lit. in the same boat under wind and rain (idiom); fig. to stick together in hard times
Definitions (Wiktionary)
phrase, idiomatic
to work together towards a common goal in a difficult situation; to go through thick and thin together (syn.) 同舟共济, 同心协力, 同舟共濟, 同甘共苦, 同心協力