@MedSchoolRat Isn't 'waffle' an exaggeration?
The conclusion to the link you posted says this:
In summary, the research to date on menopause, female sex hormones, and the gut microbiome suggests that menopause and/or low estrogens are associated with reduced gut microbiome diversity and estrobolome potential, and greater similarity to men in microbiome composition (Figure 2). Additionally, declines in estradiol and progesterone may lead to permeability of the gut barrier, allowing microbial translocation to occur. However, much of this is speculated based on studies with small sample sizes and heterogeneous findings. Additional research in large study populations is needed to confirm these putative effects of menopause, and to identify replicable associations of menopause with gut microbiome taxa.
The Zoe article does say that evidence is based so far on a small number of studies. So I think they have covered themselves with that.
As a 'medschoolrat' you will know that there are numerous studies that are biased, not robust and worse actually establish long-term decisions on treatment ( the WHI and Million Women studies are both discredited now yet caused panic over HRT for 20 years.)