(ecosystem)=
# MLRun ecosystem 

This section lists the data stores, development tools, services, platforms, etc., supported by MLRun's open ecosystem. 

## Data stores 

- Object (S3, GS, az) 
- Files, NFS 
- Pandas/Spark DF 
- BigQuery 
- Snowflake
- Databricks
- Redis 
- Iguazio V3IO object/key-value
- SQL sources

## Event sources 

- HTTP 
- Cron 
- Kafka 
- Iguazio V3IO streams

## Execution frameworks 

- Nuclio 
- Spark 
- Dask 
- Horovod/MPI 
- K8s Jobs 

## Dev environments 

- PyCharm 
- VSCode 
- Jupyter 
- Colab 
- AzureML 
- SageMaker 
- Codespaces 
- Others (set with environment variables) 

## Machine learning frameworks 

- SKLearn 
- XGBoost 
- LGBM 
- TF / Keras 
- PyTorch 
- ONNX 
- Custom 

## Platforms 

- Kubernetes 
   - AWS EKS 
   - Azure AKS 
   - GKE 
   - VMWare 
- Local (e.g., Kubernetes engine on Docker Desktop) 
- Docker 
   - Linux/KVM 
   - NVIDIA DGX 

## CI/CD 

- Jenkins 
- Github Actions 
- Gitlab CI/CD 
- KFP

## Browser

MLRun runs on Chrome and Firefox.