https://ecommerceinsightdesk.com/ A desk for Australian ecommerce teams covering measurement planning, analytics, attribution, dashboards, data quality and experimentation. en-au https://ecommerceinsightdesk.com/analysing-conversion-by-product-variant https://ecommerceinsightdesk.com/analysing-conversion-by-product-variant Define a variant conversion denominator using identified, available options and matched orders, with clear treatment of later purchases. Funnel Analysis Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/analysing-products-commonly-bought-together https://ecommerceinsightdesk.com/analysing-products-commonly-bought-together Count product pairs in qualifying orders, compare directional rates and shortlist useful combinations for a measured trial. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/avoiding-double-counted-revenue-across-channels https://ecommerceinsightdesk.com/avoiding-double-counted-revenue-across-channels When several platforms claim credit for one order, adding their reported revenue can exceed the store's actual sales. Revenue Analytics Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/basket-and-merchandising-analytics https://ecommerceinsightdesk.com/basket-and-merchandising-analytics Use product pairings, recommendation results, category routes and onsite search evidence to guide merchandising decisions. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/checking-for-sample-imbalance-in-an-ecommerce-experiment https://ecommerceinsightdesk.com/checking-for-sample-imbalance-in-an-ecommerce-experiment Compare observed experiment units with the planned split, trace where imbalance begins and decide whether the store-test result can be used. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/checking-product-ids-across-tracking-events https://ecommerceinsightdesk.com/checking-product-ids-across-tracking-events Audit item IDs from product view through purchase. Find parent and variant switches, missing IDs and catalogue mapping changes. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/checking-tracking-after-a-theme-or-app-update https://ecommerceinsightdesk.com/checking-tracking-after-a-theme-or-app-update Replay affected shopping journeys, inspect event details and monitor tracking after a theme or app update. Event Tracking Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/choosing-a-guardrail-metric-for-a-store-test https://ecommerceinsightdesk.com/choosing-a-guardrail-metric-for-a-store-test Choose store-test guardrails from plausible harms, with the right denominator, timing, data source and response rule. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/choosing-store-metrics-from-business-decisions https://ecommerceinsightdesk.com/choosing-store-metrics-from-business-decisions Choose ecommerce metrics by linking each business decision to a counting unit, comparison, owner and action. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-category-navigation-paths https://ecommerceinsightdesk.com/comparing-category-navigation-paths Compare category routes from a defined entry task to relevant products, with clear counting rules and path-analysis limits. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-customer-value-by-product-entry-point https://ecommerceinsightdesk.com/comparing-customer-value-by-product-entry-point Assign customers from their first-order products and compare observed value at the same age without hiding multi-item orders. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-first-touch-and-last-touch-store-reports https://ecommerceinsightdesk.com/comparing-first-touch-and-last-touch-store-reports First-touch and last-touch reports answer different questions. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-forecast-demand-with-actual-order-patterns https://ecommerceinsightdesk.com/comparing-forecast-demand-with-actual-order-patterns Compare issued variant forecasts with qualifying orders, flag stock-constrained periods and read forecast errors within their limits. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-funnels-by-device-and-traffic-source https://ecommerceinsightdesk.com/comparing-funnels-by-device-and-traffic-source Compare funnel progression across devices and traffic sources while keeping segment definitions, source scope and cross-device limits clear. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-product-views-with-actual-purchases https://ecommerceinsightdesk.com/comparing-product-views-with-actual-purchases Compare product-view and purchase counts, identify when a viewer-to-buyer rate is possible, and investigate gaps without mislabelling the measure. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-promotion-buyers-with-ordinary-customers https://ecommerceinsightdesk.com/comparing-promotion-buyers-with-ordinary-customers Define buyer groups, use equal follow-up windows and interpret repeat purchasing without mistaking selection for a promotion effect. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/comparing-repeat-purchase-across-acquisition-cohorts https://ecommerceinsightdesk.com/comparing-repeat-purchase-across-acquisition-cohorts Compare distinct repeat buyers across acquisition cohorts using a fixed follow-up window and clearly defined source labels. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/connecting-sales-analysis-with-stock-availability https://ecommerceinsightdesk.com/connecting-sales-analysis-with-stock-availability Join variant order lines to dated orderability intervals and keep uncertain stock periods visible before comparing sales rates. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/customer-cohort-analysis-for-ecommerce https://ecommerceinsightdesk.com/customer-cohort-analysis-for-ecommerce Compare observed ecommerce value for acquisition-labelled cohorts at equal age, then decide which gap needs investigation. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/defining-a-conversion-experiment-before-changing-the-store https://ecommerceinsightdesk.com/defining-a-conversion-experiment-before-changing-the-store Write a store-test brief that fixes eligibility, assignment, the conversion formula, decision threshold and end rule before launch. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/defining-purchase-refund-and-repeat-customer-events https://ecommerceinsightdesk.com/defining-purchase-refund-and-repeat-customer-events Define qualifying purchases, processed refunds and repeat customers with clear order, timing and identity rules. Event Tracking Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/detecting-missing-currencies-and-order-values https://ecommerceinsightdesk.com/detecting-missing-currencies-and-order-values Check purchase events for usable currency and value fields, distinguish genuine zeroes from missing data, and trace exceptions to orders. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/distinguishing-weak-demand-from-an-out-of-stock-problem https://ecommerceinsightdesk.com/distinguishing-weak-demand-from-an-out-of-stock-problem Check variant orderability, visibility and observed interest before deciding that low ecommerce sales reflect weak demand. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-acquisition-attribution https://ecommerceinsightdesk.com/ecommerce-acquisition-attribution Attribution assigns credit for an order to marketing interactions under a chosen rule. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-analytics-operations https://ecommerceinsightdesk.com/ecommerce-analytics-operations Set owners, review periods and change records that keep ecommerce reports useful as data and systems change. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-conversion-funnels https://ecommerceinsightdesk.com/ecommerce-conversion-funnels Define shopping funnel stages and counting rules, then use stage gaps to guide investigation without mistaking them for checkout failures. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-customer-value-analysis https://ecommerceinsightdesk.com/ecommerce-customer-value-analysis Structure a customer value report around recorded orders, comparable observation windows, clear amount rules and visible limitations. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-dashboard-design https://ecommerceinsightdesk.com/ecommerce-dashboard-design An ecommerce dashboard should help a team decide what to do today and explain what happened after the numbers settle. Start with decisions, definitions and data … Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-data-quality https://ecommerceinsightdesk.com/ecommerce-data-quality Check the definitions, completeness, consistency and freshness of ecommerce data before using store reports to make decisions. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-event-tracking https://ecommerceinsightdesk.com/ecommerce-event-tracking Define ecommerce event triggers, item and order IDs, purchase rules and checks before relying on store reporting. Event Tracking Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-experimentation https://ecommerceinsightdesk.com/ecommerce-experimentation Plan an ecommerce experiment around a clear decision, eligible shoppers, one primary outcome, guardrails and a trustworthy result. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-measurement-planning https://ecommerceinsightdesk.com/ecommerce-measurement-planning Plan ecommerce measurement around business decisions, clear metric definitions, source records and a review cycle. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/ecommerce-revenue-and-margin-analytics https://ecommerceinsightdesk.com/ecommerce-revenue-and-margin-analytics Read store revenue and margin together by defining eligible orders, discounts, reversals, cost coverage and reporting dates. Revenue Analytics Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/estimating-cannibalisation-between-discounted-products https://ecommerceinsightdesk.com/estimating-cannibalisation-between-discounted-products Estimate whether a discounted product displaced nearby items by comparing product and group outcomes against a stated baseline. Funnel Analysis Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/estimating-customer-value-from-observed-purchase-history https://ecommerceinsightdesk.com/estimating-customer-value-from-observed-purchase-history Reconstruct observed customer value from qualifying orders, a fixed time window, later adjustments and the original entrant count. Measurement Planning Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/filtering-internal-and-test-orders-from-reports https://ecommerceinsightdesk.com/filtering-internal-and-test-orders-from-reports Classify simulated and real test orders, apply report exclusions consistently, and understand the limits of internal-traffic filters. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/finding-products-with-high-revenue-but-weak-margin https://ecommerceinsightdesk.com/finding-products-with-high-revenue-but-weak-margin Screen high-selling products for weak margin using comparable retained sales, dollar profit, cost coverage and adjustment dates. Revenue Analytics Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/gross-revenue-versus-net-sales-in-store-reports https://ecommerceinsightdesk.com/gross-revenue-versus-net-sales-in-store-reports Understand how gross product sales become net sales, with checks for discounts, reversals, tax, delivery, order status and dates. Revenue Analytics Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/grouping-customers-by-first-completed-purchase https://ecommerceinsightdesk.com/grouping-customers-by-first-completed-purchase Define a completed purchase, resolve customer identities and assign first-purchase cohorts without confusing first-order date with payment confirmation. Measurement Planning Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/handling-incomplete-histories-in-a-customer-value-report https://ecommerceinsightdesk.com/handling-incomplete-histories-in-a-customer-value-report Separate short follow-up, missing earlier orders, uncertain identity and unsettled adjustments in customer-value reports. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/identifying-search-terms-that-return-no-useful-products https://ecommerceinsightdesk.com/identifying-search-terms-that-return-no-useful-products Find onsite searches with empty or weak results, inspect the products shown and choose a measured fix. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/interpreting-unattributed-and-direct-traffic https://ecommerceinsightdesk.com/interpreting-unattributed-and-direct-traffic “Direct” and “unknown” are reporting labels, not customer motivations. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/linking-returns-to-product-level-performance https://ecommerceinsightdesk.com/linking-returns-to-product-level-performance Link recorded physical returns, reasons and product-value reversals to original order lines using comparable follow-up windows. Data Quality Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/maintaining-a-dictionary-of-store-metrics https://ecommerceinsightdesk.com/maintaining-a-dictionary-of-store-metrics Maintain metric formulas, owners and effective dates so report users can reproduce store figures and recognise definition changes. Measurement Planning Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/mapping-product-views-baskets-and-checkout-steps https://ecommerceinsightdesk.com/mapping-product-views-baskets-and-checkout-steps Map product, basket and checkout actions to precise ecommerce event triggers, including express routes and skipped steps. Event Tracking Desk Measurement Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/measuring-a-sale-event-after-discounts-and-returns https://ecommerceinsightdesk.com/measuring-a-sale-event-after-discounts-and-returns Reconcile sale-event orders, discounts, returns and costs without double-counting orders or treating an early result as final. Revenue Analytics Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/measuring-acquisition-quality-beyond-the-first-order https://ecommerceinsightdesk.com/measuring-acquisition-quality-beyond-the-first-order The cheapest first order is not necessarily the best acquisition. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/measuring-drop-off-between-shopping-stages https://ecommerceinsightdesk.com/measuring-drop-off-between-shopping-stages Calculate shopping-stage drop-off with consistent counts and clear denominators, then check skipped routes and missing events. Funnel Analysis Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/measuring-lost-shopping-opportunities-from-unavailable-variants https://ecommerceinsightdesk.com/measuring-lost-shopping-opportunities-from-unavailable-variants Define and count observed unavailable-variant actions while keeping later purchases and unobserved demand separate from lost sales. Revenue Analytics Desk Trading Analytics Thu, 01 Oct 2026 00:00:00 GMT https://ecommerceinsightdesk.com/measuring-the-effect-of-a-product-recommendation https://ecommerceinsightdesk.com/measuring-the-effect-of-a-product-recommendation Separate recommendation exposure and clicks from sales effect, then compare eligible groups on a defined commercial outcome. Attribution Desk Customer Analytics Thu, 01 Oct 2026 00:00:00 GMT