ashraf1395
Honored Contributor

I think lamba function/ event bridge would be a good way - You can query your snowflake table there and create logic for any new row insert mabe CDC etc and then you send a job trigger using databricks API / databricks SDK 
where you can pass your newly inserted rows as job parameters.
https://docs.databricks.com/api/workspace/jobs/runnow

I don't know the exact purpose of the job but if you want  to be in databricks environment completely you can also try lakehouse federation for snowflake.
- this way you can bring your table as foreign catalog in databricks and
- then maybe create a materialized view on top of it with cdf enabled ,
- and set file trigger for the location where the mv table writes and then create your job whenever anything will be written in the mv table your job will trigger. 
i don't know how exactly will it work but if you want to be in databricks ecosystem lakehouse federation with snowflake can be given a try or else first option is better.
https://docs.databricks.com/aws/en/query-federation/snowflake