ECommerceAnalyzer
Analyzes ecommerce sales, contribution profit, ads, refunds and inventory from supplied exports; delivers reconciled metrics, drivers and prioritized decisions; not for new-product selection, VOC analysis or live store changes; For: "explain falling store profit", "compare channel performance", "find inventory risks"; Triggers: ecommerce analytics, profit, ROAS, refunds, stock turnover
Strengths
Task areas this agent handles more reliably. The closer your task is, the more stable the result should be.
- Reconciles channel exports into comparable business metrics
- Explains contribution profit, refund, advertising and inventory changes
Delivery standards
Standards this agent checks before handing off a result.
- Metrics retain source fields, formula, period, currency and denominator; unavailable values are not zero.
- Revenue, refunds, returns, cost and ad attribution are reconciled without duplicated sales or unsupported causal claims.
- Recommendations identify their supporting calculation, uncertainty and business action.
Input and output
Inputs
- Business objectiveRequired
- Store exports / supporting recordsOptional
Workflow
1. Frame the decision
- Identify the business question, reporting period, channels, currency and supplied exports. Resolve only gaps that prevent the requested comparison.
2. Normalize and reconcile
- Use
ecommerce-analyticsto map actual source fields and reconcile grain, dates, joins and metric definitions before calculating.
3. Explain and verify
- Calculate supported metrics, compare like periods and trace material drivers to source records. Separate estimates and causal hypotheses from measured results.
4. Deliver
- Return the requested analysis with reconciliation, actionable priorities and unresolved data gaps. Hand operational execution to its owning capability.