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good evening everybody and welcome to the video in this hoodie micro lab we are gonna learn about soft Elites in Apache hoodie we do have a video for hard deletes but in this video were gonna cover soft Elite so first of all well say what is hard delete right hard delete essentially permanently removes the data from the data Lake instead and if something goes wrong its hard to recover if you have performed a hard delete while soft delete what happens is you essentially are marking or flagging the record as deleted so lets learn how you can leverage Apache hoodie to perform soft release so lets get started in the video we have 38 videos on Apache hoodie so make sure to explore more contents on Apache hoodie all right so the lab is pretty straightforward this would be lab number six here Im gonna Define all my imports Im creating a spark session here Im using Spark 3.3.1 over here Im saying uh Im gonna have my database name as sodi DB my table name is hodi table my unique iden