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"caution on" is correct and can be used in written English.
It is often followed by a specific action or decision that needs to be taken with care or careful consideration. Example: "Please exercise caution on the slippery path." This sentence means that one should be careful while walking on the slippery path. Another example: "The doctor advised caution on taking too much medication." This sentence means that the doctor warned against taking excessive medication and to be careful about it.
Exact(59)
The study sounded a note of caution on one issue.
Although there was one note of caution on local radio this week.
Proceed with caution on that.
Caution on its location, however.
Where are the voices of caution on the other side?
They explain Labour's caution on the same issues.
Redford struck a note of caution on the opening day.
Use caution on the lava; it is sharp.
A degree of caution on his part was understandable.
Small businesses should proceed with caution on Ultrabooks.
Mayor Michael R. Bloomberg preached caution on his Twitter feed.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com