> For the complete documentation index, see [llms.txt](https://documentation.bonsaidata.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://documentation.bonsaidata.io/developer-docs/incrementality-testing-api/schema.md).
# Schema
This documentation describes the standard tables in your Bonsai data warehouse, enabling reliable access to core marketing and business data with consistent naming, data types, and performance.
## Overview
These tables support controlled audience and geographic A/B testing within the Bonsai platform. They consolidate test configurations, performance metrics, and statistical lift results to quantify causal impact and determine whether marketing investments drive measurable business improvement.
***
### Performance Stats
inc_test_daily_stats_table schema
Description: The daily performance stats for business and marketing channels included in audience A/B tests measured by the Bonsai platform.
| field\_name | is\_nullable | data\_type | definition |
| --------------------- | ------------ | ---------- | -------------------------------------------------------------------------------------------------------- |
| client\_number | YES | INT64 | An internal client identifier. |
| date | YES | DATE | The calendar date of the event. |
| test\_id | YES | INT64 | The ID number for the test in the Bonsai platform. |
| test\_group | YES | STRING | The test group assignment in the Bonsai platform. |
| test\_period | YES | STRING | The test period designation in the Bonsai platform. |
| test\_type | YES | STRING | The type of test. |
| customer\_id | YES | STRING | The ad platform customer ID, where applicable. |
| dma\_id | YES | STRING | Bonsai's DMA ID. |
| impressions | YES | FLOAT64 | Ad impressions. |
| clicks | YES | FLOAT64 | Ad clicks. |
| cost | YES | FLOAT64 | Media ad cost. |
| google\_impressions | YES | FLOAT64 | Ad impressions from Google Ads. |
| google\_clicks | YES | FLOAT64 | Ad clicks from Google Ads. |
| google\_cost | YES | FLOAT64 | Media cost from Google Ads. |
| facebook\_impressions | YES | FLOAT64 | Ad impressions from Meta Ads. |
| facebook\_clicks | YES | FLOAT64 | Ad clicks from Meta Ads. |
| facebook\_cost | YES | FLOAT64 | Media cost from Meta Ads. |
| metric1–metric10 | YES | FLOAT64 | Business-specific metrics (e.g., revenue, page views, conversions) associated with the test measurement. |
mmt_table schema
Description: Record of Incrementality Tests measured by the Bonsai Platform.
| field\_name | is\_nullable | data\_type | definition |
| --------------------- | ------------ | ---------- | ----------------------------------------------------------------------- |
| client\_number | YES | INTEGER | An internal client identifier. |
| test\_id | YES | INTEGER | The ID number for the test in the Bonsai platform. |
| test\_desc | YES | STRING | |
| test\_name | YES | STRING | |
| test\_hypothesis | YES | STRING | |
| methodology | YES | STRING | |
| channels | YES | STRING | |
| success\_metrics | YES | STRING | |
| test\_dma | YES | STRING | |
| control\_dma | YES | STRING | |
| test\_pre\_date | YES | DATE | |
| test\_pre\_end\_date | YES | DATE | |
| test\_start\_date | YES | DATE | |
| test\_end\_date | YES | DATE | |
| iroi\_metric | YES | STRING | |
| inc\_vpc\_metric | YES | STRING | |
| aud\_ab\_test\_id | YES | INTEGER | |
| live\_flag | YES | BOOLEAN | Denotes whether an Incrementality model is live in the Bonsai platform. |
| metric1\_name | YES | STRING | |
| metric2\_name | YES | STRING | |
| metric3\_name | YES | STRING | |
| metric4\_name | YES | STRING | |
| metric5\_name | YES | STRING | |
| metric6\_name | YES | STRING | |
| metric7\_name | YES | STRING | |
| metric8\_name | YES | STRING | |
| metric9\_name | YES | STRING | |
| metric10\_name | YES | STRING | |
| metric11\_name | YES | STRING | |
| metric12\_name | YES | STRING | |
| metric13\_name | YES | STRING | |
| metric14\_name | YES | STRING | |
| metric15\_name | YES | STRING | |
| metric16\_name | YES | STRING | |
| metric17\_name | YES | STRING | |
| metric18\_name | YES | STRING | |
| metric19\_name | YES | STRING | |
| metric20\_name | YES | STRING | |
| mmt\_metric\_1\_type | YES | STRING | |
| mmt\_metric\_2\_type | YES | STRING | |
| mmt\_metric\_3\_type | YES | STRING | |
| mmt\_metric\_4\_type | YES | STRING | |
| mmt\_metric\_5\_type | YES | STRING | |
| mmt\_metric\_6\_type | YES | STRING | |
| mmt\_metric\_7\_type | YES | STRING | |
| mmt\_metric\_8\_type | YES | STRING | |
| mmt\_metric\_9\_type | YES | STRING | |
| mmt\_metric\_10\_type | YES | STRING | |
| mmt\_metric\_11\_type | YES | STRING | |
| mmt\_metric\_12\_type | YES | STRING | |
| mmt\_metric\_13\_type | YES | STRING | |
| mmt\_metric\_14\_type | YES | STRING | |
| mmt\_metric\_15\_type | YES | STRING | |
| mmt\_metric\_16\_type | YES | STRING | |
| mmt\_metric\_17\_type | YES | STRING | |
| mmt\_metric\_18\_type | YES | STRING | |
| mmt\_metric\_19\_type | YES | STRING | |
| mmt\_metric\_20\_type | YES | STRING | |
| accepted\_flag | YES | INTEGER | |
| test\_type | YES | STRING | The type of test. |
### Lift Stats
mmt_difference_significance_python_table schema
Description: The lift statistics measured, by test, in the Bonsai platform.
| field\_name | is\_nullable | data\_type | definition |
| -------------- | ------------ | ---------- | ------------------------------------------------------------------ |
| client\_number | YES | INT64 | An internal client identifier. |
| test\_id | YES | INT64 | The ID number for the test in the Bonsai platform. |
| test\_type | YES | STRING | The type of test. |
| metric\_name | YES | STRING | The name of the business metric measured in the test. |
| lift | YES | FLOAT64 | The test result lift metric for a Bonsai test. |
| CI | YES | STRING | The confidence interval level for the test result. |
| lower\_CI | YES | FLOAT64 | The lower bound of the lift result for the given confidence level. |
| higher\_CI | YES | FLOAT64 | The upper bound of the lift result for the given confidence level. |
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