I’ve even seen it claimed in the past few months that Russia was, at points, the number 1 supplier of Ukraine in terms of equipment due to how much they left behind. [1]
If you’re interested in this topic and have some time, I’d recommend https://youtu.be/sNLTE75B0Os
[1]: https://www.wsj.com/articles/ukraines-new-offensive-is-fuele...
The current signals (UKR having low artillery stocks and US and other NATO countries inability to provide more, with Russians stocks also apparently low) have reminded me of 1915 in the First Big Mistake, when everyone had used up their prewar stocks of artillery shells, and waited to bring the factories online to make vastly more of them- the build-up to the mega-deaths at Verdun and the Somme. Hopefully we won't see that level of death in this war.
[1] https://www.nammo.com/product/our-products/ammunition/large-...
[2] https://www.baesystems.com/en/product/shell-155mm-how-he-l15
Also, the most important aspect of any enterprise, is the human. These folks trained for years, on Russian kit, and know it backwards and forwards.