We combine new computational (dry-lab) and experimental (wet-lab) techniques to engineer microbial cell factories for the bio-based production of chemicals (e.g., itaconic acid, 2,3-butanediol). Experiments focus on E. coli as work horse in biotechnology, but other relevant production hosts are considered as well.