analyze_data

To analyze AdminForth resource data trends, apply the aggregate tool to compute filtered metrics, group by key fields, and generate date buckets. This server-side approach reduces manual analytics work by uncovering trends directly on resource rows.

Comparing distributions across AdminForth resource rows is best handled by applying aggregation to compute metrics and group data server-side. This approach spots anomalies and compares distributions efficiently without heavy manual processing.

To perform complex calculations in AdminForth when aggregation cannot answer your query, switch to the get_resource_data tool. This enables in-memory deep analysis and custom groupings for advanced data-driven decision making.

Yes, AdminForth analytics supports date bucketing for dashboards by using the aggregate tool to generate day, week, or month buckets. This enables practical trend monitoring and anomaly detection directly from resource data.

You should use the aggregate tool instead of fetching all resource data in AdminForth whenever possible to ensure fast server-side results and maintain reliable guardrails. Only fall back to get_resource_data when complex calculations are required.