If all you need is to convert light from the pump to the down-conversion frequency, then you can put the crystal in a high-finesse cavity that's resonant at the pump frequency. Because of multiple internal reflections, the pump power inside the cavity can be much larger than the pump power outside the cavity. This sort of object is known as an optical parametric oscillator (OPO).
There's theoretical reasons to believe that the maximum efficiency of an OPO is less than 100 percent, since the essential conditions are identical for the reverse process (second harmonic generation) to happen as well. Some models predict a maximum efficiency of 50 percent for a coherent state pump, but I don't know enough about experimental tests to comment further.
The second thing you could do, if you don't want to use the cavity, is to used a pulsed pump laser so that while the mean pump power is small, the peak power of the pulse can be many orders of magnitude higher (e.g., using a sub-picosecond pulsed pump pulse), greatly increasing the efficiency of SPDC up to multiple percent.
If you're wanting high quality photon pairs, for photon pair counting, or entanglement experiments, then you may be out of luck for getting high efficiency. In the theory of SPDC, the photon number statistics only are described by photon pairs (i.e., biphotons) for relatively low pump powers. At very high pump powers, the likelihood of getting multi-biphoton states becomes significant, and the quality of your photon pair statistics degrades (the coincidences to accidentals goes down). It is at least possible to get pair generation rates as high as a hundred million pairs per second per milliwatt of pump power.
For some information on the fundamentals of the efficiency of SPDC, you may be interested in this paper I'm working on.
https://arxiv.org/abs/1807.10885
That said, it's subject to revision, and could have any number of mistakes, so I would look more at the references it cites.
Hope this helps:)