There can be observable differences among them...
...in terms of materials, resulting in differences in weight, aesthetics and durability. An example of weight. Compare the weights of Tiagra 4700 and 105 5800 cranksets. The differences may be insignificant or significant to each person. I reckon Tiagra/105 is where the sweet spot is.