Hi all, I have been going through the wealth of information in this forum and have been doing some of my own research on leather care and rehab. I'd like to share my findings and get your opinions based on your experience with rehabbing 
What I've learned so far is that tanned leather is animal skin that has had the majority of its moisture removed, leaving mostly protein. During processing, the natural arrangement of protein fibers are expanded and tannins are allowed to penetrate into the network and complex with these proteins.
When alive, skin is kept supple presumably by water. However, when dead, moisture will cause skin to rot but lack of moisture will cause it to become hard and brittle due to those protein fibers contracting and tightly bundling against each other. Tanning basically inserts spacers between proteins, where water would have been had it been (alive) skin, and that allows leather to be soft and flexible.
From this, I would guess that the reason vintage leather becomes stiff, and cracks, is due to bonds between the protein and the tannin breaking down over time and tannins leaving the leather. SO, it would make sense that in order to restore softness, you would have to add tannins back into the leather, or something that mimics its behaviour?
I see Leather CPR mentioned a lot. In fact, the general procedure for rehabbing bags (from my understanding) is to soak in a light detergent solution, shape and dry, condition as needed with Leather CPR, and finish off with Blackrock.
So I looked into Leather CPR and it is concerning to me that I could not find anything about its ingredients other than that it contains lanolin. Lanolin's role is to help protect animal skin and wool from environmental damage (including water). While it makes sense that it will protect leather bags from further damage, I don't see how it would condition dry or already damaged leather. But I have no idea what else may or may not be in there since I can't find its ingredients anywhere...
Another popular product seems to be the Lexol leather conditioner which lists its ingredients as "Sulfated Fatty Alcohols, Sulfated Neatsfoot Oil, Tall Fatty Acids, Water, Preservative". To me, this seems like a much better leather CONDITIONER. The definition of a tannin is any large polyphenolic compound containing sufficient hydroxyls and other suitable groups (such as carboxyls) to form strong complexes with proteins and other macromolecules. Out of those ingredients, fatty alcohols and fatty acids are close enough to the definition that I suspect they will act like tannins, and while I don't know what exactly is the chemical composition of neatsfoot oil, I suspect it does as well.
A third conditioner I've come across is the Preservation Solutions restoration leather conditioner, which contains "polymerized oils, polymers, solvents". I'm not sure how this works, but if I had to guess it would be more like a coating that would fill any cracks and coat the entire surface to make it appear soft.
And then Blackrock, which is made of carnauba wax, I'm quite certain would work like a sealant by forming a hard waxy surface that would protect from further damage.
So in practice, leather CPR appears to generally perform well but for those of you who have used more than one, can you make any correlations as to how they function and maybe situations that require one vs the other?
Lastly, I looked into the ingredients for saddle soap (Kiwi brand) - glycerine, lanolin and wax. As well as a "fine soap". This just confuses me because it's combining cleaning, conditioning and sealing all in one and that just doesn't seem effective at all. This is actually the only thing I have right now and I'm starting to regret buying this.
PS: http://wwwchem.uwimona.edu.jm/courses/CHEM2402/Textiles/Leather.html is a great resource if anyone would like to read more about tanning/processing of leather.

What I've learned so far is that tanned leather is animal skin that has had the majority of its moisture removed, leaving mostly protein. During processing, the natural arrangement of protein fibers are expanded and tannins are allowed to penetrate into the network and complex with these proteins.
When alive, skin is kept supple presumably by water. However, when dead, moisture will cause skin to rot but lack of moisture will cause it to become hard and brittle due to those protein fibers contracting and tightly bundling against each other. Tanning basically inserts spacers between proteins, where water would have been had it been (alive) skin, and that allows leather to be soft and flexible.
From this, I would guess that the reason vintage leather becomes stiff, and cracks, is due to bonds between the protein and the tannin breaking down over time and tannins leaving the leather. SO, it would make sense that in order to restore softness, you would have to add tannins back into the leather, or something that mimics its behaviour?
I see Leather CPR mentioned a lot. In fact, the general procedure for rehabbing bags (from my understanding) is to soak in a light detergent solution, shape and dry, condition as needed with Leather CPR, and finish off with Blackrock.
So I looked into Leather CPR and it is concerning to me that I could not find anything about its ingredients other than that it contains lanolin. Lanolin's role is to help protect animal skin and wool from environmental damage (including water). While it makes sense that it will protect leather bags from further damage, I don't see how it would condition dry or already damaged leather. But I have no idea what else may or may not be in there since I can't find its ingredients anywhere...
Another popular product seems to be the Lexol leather conditioner which lists its ingredients as "Sulfated Fatty Alcohols, Sulfated Neatsfoot Oil, Tall Fatty Acids, Water, Preservative". To me, this seems like a much better leather CONDITIONER. The definition of a tannin is any large polyphenolic compound containing sufficient hydroxyls and other suitable groups (such as carboxyls) to form strong complexes with proteins and other macromolecules. Out of those ingredients, fatty alcohols and fatty acids are close enough to the definition that I suspect they will act like tannins, and while I don't know what exactly is the chemical composition of neatsfoot oil, I suspect it does as well.
A third conditioner I've come across is the Preservation Solutions restoration leather conditioner, which contains "polymerized oils, polymers, solvents". I'm not sure how this works, but if I had to guess it would be more like a coating that would fill any cracks and coat the entire surface to make it appear soft.
And then Blackrock, which is made of carnauba wax, I'm quite certain would work like a sealant by forming a hard waxy surface that would protect from further damage.
So in practice, leather CPR appears to generally perform well but for those of you who have used more than one, can you make any correlations as to how they function and maybe situations that require one vs the other?
Lastly, I looked into the ingredients for saddle soap (Kiwi brand) - glycerine, lanolin and wax. As well as a "fine soap". This just confuses me because it's combining cleaning, conditioning and sealing all in one and that just doesn't seem effective at all. This is actually the only thing I have right now and I'm starting to regret buying this.
PS: http://wwwchem.uwimona.edu.jm/courses/CHEM2402/Textiles/Leather.html is a great resource if anyone would like to read more about tanning/processing of leather.