> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/sdgm/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/sdgm/_mcp/server.

# Quotas and Limits

## Data Scale Limits

The following table contains the maximum data scale limits supported by each deployment method. Note: your specific environment might be configured with a lower limit, depending on your Kumo account. **If you need these limits to be increased, contact your Kumo account representative.**

|   |                              | [SaaS](/platform-v2/saas) | [Snowflake Native](/platform-v2/spcs/snowflake-native-application) | [Databricks Native](/platform-v2/databricks-native-application) |
| - | ---------------------------- | ------------------------- | ------------------------------------------------------------------ | --------------------------------------------------------------- |
| 1 | Number of rows in a table    | 15 Billion                | 1 Billion                                                          | 10 Billion                                                      |
| 2 | Number of columns in a table | 2000                      | 100                                                                | 2000                                                            |
| 3 | Table size                   | 2 TB                      | 100 GB                                                             | 2 TB                                                            |
| 4 | Row size                     | 10 KB                     | 10 KB                                                              | 10 KB                                                           |
| 5 | Number of tables in a graph  | 12                        | 12                                                                 | 12                                                              |
| 6 | Number of rows in a graph    | 30 Billion                | 1 Billion                                                          | 30 Billion                                                      |
| 7 | Graph size                   | 2 TB                      | 200 GB                                                             | 2 TB                                                            |
| 8 | Number of edges in a graph   | 30 Billion                | 4 Billion                                                          | 30 Billion                                                      |
| 9 | Parallel job execution       | 10                        | 1                                                                  | 10                                                              |

* Number of edges in the graph denotes twice the total number of matching (primary key, foreign key) pairs.
* Graph limits are summed across all tables in the graph.

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## Queueing of Jobs and Parallel Execution

* Kumo queues up to **15 jobs** (training or batch prediction), starting them one by one as ongoing jobs complete.
* You can also run jobs in parallel where parallel execution is enabled. In Snowflake, you can achieve parallel execution by launching multiple Kumo applications.

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* [Table of Contents](#)

* * [Data Scale Limits](#data-scale-limits)
  * [Queueing of Jobs and Parallel Execution](#queueing-of-jobs-and-parallel-execution)