JourneyFormer is a sequence modeling solution deployed at Airbnb to improve search ranking. It addresses production challenges like long, exploratory guest sequences and sparse booking labels through tailored design choices in data selection, embeddings, and label attribution. The model has shown improved offline metrics and significant business gains in online A/B tests across multiple production surfaces.