure and backfill. Measure operational work as well as throughput and latency.
4 matching tools
| Tool | Deployment | Source | API | Pricing model |
|---|---|---|---|---|
| Airbyte | Self-hosted | Open source | Available | open source |
| Dagster | Self-hosted | Open source | Available | open source |
| RudderStack | Self-hosted | Open source | Available | open source |
| Temporal | Self-hosted | Open source | Not specified | freemium |
Dagster is an open-source Python orchestrator built around software-defined assets. Its creator, Dagster Labs (formerly Elementl), was acquired by Prefect in 2026; the open-source project keeps its license and Dagster+ continues unchanged for existing customers.
RudderStack collects customer events, sends them to destinations, and supports warehouse-based data activation and transformations.
Temporal is an open-source durable execution platform for building reliable distributed workflows in code, self-hosted (MIT) or via usage-based Temporal Cloud.