This is an opinion question, but I believe that it is possible to seize political control over a country without oppressing the country's people. However, history has shown otherwise (Nazi Germany, British Empire) but we can use past mistakes to improve our future world.
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A nation or empire can do it without bloodshed if both countries agree to it. It is called Annexation.