It depends on the context.
In the sentences below, there is no real difference in meaning:
"There is a considerable difference between North and South Korea."
"There are significant differences between North and South Korea."
But the word significant can be used to mean "important.
"This was a significant moment in the match."
The word "considerable," cannot be used in the sentence above - it would make no sense at all.