Analytics & Attribution — Build vs. Buy
22 capability decisions in Analytics & Attribution, each scored across the 12-dimension TCC framework for a mid-market Shopify reference scenario.
Northbeam vs. Owned Attribution: Buy the Model or Build the Truth?
BUYNorthbeam wins for multi-channel spenders without a data team; owned attribution pays once a team can run models plus holdout tests.
Analytics & Attribution
Should You Build or Buy A/B Testing on Shopify?
CUSTOMIZEA/B testing on Shopify is a customize call: buy the statistical engine, build the variant surfaces it splits.
Analytics & Attribution
Should You Build or Buy Consent-Aware Analytics on Shopify?
CUSTOMIZEConsent-aware analytics on Shopify is a customize call: wire the consent signal through every pixel and report that spends money.
Analytics & Attribution
Should You Build or Buy Cross-Store Refund Reconciliation?
BUYShopify reconciles nothing between sibling stores' ledgers. A per-store accounting connector closes the gap far cheaper than a custom finance feed.
Analytics & Attribution
Should You Build or Buy Custom Reporting & BI on Shopify?
BUILDBuilding warehouse-plus-BI wins at mid-market once reporting questions blend Shopify with ad, ops, and finance data.
Analytics & Attribution
Should You Build or Buy GA4 Correctness on Shopify?
CUSTOMIZEGA4 correctness on Shopify is a customize call: audit once, rebuild the tagging, own the layer.
Analytics & Attribution
Should You Build or Buy Profit & LTV Dashboards on Shopify?
DEPENDSProfit and LTV dashboards are a genuine DEPENDS: buy for day-one contribution margin; build warehouse models once the app's numbers drift from finance's books.
Analytics & Attribution
Should You Build or Buy Server-Side Tracking on Shopify?
DEPENDSServer-side tracking on Shopify splits by data ambition: buy for maintained speed, build to own the event stream.
Analytics & Attribution
Should You Build or Buy Session Replay & Heatmaps on Shopify?
BUYBuying session replay and heatmaps wins outright for mid-market Shopify stores: free tiers exist and no build case does.
Analytics & Attribution
Should You Build or Buy an Attribution Platform on Shopify?
BUYAttribution platforms are a buy for multi-channel Shopify stores: every model is an opinion, so buy with eyes open and triangulate.
Analytics & Attribution