Transfer huge data from maria db to ssms when their is data change in mariadb

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I did tried using schedular for Databricks notebook but it is creating unnecessary of loading data. The data in mariadb changes randomly it is not fixed , if I try pipeline I cant call a trigger for change in data and transfer of data from one Database to another.

Please help me with any pipeline ideas , azure datafactory ideas or python codes as well so that I can transfer tables when their are changes in Mariadb

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