Emergency crews were called out to Black Mountain for visible smoke just before 11 a.m.
The smoke is coming from a difficult to reach area and Kelowna firefighters are trying to determine the best approach through the regional park.
There is no threat to the community or any structures.
The cause of the smoke is unknown at this time.
The story will be updated when more information is available.