Do we need a car with high ground clearance to drive on the road that leads to the trailhead?
absolutely not this time of year! We had a.Kia Optima and had no issue.
I can only speak for the summer months
In March, there was lots of snow, but we managed just fine (albeit a little slowly) with a Civic.
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