No, you don’t have to choose. God is the author of the truth of the natural world as well as from scripture. This link shows a diagram about that and the website that can help you in your research.
It’s also interesting that @freddymagnanimo mentioned a book today on that subject in the blog topic: How can Genesis be interpreted to agree with Theistic Evolution? - #64 by DougK
“I’m currently reading Denis Alexander’s Creation or Evolution: Do We Have to Choose, which seems to layout similar scenarios.”