generated: '2026-07-19' method: searched source: https://docs.nvidia.com/sdgm/quotas-and-limits docs: https://docs.nvidia.com/sdgm/quotas-and-limits style: quotas-and-concurrency note: Kumo publishes data-scale quotas and job concurrency limits rather than HTTP request-rate limits. Limits vary by deployment mode and a given account may be configured lower; increases are handled through the customer's Kumo contact. rate_limits: - name: Queued jobs limit_count: 15 unit: jobs scope: training or batch prediction jobs queued at once - name: Parallel job execution (SaaS) limit_count: 10 unit: jobs scope: SaaS deployment - name: Parallel job execution (Databricks Native) limit_count: 10 unit: jobs scope: Databricks Native deployment - name: Parallel job execution (Snowflake Native) limit_count: 1 unit: jobs scope: Snowflake Native deployment; parallelism achieved by launching multiple Kumo applications quotas: - name: Rows in a table saas: 15000000000 snowflake_native: 1000000000 databricks_native: 10000000000 - name: Columns in a table saas: 2000 snowflake_native: 100 databricks_native: 2000 - name: Table size saas: 2 TB snowflake_native: 100 GB databricks_native: 2 TB - name: Row size saas: 10 KB snowflake_native: 10 KB databricks_native: 10 KB - name: Tables in a graph saas: 12 snowflake_native: 12 databricks_native: 12 - name: Rows in a graph saas: 30000000000 snowflake_native: 1000000000 databricks_native: 30000000000 - name: Graph size saas: 2 TB snowflake_native: 200 GB databricks_native: 2 TB - name: Edges in a graph saas: 30000000000 snowflake_native: 4000000000 databricks_native: 30000000000