GitHub user dosubot[bot] added a comment to the discussion: How to trigger side 
effects in Superset 6.0 for DAO CRUD operations

<!-- Answer -->
Glad the `after_flush_postexec` + `after_request` combination worked for you — 
that's a solid pattern for deferring work until after the flush is fully 
complete.

Regarding your question about `apache-superset-core` and a `Dataset` class: 
there is actually **no separate `Dataset` ORM model class** in the Superset 
codebase. "Dataset" is API/UI-layer terminology — the underlying ORM model is 
`SqlaTable` (defined in `superset/connectors/sqla/models.py`), which maps to 
the `tables` database table 
[[1]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset/connectors/sqla/models.py#L1155).
 Classes like `DatasetRestApi` and `DatasetDAO` simply wrap `SqlaTable` under 
the hood 
[[2]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset/datasets/api.py#L94-L96)
 
[[3]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset/daos/dataset.py#L39-L40).

There is also no separate `apache-superset-core` Python package — Apache 
Superset ships as a single package (`apache_superset`) 
[[4]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/setup.py#L55).

So for your extension project, you'll still need to import `SqlaTable` from 
`superset.connectors.sqla.models` to register your event listeners. There's no 
public/stable "core" API that re-exports these models under different names. If 
you're building a separate extension that gets installed alongside Superset, 
your listener registration code would import directly from the main package:

```python
from superset.connectors.sqla.models import SqlaTable
from sqlalchemy import event

@event.listens_for(SqlaTable, "after_flush_postexec")
def my_handler(session, flush_context):
    ...
```

The trade-off is that your extension would depend on Superset's internal module 
structure, which isn't guaranteed to be stable across major versions. But this 
is the same approach the tagging system and permission listeners use internally 
[[5]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset/tags/core.py#L36-L38),
 so it's the established pattern.


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GitHub link: 
https://github.com/apache/superset/discussions/39841#discussioncomment-16858286

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