Metaflow
7.5#4 in ml experiment tracking softwareFree planFree planWebAPILinuxmacOS
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| Fact | Metaflow | Opik |
|---|---|---|
| Integrations | Documented integrations include AWS Batch, AWS Step Functions, Kubernetes, Argo Workflows, and Apache Airflow. | The integration catalog covers TypeScript, Python, Java, .NET and Ruby ecosystems plus no-code tools and OpenTelemetry. |
| Rating on G2 | 4.5 out of 5 from 3 reviews | No rating; 0 reviews listed for Opik |
Metaflow is suited to data scientists and ML or AI engineers building workflows that may need scaling. It is less useful for simple notebook experiments without scaling or operational complexity needs.
Opik is for teams building LLM applications or agents that need tracing, evaluation, and production monitoring. Its free plans are described as suitable for development and testing.