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Cybersecurity

Investigate threats with evidence, not raw log dumps

Connect API activity with approvals, deployments, and credential use. Build risk baselines in SQL and let agents investigate through scoped, read-only access.

From API logs to a bounded investigation

Preserve raw JSON, extract typed events, and build ten-minute features. A Dynamic Table combines context and a 30-day baseline before agents drill into timelines and raw evidence.

Architecture: API Logs to Context-Aware Security Investigation

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Architecture: API Logs to Context-Aware Security InvestigationRaw API requests and responses are retained as VARIANT. A Stream and cleaning Task extract typed api_events; SQL Tasks MERGE ten-minute workload features with approval context. A Dynamic Table combines features, deployment and credential records, and a 30-day baseline into workload_risk. An independent warehouse and SELECT-only MCP role let agents identify risk, query a bounded timeline, and retrieve raw evidence by time and log_id.SECURITY DATA SOURCESDATA APPLICATIONSAPI logsRequests + responsesSecurity contextApprovals · CI/CD · IAMraw_api_logsRequest / response VARIANTOriginal evidence retainedapi_eventsStream + cleaning TaskTyped columns · time keysworkload_features10-minute MERGE TasksFeatures by workloadContext tablesApprovals · deploymentsCredential-use recordsworkload_riskDynamic Table refresh30-day baseline + contextAgent warehouseRisk → timeline → evidenceMCP · SELECT-only roleRisk triageBounded timelineRaw JSON evidenceRead-only agentsVARIANT → Typed events → Features → Dynamic TableIndependent query compute · Time / entity bounds · Evidence by log_id

Keep the original evidence

Retain requests and responses in VARIANT while Streams and Tasks populate typed columns for frequent searches.

Score behavior in context

Correlate sensitive calls with approvals, deployment history, and credential activity instead of relying on volume thresholds alone.

Bound every investigation

Use an independent warehouse and SELECT-only role. Narrow the risk, query a time-bounded timeline, then retrieve JSON by log_id.

Explore the details

Start with one security investigation

Validate the workflow with your own logs and security context.

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