Alternatives to Databricks
10 enterprise-ready ml platforms tools comparable to Databricks, ranked by Xither's Enterprise Readiness score (compliance, deployment options, integration surface, and operational track record).
How the top alternatives to Databricks compare
| Tool | Readiness | Pricing | Compliance | Deployment | Founded |
|---|---|---|---|---|---|
| Databricks (baseline) | 67 / 100 · Strong | Enterprise | None listed | Cloud, Hybrid | 2013 |
| Hugging Face Enterprise | Not scored | Freemium | None listed | Cloud, Self-Hosted | 2016 |
| Amazon SageMaker | 53 / 100 · Established | Paid | None listed | Cloud | 1994 |
| Google Vertex AI | Not scored | Paid | None listed | Cloud | 1998 |
| Scale AI | Not scored | Enterprise | None listed | Cloud, On-Premise | 2016 |
| dbt Labs | 60 / 100 · Established | Freemium | None listed | Cloud, Self-Hosted | 2016 |
| Arize AI | Not scored | Freemium | None listed | Cloud, Self-Hosted | 2020 |
Hugging Face Enterprise — is priced freemium where Databricks is enterprise, and offers self-hosted deployment.
Amazon SageMaker — comes in at 53 on readiness (below Databricks's 67) but differs on fit, and is priced paid where Databricks is enterprise.
Google Vertex AI — is priced paid where Databricks is enterprise, and documents 5 integrations.
Scale AI — offers on-premise deployment, and documents 5 integrations.
dbt Labs — comes in at 60 on readiness (below Databricks's 67) but differs on fit, is priced freemium where Databricks is enterprise, and offers self-hosted deployment.
Arize AI — is priced freemium where Databricks is enterprise, and offers self-hosted deployment.
All Databricks alternatives
Hugging Face Enterprise
huggingface.co/enterprise
The AI community platform for enterprise model deployment
Amazon SageMaker
aws.amazon.com/sagemaker/
Amazon SageMaker is a center for data, analytics, and AI, offering an integrated experience for building, training, and deploying ML models.
Google Vertex AI
cloud.google.com/vertex-ai
Unified ML platform for building and deploying AI on Google Cloud
Scale AI
scale.com
The AI infrastructure company for enterprise data and RLHF
dbt Labs
www.getdbt.com/
dbt provides a data transformation framework for building data pipelines with SQL, supporting data modeling and lineage.
Arize AI
arize.com
ML observability and LLM evaluation platform
LangSmith
smith.langchain.com
Observability and evaluation platform for LLM applications
Weaviate
weaviate.io
Open-source vector database with built-in AI modules
Firecrawl
www.firecrawl.dev/
An API to search, scrape, and interact with web content for AI agents and applications.
Pinecone
www.pinecone.io/
Pinecone is a fully managed vector database built for AI, providing a knowledge platform for AI agents with fast, accurate retrieval.