I had same issue, the seller from where I bought the RainBird system didn’t have transformers, I checked other sellers of other irrigation systems and I could find from Orbit the cheapest but it was still around 30-50$.
I bought an used one from Hozelock brand, wall outlet “pluggable”, which is a brand for residential garden and pools systems and paid about 20$.