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Deployment Feature Compatibility

Providers

Docker Cluster
BigQuery ✓ ✓
Postgres ✓ ✓
Redshift ✓ ✓
Snowflake ✓ ✓
Generic Spark ✓
Databricks ✓ ✓
EMR ✓ ✓
Kubernetes Runner ✓
Cassandra ✓ ✓
DynamoDB ✓ ✓
Firestore ✓ ✓
MongoDB ✓ ✓
Redis ✓ ✓
S3 ✓ ✓
Azure Blob ✓ ✓
GCS ✓ ✓
Pinecone ✓ ✓
Redis Vector ✓ ✓
Weaviate ✓ ✓
Qdrant ✓ ✓

Features

Features

Docker Cluster
Scheduling ✓
Search ✓ ✓
Autogenerated Variants ✓ ✓
Backup and Restore ✓
Properties and Tags ✓ ✓
Optional Inference
Streaming Not in OSS ✓
On demand functions ✓ ✓
Training Sets to dataframes ✓ ✓
Source to dataframe ✓ ✓
Provider Config Mutability ✓ ✓
Model Registration ✓ ✓
Synchronous Apply Toggle ✓ ✓

Deployment

Docker Cluster
Distributed Workers ✓
Persistent Storage ✓