For clarity, this answer always specifies the spatial and thermal dependencies when they exist (e.g., the temperature $T(x,t)$ as a function of the position $x$ and time $t$).
Fourier's law expresses the phenomenological finding that the instantaneous conduction heat flux $q(x,t)$ (in units of power) perpendicular to a slice of material in the $y$–$z$ plane at location $x$ is proportional to the thermal conductivity $k(x,t)$, the cross-sectional area $A(x,t)$, and the temperature gradient $\frac{dT(x,t)}{dx}$:
$$q(x,t)=k(x,t)A(x,t)\frac{dT(x,t)}{dx}\tag{1},$$
where the parameters are all specific to point $x$ and may depend on the time $t$.
Let's focus on steady-state conduction for a moment. The time dependence disappears, so we have
$$q(x)=k(x)A(x)\frac{dT(x)}{dx} \tag{2}.$$
If no other heat transfer modes (e.g., radiation, convection, heat generation) are present, then the conduction energy flux is the complete energy flux, and conservation of energy requires $q(x)$ to be the same at any $x$: $q(x)=q$. In addition, if the cross section is uniform, then $A(x)=A$, and if a single material is used and the thermal conductivity variation over the relevant temperature range is negligible, then $k(x)=k$. We can then integrate $\frac{dT(x)}{dx}=\frac{q}{kA}$ to obtain
$$T(x)=\frac{q}{kA}x+C \tag{3},$$
where $C$ is a constant. If we have fixed-temperature boundary conditions at two $x$ locations separated by a distance $L$ (say, $T_1$ and $T_1+\Delta T$), then we can insert those to obtain
$$q=kA\frac{\Delta T}{L} \tag{4}.$$
Importantly, this equation isn't a starting point, as might be concluded from Van Bizen's lecture, but rather a substantial simplification of the more general Equation (1).
Let's return to that general case. Since the instantaneous heat flux $q(x,t)$ is a measure of the energy $Q(x,t)$ conducted past point $x$ per unit time, or $\frac{dQ(x,t)}{dt}$, we may integrate
$$q(x,t)=\frac{dQ(x,t)}{dt}=k(x,t)A(x,t)\frac{dT(x,t)}{dx} \tag{5}$$
to obtain
$$Q(x,t)=\int k(x,t)A(x,t)\frac{dT(x,t)}{dx}\,dt, \tag{6} $$
or
$$Q(x,t)=Q(t) = k(x)A(x)\frac{dT(x)}{dx}t \tag{7} $$
for steady-state conduction with no other heat transfer modes present, or
$$Q(t)=kA\frac{\Delta T}{L}t \tag{8} $$
for the simple case of the 1-D bar or rod with uniform cross section and constant thermal conductivity. Equation (4) thus gives the heat flux moving in the $x$ direction, and Equation (8) gives the total energy that's been conducted in that direction.
Does this get at what you're asking about, i.e., the various spatial and temporal dependencies and how to handle them?