Quick comparison
| # | App | Pricing | Verified price | Open source | Platforms | Verified facts | Score |
|---|
| 1 | Airbyte | Open source | $20/month (cloud) | Yes | Web, Self-hosted | 5 of 5 | 76.8 |
| 2 | dbt | Open source | $100 per user/month (Starter) | Yes | Web, Windows, macOS +1 | 4 of 4 | 59.4 |
1
Best for: Data engineers who want open-source ELT they can self-host and extend with custom connectors
Open sourceSelf-hostableWeb, Self-hosted
Why switch from AWS Glue
Open-source ELT with hundreds of connectors you can self-host, avoiding per-DPU billing and AWS lock-in.
Pros
- Core engine is free to self-host with no row-based fees
- Connector Builder and CDK make custom sources straightforward
- Same pipelines can move between self-hosted and managed cloud
Cons
- Self-hosting means you handle upgrades, scaling and failed syncs
- Community connectors vary in quality and maintenance
- SSO and faster sync schedules are limited to higher paid plans
How this score is calculated
Editorial fit ×0.377
Reviews ×0.363
Clicks (90 days) ×0.15100
Freshness ×0.15100
Votes ×0.150
0 counted reviews, 0 up and 0 down votes. Full formula
2
Best for: Analytics engineers who want version-controlled, tested SQL models in their data warehouse
Open sourceSelf-hostableWeb, Windows, macOS, Linux
Why switch from AWS Glue
Handles the transform step in SQL inside your warehouse, replacing Spark ETL scripts with version-controlled models.
Pros
- Open-source core under Apache 2.0, usable without paying for the cloud platform
- Models, tests and docs live in Git and go through normal code review
- Works across the major warehouses and lakehouses
- Large community and package ecosystem
Cons
- Only transforms data; you still need a separate tool to extract and load it
- Team plan is priced per developer seat, which adds up for larger teams
- Assumes comfort with SQL, Git and the command line
How this score is calculated
Editorial fit ×0.369
Reviews ×0.363
Clicks (90 days) ×0.150
Freshness ×0.15100
Votes ×0.150
0 counted reviews, 0 up and 0 down votes. Full formula