The only time a Finnish government coalition has failed due to a loss of confidence was in the early 80s. Prime ministers occasionally change mid-term and minor parties sometimes leave the coalition, but the coalition always continues until the next regular elections.
And the reason for this stability is trivial. If a party leaves a coalition and the coalition loses parliamentary majority, that party is effectively a major party. Potential prime ministers are rarely stupid enough or desperate enough to give small parties that kind of power. Instead, they prefer making the coalition a bit wider by adding another small party or two.
We also have the Swedish People's Party, which specializes as a reliable coalition partner. They are willing to collaborate with pretty much anyone. As long the coalition agrees to uphold the rights of the Swedish-speaking minority, they will give it another 4-5% support without too much drama.