Context Engineering Agent for generating and maintaining QueryData / Conversational Analytics API context sets (templates, facets, value searches) for natural language to SQL tasks. Works with AlloyDB, Cloud SQL for MySQL, Cloud SQL for PostgreSQL, and Spanner.