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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | DuckDB | Hurl | Beszel |
|---|---|---|---|
| Platforms | Universal | Universal | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | Apache-2.0 | MIT |
| Stars | 42454 | 19271 | 26482 |
| Last activity | September 28, 2026 | October 17, 2026 | October 20, 2026 |
| Install complexity | سهل — حزمة Python أو ملف CLI تنفيذي واحد | Easy; API and CLI knowledge required | متوسط / Medium |
| Category | Database | Testing, DevOps | DevOps, Monitoring |
| Best use | Best for an analyst, developer, or small team that needs to inspect and join large data files and rerun analysis locally. It adds reviewable SQL without database-server setup. It is not a multi-user transactional database for many small concurrent writes from separate processes. | Best for a developer or small team that wants repeatable API checks with explicit conditions stored beside the code. It links request data and identifies failing assertions without repeating manual inspection. It does not replace browser tests or test-environment setup; curl may be enough for a one-off request. | Best for an individual developer or small team running a VPS, home server, or a few Docker hosts and needing a simple dashboard, history, and alerts. Its value is combining host and container metrics in a self-hosted hub. It is not a full logs-and-traces observability platform. |