Are science & religion incompatible?

I have come across of people who struggle with their Christianity because they perceive a conflict between their scientific professions and their religious beliefs. I am not sure this conflict is warranted. The Bible is not a book of science, nor does the scientific method address philosophy. I need much more study on this.