| SaaS (GA) | Data Warehouse Native (Private Preview) | Data Warehouse Native (Private Preview) | |
|---|---|---|---|
| Customer data warehouse | Amazon Redshift, AWS S3, Google Cloud BigQuery, Databricks, Snowflake | Databricks | Snowflake |
| Data storage | Your own | Your own | Snowflake objects (e.g., tables, views, etc.) in your own account |
| Data cache | Kumo-owned and managed | Customer’s Databricks Unity Catalog Volume storage | Snowflake stage in your own account |
| Data platform | Kumo-managed Apache Spark | Databricks Spark in your own Databricks account | Snowpark DataFrame in your own Snowflake account via Snowpark Container Services |
| ML compute | Kumo-owned and managed compute | Kumo-owned and managed compute | Kumo services in Snowpark containers |
| PII and sensitive data handling (GDPR compliance) | Your own retention policy | No data on disk in a Kumo-owned environment; data leaving your environment is transformed and encoded | No data on disk in a Kumo owned environment; no data leaves your environment |
| Access to private preview features | Yes | Yes | No |
| Access to Enterprise support tier | Yes | Yes | Kumo requires temporary elevated access and logs |
Deployment Options
Deployment Modes
Kumo is SOC 2 Type 2 compliant, with state-of-the-art security controls and compliance practices guided by industry standards like NIST 800-53, NIST 800-53, and ISO 27000 series.
Enterprise support: Kumo’s data scientists work side-by-side with you to debug models, co-develop predictive queries, and more.
Standard support: Kumo’s data scientists respond to questions over Slack with a 24-hour SLA. Video calls provided during office hours.
Kumo can be deployed in two ways:
(a) the Kumo SaaS deployment provides an Apache Spark-based data platform, expanded choice of supported data warehouses, earlier feature access, quicker bug fixes, and easier access to Kumo’s enterprise support tier.
(b) The Data Warehouse Native option allows you to bring your own data platform (Snowflake or Databricks) and access Kumo’s highly accurate predictions without raw data stored or materialized outside of your boundary.
Data storage is always in your environment regardless of deployment option, and you can choose the deployment option that best aligns to their organizational data governance policies and preferences.
The following table provides an overview of the different deployment options: