compare
Triton Inference Server vs ZenML
The same facts for both, read from GitHub every night, and the relation a person reviewed.
| Fact | Triton Inference Server | ZenML |
|---|---|---|
| Language | Python | Python |
| Licence | BSD-3-Clause | Apache-2.0 |
| Stars | 11k | 5.6k |
| Latest | v2.73.0 | 0.97.0 |
| Last push | 2026-10-06 | 2026-10-06 |
| Release cadence | about 32 days between releases | about 20 days between releases |
| Active contributors | 8 commit authors on the default branch in the last 90 days | 12 commit authors on the default branch in the last 90 days |
| Flags | none | none |
How they relate
Both replace Amazon SageMaker. Alternatives to Amazon SageMaker →
PartialTriton Inference ServerServes TensorRT, PyTorch, ONNX and other models over HTTP and gRPC, with dynamic batching.
PartialZenMLPortable pipelines that run on your own orchestrators and clouds, with a model registry.
Triton Inference Server
- v2.73.02026-09-30Release 2.73.0 corresponding to NGC container 26.09
- v2.72.02026-08-31Release 2.72.0 corresponding to NGC container 26.08
- v2.71.02026-07-29Release 2.71.0 corresponding to NGC container 26.07
- v2.70.02026-06-26Release 2.70.0 corresponding to NGC container 26.06
- v2.69.02026-06-02Release 2.69.0 corresponding to NGC container 26.05
ZenML
- 0.97.02026-09-23Resource pools have been reworked to use ZenML Pro Resource Manager v2, and the old OSS resource-pool control-plane obj…
- 0.96.42026-09-04Webhook triggers for pipeline snapshots: ZenML now supports first-class webhook-driven automation for secure, project-s…
- 0.96.32026-08-07Multi-pod Kubernetes step operator jobs: Command steps can now run across multiple Kubernetes pods with the Kubernetes…
- 0.96.22026-07-17Artifact version deletion via the API is broken in this release and will be fixed in 0.96.3. Artifact versions can stil…
- 0.96.12026-07-02Run pipelines and steps over SSH: ZenML now includes an SSH orchestrator and SSH step operator for executing workloads…
Triton Inference Server
✓ signed The latest release, v2.73.0, carries a signature GitHub verified.
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ZenML
✓ signed The latest release, 0.97.0, carries a signature GitHub verified.
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