# T4: Advanced Operations & Analytics ## Overview Advanced operational capabilities for monitoring, visualization, cost optimization, and multi-cluster orchestration. Builds on T1-T3 foundation to enable enterprise-scale deployment. ## Tasks | Task | Description | Tests | Status | |------|-------------|-------|--------| | T4.1 | Real-time metrics dashboard: queryable Prometheus metrics with aggregation | [ ] | 🔜 TODO | | T4.2 | Workflow visualization & DAG rendering: browser-based workflow inspector | [ ] | 🔜 TODO | | T4.3 | Advanced search & filtering: Elasticsearch-like task/workflow search | [ ] | 🔜 TODO | | T4.4 | Cost tracking & optimization: LLM API, git push, compute resource costs | [ ] | 🔜 TODO | | T4.5 | Automated alerting & anomaly detection: threshold rules, ML-based anomalies | [ ] | 🔜 TODO | | T4.6 | Workflow profiling & bottleneck analysis: identify slowest tasks | [ ] | 🔜 TODO | | T4.7 | Multi-cluster orchestration: deploy orchestrators across K8s clusters | [ ] | 🔜 TODO | | T4.8 | Self-deployment: orchestrator deploys itself (meta!) | [ ] | 🔜 TODO | --- ## Implementation Plan ### T4.1: Real-time Metrics Dashboard - `internal/dashboard/metrics_aggregator.go` - Query Prometheus for metrics - `internal/dashboard/metrics_aggregator_test.go` - 15 tests - Features: - Aggregate gauge/counter/histogram metrics - Time-range queries - Percentile calculations (p50, p95, p99) - Error rate aggregation - Throughput calculations ### T4.2: Workflow Visualization - `internal/visualization/dag_renderer.go` - DAG graph generation - `internal/visualization/dag_renderer_test.go` - 12 tests - Features: - Convert dependency graph to DOT format - SVG/PNG rendering capability - Task status coloring - Critical path highlighting - Parallel task grouping ### T4.3: Advanced Search & Filtering - `internal/search/workflow_search.go` - Full-text search - `internal/search/workflow_search_test.go` - 18 tests - Features: - Index workflows by content - Filter by status, date, assignee - Full-text search on task descriptions - Regex pattern matching - Saved filters ### T4.4: Cost Tracking & Optimization - `internal/cost/cost_tracker.go` - Track compute/API costs - `internal/cost/cost_tracker_test.go` - 16 tests - Features: - LLM API call costs (tokens × price) - Git push operation costs - K8s compute resource costs - Cost per workflow - Cost optimization recommendations ### T4.5: Automated Alerting & Anomaly Detection - `internal/alerting/alert_manager.go` - Rule-based alerts - `internal/alerting/alert_manager_test.go` - 20 tests - Features: - Threshold-based alerts - Pattern-based anomaly detection - Alert routing (email, Slack, PagerDuty) - Alert history - Deduplication ### T4.6: Workflow Profiling & Bottleneck Analysis - `internal/profiling/workflow_profiler.go` - Identify slow tasks - `internal/profiling/workflow_profiler_test.go` - 17 tests - Features: - Per-task execution time breakdown - Critical path identification - Parallel vs sequential timing - Resource utilization per task - Optimization suggestions ### T4.7: Multi-cluster Orchestration - `internal/clusters/cluster_manager.go` - Manage multiple K8s clusters - `internal/clusters/cluster_manager_test.go` - 19 tests - Features: - Register/discover clusters - Route workflows to clusters - Cross-cluster task coordination - Cluster health monitoring - Failover support ### T4.8: Self-Deployment - `internal/deployment/self_deployer.go` - Orchestrator deploys itself - `internal/deployment/self_deployer_test.go` - 14 tests - Features: - Build orchestrator container - Generate K8s manifests - Deploy new version - Health check & rollback - Version management --- ## Test Coverage Target - T4 Total: **131+ tests** (similar to T3) - All packages: 100% test pass rate - Performance benchmarks included --- ## Success Criteria ✅ All 8 T4 tasks complete ✅ 131+ tests passing ✅ Dashboard queryable in real-time ✅ DAG visualization renders workflow dependencies ✅ Cost tracking shows savings from T2 optimizations ✅ Anomaly detection catches performance regressions ✅ Multi-cluster deployment supported ✅ Orchestrator can self-deploy --- ## Timeline - T4.1-T4.4: Week 1 (implementation + tests) - T4.5-T4.8: Week 2 (implementation + tests) - Integration testing: Week 3 - Production deployment: Week 4