ClickStack's March 2026 release brings several notable improvements: Event Deltas now shows attribute distributions immediately without requiring a heatmap selection, uses proportional comparison scoring for more accurate attribute ranking, and adds one-click actions to include/exclude attribute values. SQL chart support is now complete across all five visualization types (number tiles, pie, line, table, stacked bar) with Grafana-style template macros for time filters and dashboard filter integration. Sample-aware aggregations are introduced at the source level, automatically rewriting counts, averages, and percentiles to account for sampling rates. Dashboard management gets dedicated listing pages, a template gallery with pre-built OpenTelemetry dashboards for JVM, .NET, Go, and Node.js, favorites support, multi-value filters, and localStorage persistence for local mode. AI Notebooks are available in private preview, embedding AI into a structured notebook-style investigation workflow.

14m read timeFrom clickhouse.com
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New contributors #AI notebooks #Improvements for Event Deltas #SQL charts with Grafana-style macros #Aggregations for sampled trace data #Dashboard template gallery and listing pages #Favorites for dashboards and saved searches #Dashboard filter improvements #localStorage for dashboards and saved searches in local mode #More chart display units #

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