SOR 817 Warranty to Failure Rate

We can sometimes be frustrated by vendors or suppliers not giving us the reliability data we need to do our 'reliability stuff?' Can we glean something from their advertised warranty period? Can we somehow 'reverse engineer' the underlying warranty reliability if we make some assumptions about the cost of failure and profit margin?