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I had a similar issue in Azure Data Factory with the : character.
I resolved the problem by substituting : with %3A
as shown here.
For example, I substituted
date1=2020-01-25T00:00:00.000Z
with
date1=2020-01-25T00%3A00%3A00.000Z