Quick comparison
| # | App | Pricing | Verified price | Open source | Platforms | Verified facts | Score |
|---|
| 1 | Trino | Open source | — | Yes | Self-hosted, Linux | 5 of 5 | 61.8 |
| 2 | DuckDB | Open source | — | Yes | Windows, macOS, Linux +1 | 5 of 5 | 57.5 |
1
1. TrinoTop pick
Best for: Data teams that want fast SQL over a data lake and other databases without copying data into a warehouse.
Open sourceSelf-hostableSelf-hosted, Linux
Why switch from Apache Doris
Open-source SQL engine that queries data lakes in place, if you mainly use Doris as a lakehouse query layer.
Pros
- Queries data in place across lakes, databases and NoSQL stores
- Federated joins across different systems in one SQL query
- Standard ANSI SQL that works with common BI tools
- Free under Apache 2.0 with an active community
Cons
- Not a transactional database or a storage layer on its own
- Self-managed clusters need tuning and operations skills
- No official managed service from the project itself
How this score is calculated
Editorial fit ×0.377
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
2
Best for: Analysts and data engineers who want fast SQL over local or cloud files without running a database server
Open sourceSelf-hostableWindows, macOS, Linux, Web
Why switch from Apache Doris
Embedded analytics database for single-machine workloads, with nothing to deploy.
Pros
- Runs in-process with no server to install or manage
- Queries CSV, JSON, Parquet and Iceberg files directly
- Clients for Python, R, Java, Node.js, Go, Rust and more
- MIT licence, governed by an independent foundation
Cons
- Not built for many concurrent writers or high-volume transactional apps
- Single-machine engine; scaling beyond one host needs other tools or a hosted service
- No built-in GUI; you need a client tool or notebook for visual work
How this score is calculated
Editorial fit ×0.363
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