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Late in the day
Actual Timeframe
It refers to a specific time, usually when work or daylight is coming to an end. 
Not Necessarily Night
It's not just night; it can be the latter part of the afternoon. 
Potential Delays
It suggests a possible delay from the standard timetable or schedule. 