| Measurement audit | Review of existing ecommerce tracking, dashboards, event structure, source systems and reporting gaps | Audit report and issue register | Discovery and audit | Platform access, current reports and business definitions |
| KPI dictionary | Definitions for revenue, orders, conversion, customer, product, margin and channel metrics | Shared documentation | Strategy and setup | Metric owners and finance or ecommerce input |
| Data-source map | Inventory of ecommerce, analytics, advertising, CRM, email, finance and fulfilment data sources | Architecture map | Setup | System list, access roles and integration constraints |
| Tracking specification | Recommended events, parameters, UTM standards, checkout tracking and QA checks | Technical brief and checklist | Implementation planning | Website, tag manager and analytics access |
| Executive dashboard | Leadership view of sales, orders, channels, customers, products and key risks | BI dashboard | Production | Approved KPIs and dashboard users |
| Marketing performance dashboard | Channel, campaign, source, medium, funnel and attribution-limit reporting | BI dashboard and report guide | Production | Ad platform access and naming conventions |
| Product and category analytics | Product sales, category trends, returns, bundles, stock-risk signals and contribution inputs where available | Dashboard and analysis tables | Production | Product catalogue and order-level data |
| Customer and cohort reporting | New vs returning customers, retention, repeat purchase, customer value signals and segment behaviour | Cohort dashboard and insight notes | Production | Customer identifiers and privacy-approved data scope |
| Insight reporting package | Recurring commentary, variance explanations, issue log and recommended review questions | Weekly or monthly report | Managed service | Business context, campaign calendar and operational changes |
| Training and handover | Dashboard usage, metric definitions, interpretation limits, QA routine and support documentation | Training session and documentation | Handover or ongoing support | Relevant team attendance and owners |