Big Data Technology Tribe

Jun 9, 2026 · Big Data

UpdateBuilder vs MergeInsertBuilder in Lance: Two Update Strategies for Massive AI Datasets

For small, condition‑driven updates use UpdateBuilder, while bulk vector or feature replacements at scale should use MergeInsertBuilder, which merges new data, supports upserts, and efficiently updates billions of rows with a single transaction and index optimization.