maxingout
Adventurer
JMHE but have only had to use sand ladders for bridging once , and just put rocks under to support , and then could have found a way round but just decided easier to do what we did, with sand its just a matter of spreading the weight footprint , and getting back on top so to speak, so a well made short ali ladder works OK its the rung to side rail fixing that is the biggest factor . Most times I have used its because had not aired the tyres down for soft sand , but hard for faster travel , if you are down to say 18-20psi and are still sinking in then its time to reconsider your route in view of your weight( groundpressure) .
My experience is similar to yours. When the weather is hot and the sand is dry and like powder, route finding and tire pressures become supremely important. I automatically dropped tire pressure to 16-18 psi before going into the sand, and getting stuck at those pressures is much less frequent.
Route finding makes you look like a hero or an idiot, and it involves an element of luck. When conditions are really tough and you are in a sea of soft sand, sometimes you have to get out of your truck and walk around your vehicle on foot to discover the direction that has the most firm sand.
If you go into the dunes right after the winter rains and the sand is firm, you look like a sand driving genius because you never get stuck. If you head into the dunes after four months without rain and the ambient temperature is 110 degrees Fahrenheit, the sand will make you look like a fool.