Bonjour Shruti !
Here, le refers to what has been said previously:
-> I'm telling you [it] so that you're not surprised.
In French, when you use the verb dire, you will usually need to add "what" you're saying, either fully, or with a reminder pronoun like in this sentence.
Bonne journée !
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