The query builder is used across Logs Explorer, Traces Explorer, Metrics Explorer, Dashboards, and Alert rules. It provides a unified interface for all three si
The Query Builder skill provides a unified interface for constructing complex queries across Logs Explorer, Traces Explorer, Metrics Explorer, Dashboards, and Alert rules. It enables precise filtering by attributes, applying aggregation functions like count, percentiles, and rates, and grouping results to segment data effectively. Users can manipulate results with sorting, time bucketing, and limiting, and combine multiple queries with formulas for advanced analysis.
This skill supports temporal and spatial aggregations, chaining mathematical transformations, and building alert conditions based on real-time metrics. It powers dashboards with various panel types including time series, bar charts, pie charts, and tables, facilitating data-driven decision-making on performance and reliability.
This skill is essential for performance marketers and growth leads who need to analyze user behavior and system performance across multiple data signals to optimize campaign effectiveness. SEO and PPC operators use it to monitor site health and response times, ensuring smooth user experiences that support ranking and conversion goals. Agency strategists benefit from its ability to correlate logs, traces, and metrics, enabling root cause analysis and fine-tuning of multi-channel marketing initiatives.
Practitioners start by defining filters to narrow down data sets based on attributes like service name, HTTP method, or status code. Next, they select aggregation functions such as count, percentile latency, or rate metrics to quantify key performance indicators. Grouping by attributes segments results to identify trends across services, hosts, or endpoints. Finally, they manipulate results through sorting, limiting, or applying formulas that combine multiple queries for ratio or difference calculations, enabling actionable insights and alert rule creation.
How do I filter for multiple values in one attribute? Use the IN and NOT_IN operators to include or exclude lists of attribute values. Can I analyze latency distribution? Yes, percentile aggregations like P95 and P99 provide latency breakdowns for performance monitoring. How do I combine multiple queries? Execute separate queries labeled A, B, C, and use formulas such as A / B to calculate ratios or differences.
Attach the Query Builder skill to any Metaflow agent task that requires querying logs, traces, or metrics from SigNoz. Once connected, define filters, aggregations, and groupings to extract relevant insights directly within your workflows. Expect streamlined data exploration and alert configuration capabilities that integrate seamlessly with your marketing performance pipelines. This skill enhances your ability to monitor and optimize campaigns by providing granular visibility into system and user data.
For broader context, see our roundup of claude skills for marketing, and read Claude Code workflows for marketing agencies for related setup guidance.