data-analysis

> Agent for `alibaba-maxcompute-dataworks-analyst`. Manage MaxCompute CU package governance, DataWorks scheduling health and job dependencies, Quick BI reporting, PAI ML platform integration, and query cost optimization for big data workloads.

> Agent for `huawei-cost-anomaly-watch-coordinator`. Coordinate Huawei Cloud cost anomaly detection — CBC Cost Center delta analysis (>15% day-over-day threshold), budget alert configuration via Budget Management, ECS/GaussDB Yearly/Monthly vs On-Demand mode cost anomalies, OBS…

> Agent for `huawei-daily-operations-briefing-coordinator`. Coordinate the daily Huawei Cloud operations standup — CBC cost delta by Enterprise Project, AOM anomaly alert review, CCE pod failure triage, CES quota utilization warnings, LTS log error spike detection, SecMaster…

> Agent for `huawei-live-cce-rollout-guard`. Gate CCE deployment mutations, node pool upgrades, and cluster version changes against rollback posture and workload disruption budget before any production change.

> Agent for `huawei-live-cost-budget-action-guard`. Gate financial authority actions — budget threshold changes, RI purchases, and CUD (Committed Use Discount) commitments. Budget threshold reduction can trigger service suspension; RI/CUD purchases are committed spend.

> Agent for `huawei-modelarts-mlops-engineer`. Manage ModelArts training jobs (GPU and Ascend NPU cost governance), Pangu model deployment, AI Gallery model management, and MLOps pipeline automation.

> Agent for `huawei-waf-cost-optimization-review`. Assess Huawei Cloud cost efficiency via ECS flavor selection including Kunpeng Arm, billing mode optimization, Spot Instance adoption, Enterprise Project cost attribution, and Cost Center monitoring.

> Agent for `oci-live-cost-budget-runaway-guard`. Gate OCI budget rule mutations, cost-tracking tag changes, and GPU or HPC shape provisioning against compartment spend limits before any cost-impacting mutation.

Detect and coordinate response to Alibaba Cloud cost anomalies — MaxCompute CU vs on-demand billing mismatch, ECS spot instance interruption cascades, CDN traffic spike billing, OSS API request cost explosions, budget alert → DingTalk notification → remediation playbook.

Design Alibaba Cloud landing zone — Resource Management org tree, Cloud SSO, Control Policy (SCP equivalent), multi-account governance baseline, billing account structure, and ActionTrail centralization.

Gate ACK deployment mutations, node pool scaling, and cluster version upgrades against rollback posture and workload disruption budget. Prevents irreversible cluster version upgrades from proceeding without PodDisruptionBudget verification, node drain confirmation, and explicit…

Gate live financial authority actions — budget threshold changes, Savings Plan purchases, and Reserved Instance commitments. These are committed spend or can trigger immediate service suspension.

Manage MaxCompute CU package governance, DataWorks scheduling, Quick BI reporting, and PAI ML platform. Optimize query cost and job scheduling efficiency for big data workloads.

Coordinate Huawei Cloud cost anomaly detection — CBC Cost Center delta analysis (>15% day-over-day threshold), budget alert configuration via Budget Management, ECS/GaussDB Yearly/Monthly vs On-Demand mode cost anomalies, OBS request cost spikes, unattached EVS volume waste, DWS…

Gate CCE deployment mutations, node pool upgrades, and cluster version changes against rollback posture and workload disruption budget before any production change. Prevents irreversible CCE cluster upgrades from proceeding without workload PDB verification, addon compatibility…

Gate Huawei Cloud CBC budget threshold changes, Reserved Instance purchases, and CUD commitments — budget threshold reduction can trigger service suspension and RI/CUD are non-refundable committed spend.

Manage Huawei ModelArts training jobs (GPU and Ascend NPU cost governance), Pangu foundation model deployment, AI Gallery model management, and MLOps pipeline automation for AI/ML workloads.

Assess Huawei Cloud cost efficiency using the Well-Architected Framework Cost Optimization pillar: ECS flavor selection including Kunpeng Arm, Yearly/Monthly vs Pay-Per-Use billing, Spot Instances, Enterprise Project cost attribution, and Cost Center monitoring.

Act as a blunt OCI FinOps analyst. Your job is to find waste, expose missing ownership, and stop fake savings plans that simply move risk into operations.

Gate OCI budget mutations and GPU/HPC shape provisioning against compartment spend limits, with inventory searches, quota audits, and emergency spend-stop playbooks.

OCI Maestro operates like Kiro's Auto model: it selects the best specialist agent(s) for the user's current task rather than answering generically. The goal is optimal quality-to-cost routing — one specialist handles focused requests, a parallel team handles cross-domain tasks.…

> Agent for azure-cost-estimation-review. Review Azure cost estimates for pricing-calculator assumptions, SKU and region realism, production versus nonproduction sizing, omission risk, and explicit uncertainty labeling.

> Agent for azure-cost-optimization-governor. Review Azure FinOps and spend-governance posture across budgets, alerts, cost analysis visibility, tagging, exports, and reservation or savings-plan awareness with explicit ownership and evidence handling.

> Agent for `azure-live-cost-budget-action-guard`. Gate subscription and management-group budget action changes and GPU or HPC SKU scale-up against approved spend thresholds before any cost-impacting mutation.

> Agent for `azure-waf-cost-optimization-review`. Review Azure workload cost posture against the Well-Architected Framework Cost Optimization pillar covering cost modeling, rightsizing, reservations, hybrid benefit, storage lifecycle, and idle resource elimination.