We present a systematic study on the effects of small aspect ratios
$\varGamma$ on heat transport in liquid metal convection with a Prandtl number of
$Pr=0.029$. The study covers
$1/20\le \varGamma \le 1$ experimentally and
$1/50\le \varGamma \le 1$ numerically, and a Rayleigh number
$Ra$ range of
$4\times 10^3 \le Ra \le 7\times 10^{9}$. It is found experimentally that the local effective heat transport scaling exponent
$\gamma$ changes with both
$Ra$ and
$\varGamma$, attaining a
$\varGamma$-dependent maximum value before transition-to-turbulence and approaches
$\gamma =0.25$ in the turbulence state as
$Ra$ increases. Just above the onset of convection, Shishkina (Phys. Rev. Fluids, vol 6, 2021, 090502) derived a length scale
$\ell =H/(1+1.49\varGamma ^{-2})^{1/3}$. Our numerical study shows
$Ra_{\ell }$, i.e.
$Ra$ based on
$\ell$, serves as a proper control parameter for heat transport above the onset with
$Nu-1=0.018(1+0.34/\varGamma ^2)(Ra/Ra_{c,\varGamma }-1)$. Here
$Ra_{c,\varGamma }$ represents the
$\varGamma$-dependent critical
$Ra$ for the onset of convection and
$Nu$ is the Nusselt number. In the turbulent state, for a general scaling law of
$Nu-1\sim Ra^\alpha$, we propose a length scale
$\ell = H/(1+1.49\varGamma ^{-2})^{1/[3(1-\alpha )]}$. In the case of turbulent liquid metal convection with
$\alpha =1/4$, our measurement shows that the heat transport will become weakly dependent on
$\varGamma$ with
$Ra_{\ell }\equiv Ra/(1+1.49\varGamma ^{-2})^{4/3} \ge 7\times 10^5$. Finally, once the flow becomes time-dependent, the growth rate of
$Nu$ with
$Ra$ declines compared with the linear growth rate in the convection state. A hysteresis is observed in a
$\varGamma =1/3$ cell when the flow becomes time-dependent. Measurements of the large-scale circulation suggest the hysteresis is caused by the system switching from a single-roll-mode to a double-roll-mode in an oscillation state.