Why Galilean spacetime is not $\mathbb{E}^4$?

In Newtonian mechanics the physical spacetime is a Galilean spacetime with an affine surjection $\pi : \mathbb{A}^4\to \mathbb{E}^1$ from affine space $\mathbb{A}^4$ to Euclidean space $\mathbb{E}^1$. Where $\mathbb{E}^1$ is a universal-time axis and for all $t\in \mathbb{E}^1$ the pre-image $\mathbb{E}^3:=\pi^{-1}(\left\lbrace t \right\rbrace)$ is an 3-dimensional Euclidean space.

Intuitively the pre-image can be thought of as events which happen at the same time. We can also define a Euclidean metric $d_t$ so that for simultaneous events $A_t,B_t$ the distance is $d_t(A_t,B_t)\geq 0$.

Now my first question is that why does it follow that because we don't define a distance for non-simultaneous events, the Galilean spacetime is not $\mathbb{E}^4$? Also in my notes there's an example of an Galilean spacetime as $\mathbb{E}^1\times\mathbb{E^3}$, but isn't this the same as $\mathbb{E}^4$?

My argument would be something along the following lines: assume that your spacetime is $\mathbb E^4$ and determine its isometry group. This turns out to be $O(4)\ltimes\mathbb R^4$, which doesn't coincide with the Galilei group (indeed in special relativity $O(1,3)\ltimes\mathbb R^4$ is the full Poincaré group, which is also the isometry group of flat Minkowski space-time). So the decomposition $\mathbb E^1\times\mathbb E^3$ is evocative of this fact.
Now if you take your $\ef$ and add a time function, then you actually have too much structure. One of the key facts about galilean spacetime is that you should not be able to say event at $t_1$ occured at the same spatial point as some later event at $t_2$. However, $\ef$ with the time function allows you to do this. If you have an event at $t_1$, you associate with the closest event at the time $t_2$, with closeness being measure by the metric in $\ef$. (Notice this trick does not work in $\af$ because there is not metric in $\af$. To measure distances of simultaneous points, you added by hand that each $\pi^{-1}({t})$ was in fact a Euclidean space.) Since $\ef$ with a time function allows you to associate points at different times, it is not a good model of galilean spacetime.
Clearly $\mathbb{E}^1 \times \mathbb{E}^3$ fails in the same way, but much more obviously. In this case you can clearly associate the event $(t_1,\mathbf{r})$ with the event $(t_2,\mathbf{r})$, and so you clearly have a notion of events at different times occuring at the same point in space.
Calculate lenght in $$\mathbb{E}^4$$ will give problem with units e.g. $$v=(3[s], 0[m], 1[m], 2[m])$$ (more here)
$$|v|=\sqrt{(3[s])^2 + (0[m])^2+(1[m])^2+(2[m])^2} = \sqrt{9[s^2] + 5[m^2]} = ?$$