Specialist officers were at the scene along with ambulance and fire service vehicles and cordons were in place.
The Metropolitan police said the vehicles were not suspicious and the roads would be reopened soon. Residents had been told to stay indoors and the car park of the nearby Waitrose supermarket was also closed.
The first staff move into the embassy early next month.
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