Tracking, Meta Ads, Google Ads, app stack, CRO, benchmarks, troubleshooting. Written from 471 Shopify audits since 2023. Every page answers one question specifically.
Set up and debug Meta CAPI, GA4, Enhanced Conversions, GTM, and everything in between.

Server-side events, dedup, EMQ 8.5+, validated in 48 hours.

All 3 setup methods with 24-48 hour lag expectations.

The 7 default events Shopify fires and the 4 it misses.
Native channel plus the one-pixel-only rule.
5-step diagnosis flow tied to audit signals.

Shopify 2.0 sections + Plus Checkout Extensibility gotchas.
When SSGTM beats Shopify's native CAPI channel.

GA4 vs Shopify source/medium mapping, 6 channel templates.
Browser pixel plus Events API with shared event_id dedup.

When Pinterest is worth the tracking setup and when it is not.
The 11-point manual version of the COREPPC audit.
The Maximum data sharing toggle and the EMQ impact.

What you own and how to activate it for Meta plus Google.

Web Pixel sandbox, what you gain, what you lose.

The 7 match keys ranked, 5-to-9 playbook in 14 days.
The 12 events Klaviyo needs to drive real email revenue.

Last-click is dead. Three models that actually work now.

3 banner options ranked, basic vs advanced EMQ impact.
Creative, audiences, budgets, and scaling for Meta Ads on Shopify stores.

7-signal checklist and the 60/30/10 creative age rule.

5 diagnostic questions that map to audit signals.

Budget tiers, creative variety, and the ASC signal stack.

5 to build, 10 to skip, 15% budget ceiling.

3 worth building, 4 dead weight, seed list quality above all.

Budget buckets by revenue tier with concrete math.

7-step protocol, free tool beats paid spy tools.

When each wins, budget tier recommendations, ASC context.

5-part brief template, creator sourcing, 12-ad test grid.

70/20/10 budget rule and 4 cold creative rules.

Day 1-30, 31-90, 91+ windows and the 15% cap.

The $500/day breakpoint and 20% scaling rule.

The 2-2-2 framework (hooks + angles + formats).

When broad beats interests once CAPI is clean.

Purchase vs AddToCart vs ViewContent logic.
PMax, Shopping, Search, YouTube, Demand Gen, feeds, bidding, and negatives.

Feed quality scorecard, asset groups, and cannibalization math.

The 12 feed errors that kill 80% of disapprovals.

Decision tree by revenue tier and feed quality.

Budget tiers plus PMax minimum viable budget.

Title framework, GTIN strategy, custom labels, re-indexing.

Brand, non-brand, category, competitor framework.

The safety-net campaign Search and PMax both miss.

tCPA vs tROAS vs Max Conversion Value at each stage.

15 universal plus competitor, wholesale, job-search lists.

5-campaign structure and the 3% budget rule.
The 4 methods and the decision tree for each.

Shorts, Demand Gen, and Video Action Campaigns.

The 12-point manual checklist we run on every audit.

5 sources ranked by recovery potential.

When Demand Gen beats PMax in the upper funnel.
Honest head-to-heads and hub comparisons across email, SMS, reviews, helpdesk, upsell, attribution, and subscriptions.

Pricing at 5k, 50k, 500k subscribers and feature depth.

When Shopify Email is enough, when you've outgrown it.

TCPA reality, per-message math, ops difference.

3-way comparison anchored to store stage.

Pricing reality and feature depth head-to-head.

Pricing at 1k, 10k, 50k tickets and hidden costs.

Pre-purchase vs post-purchase conversion strengths.

Portal depth and migration cost at scale.

Data model, dashboard UX, and incrementality.

Hub comparison across deliverability, segments, integrations.

Ranked by DTC fit, capture rate, SEO impact.

Pre-purchase vs post-purchase vs cart fits.

Customer portal depth and Checkout Extensibility.

Smile vs Yotpo vs LoyaltyLion plus point economics.

Attribution, product, cohort, and native options.
Diagnostic-led CRO, PDP optimization, checkout, cart abandonment, and speed.

The 3 fixes that move 80% of the needle.

18 fixes ranked by lift with concrete examples.

5 Standard fixes plus 4 Plus-only levers.

Shogun, PageFly, GemPages, Replo head-to-head.

9 playbooks ordered by revenue lift.

Core Web Vitals playbook targeted at Shopify.

Where 79% of traffic is and only 41% of revenue closes.

Timing, exit intent, offer architecture.

3 upsell positions and 15-25% discount sweet spot.

The 6 elements that must live above the fold.
Conversion, AOV, ROAS, CAC, LTV, and retention benchmarks from 471 Shopify audits since 2023.

CR by industry with methodology transparency.

CAC:LTV math and the margin ceiling formula.

5 levers ranked by category fit.

Platform vs blended vs margin-adjusted ROAS.

3 LTV formulas, 5 levers, and cohort reading.

The 25 to 35% benchmark and attribution rules.

GA4 engagement rate is the new metric.

Industry averages, device gaps, recovery ceilings.

Where the gap is fixable vs where it is structural.

30-day window as the LTV predictor.
Systematic diagnosis for the exact tracking, checkout, and feed failures we see in audits weekly.

Systematic diagnosis flowchart with audit-signal ties.
4 symptom patterns and 7-step diagnosis.
The 8-step diagnosis in order.

4 distinct patterns of "no data" and how to identify yours.
Literal pixel count doubling, not a dedup problem.

Why Meta says 10x and Shopify says 2x (both correct).

The 9 most common errors ranked and fixed.

5-cause diagnostic with weighted probability.

14 common causes ranked by frequency.

5-cause diagnostic for stores stuck under 7.
Plus migration math, Checkout Extensibility, B2B, international, Flow, Hydrogen, and Launchpad.

The 5-question test for when the upgrade pays back.

The August 2026 sunset and what changes.

Company accounts, catalogs, payment terms.

Currency, tax, duties, and international SEO.

The 5 automations every DTC Plus store should run.

3 stores where it pays off, 5 where it burns budget.

The 10-step BFCM schedule walkthrough.