New /search/stats/timeseries endpoint returns bucketed counts/metrics over a time window using ClickHouse toStartOfInterval(). Frontend Sparkline component renders SVG polyline + gradient fill on each stat card, driven by a useStatsTimeseries query hook. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>