Why does the freezing point matter when picking cooler ice packs? I'm looking at buying some ice packs for my cooler. Looking a specific brand they have several "models", each with a different freezing temperature. Why does this matter?
Let's say I have one pack that freezes at 5 °F (-15 °C) and another that freezes at 34 °F (1 °C). Let's also assume they are the same mass. Let's say I put both of these in my freezer that is at 0 °F (-18 °C) and leave them long enough that they both reach 0 °F (-18 °C). If I then put each of them in identical coolers, won't they have the same cooling capacity? One may cool faster than the other, but on a long enough timeline they'll both cool the cooler to the same temperature (assuming that the cooler is insulated enough that heat into the cooler is slower than heat into the ice pack.
 A: The freezing point is useful because while a substance is melting, its temperature doesn't change: the heat goes into causing the phase change from solid to liquid. The temperature won't rise until the substance has melted. So if you need the temperature in your cooler to stay at or below 5° F, then choose the pack rated at 5° F.
However, to choose a freezer pack I'd also want to know the heat capacity and latent heat of fusion. That information lets you calculate how much heat in total that the freezer pack can absorb.
A: The properties of the cooling material are quite important to how it will interact with its surroundings and exchange heat.
First, I'm going to address a misconception with the cooling capacity that you have brought up.  Just because the two ice packs are brought to the same temperature, does not mean they will supply the same net cooling to the system.  The thermal properties of the cooling packs are also very important.
For one, different substances will have a different heat capacity per unit mass (i.e. it takes more energy to cool 1 gram of water 1°C than it does to cool 1 gram of glass 1°C, all other factors equal).  You also have to account for the latent heat of fusion, which is the amount of thermal energy required to melt the ice at the phase change.
Obviously this still doesn't explain why the melting point is important.  That has to do with the latent heat of fusion, along with the desired behaviour of the ice pack.  When the ice pack melts, it is taking more energy from the system without increasing temperature.  This means that having the ice pack melt while keeping your cooler chilled is actually a relatively good thing, since it's extra heat capacity of the ice pack.  
So for your examples of a 5°F melting point vs a 34°F melting point shows a good difference.  If you wanted to keep the cooler below 34°F, you would want the ice pack that melts at 5°F, not at 34°F.  That's because the ice pack that melts at 34°F is not able to take away the heat of fusion from the system, and only takes away heat due to the heat capacity.  The heat of fusion represents a substantial amount of cooling capacity, so the melting temperature of your ice pack should be lower than your maximum acceptable temperature; if you want to get the most use out of the ice pack.
Other factors that might be important when selecting an ice pack are if you can have it frozen, or if you need a malleable gel bag to fit around whatever you are trying to cool.  Sometimes efficiency takes a back seat to utility. 
A: The 5 °F ice pack is useful with products which must stay frozen, like ice cream.
The 34 °F ice pack keep the stuff cool but won't freeze it. This is useful for beverages and vegetables.
A: I didn't see this mentioned, but it could be most important factor.
If all other properties were the same, the lower melting temp gel will be trying to maintain the inside of the cooler at a colder temp until it melts, so more heat flows through the insulation.
Even if its total capacity to absorb heat were the same it should last a shorter time. And I suspect more stuff being added to water to change the properties will result in less capacity as well.
As stated, the reason for the lower freezing point is needing a lower temperature, but it will probably last a shorter time, which is why choice is good.
