Target's hybrid retail search lifts CTR 0.97% and halves zero-result queries

_reachsumit · x · 2026-09-28

Target engineers detail their production hybrid search system in a new paper (arXiv:2609.31498): keyword search runs in parallel with a fine-tuned dual-encoder, attribute filters apply to vector results, and weighted interleaving fuses both lists. Online A/B tests vs lexical-only search showed +0.97% CTR, +0.98% order conversion, and +1.10% demand per visitor, while roughly halving zero-result searches. The paper covers data processing, embedding training, precision control, fusion strategy comparison, and latency optimizations; the system serves millions of customers daily.

Original post →

More from Apps

Apps channel →