Yep , its water hammer , usually caused by poorly clipped pipes and or high water pressure , a small 1/2 litre expansion vessel will help or cure it , fitted to the cold main, or as a trial try turning the wster pressure down on the main stop cock.
A pressure reducing valve fitted next to the main stop cock may also work