Ukraine's oligarchs are struggling to preserve their wealth, and that means getting in with the new leadership and distancing themselves from the old regime as Ukraine plunges deeper into turmoil, according to regional experts and businessmen interviewed by CNBC.

"Right now, they are afraid of the new leadership," said a prominent Russian businessman who spoke to CNBC on the condition of anonymity.