Analytics & Attribution — Build vs. Buy

Elevar wins for ad-destination tracking with 59.4% category share; Littledata wins for GA4-and-warehouse stacks; a custom pixel relay owns the stream.

Analytics & Attribution

Elevar wins for maintained destination tracking — it runs on 59.4% of analytics-app-using stores; build the web-pixel + tagging-server lane to own the event stream.

Analytics & Attribution

Lifetimely wins on speed and price; warehouse LTV models win once bundles, 3PL fees, and wholesale mix push app COGS off finance's books.

Analytics & Attribution

A hand-built GA4 pixel beats Littledata once a dev bench exists; Littledata wins when tracking upkeep must be a vendor's job, not yours.

Analytics & Attribution

Northbeam wins for multi-channel spenders without a data team; owned attribution pays once a team can run models plus holdout tests.

Analytics & Attribution

A/B testing on Shopify is a customize call: buy the statistical engine, build the variant surfaces it splits.

Analytics & Attribution

Consent-aware analytics on Shopify is a customize call: wire the consent signal through every pixel and report that spends money.

Analytics & Attribution

Building warehouse-plus-BI wins at mid-market once reporting questions blend Shopify with ad, ops, and finance data.

Analytics & Attribution

GA4 correctness on Shopify is a customize call: audit once, rebuild the tagging, own the layer.

Analytics & Attribution

Profit 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