What Shopify Analytics Won’t Tell You—And What to Do Instead

If you run a 7–8 figure Shopify brand in fashion, beauty, wellness, or home, you’re probably familiar with the default Shopify analytics dashboard. It tells you the basics: sessions, conversion rates, AOV, traffic sources, and top products.

But here’s the uncomfortable truth: Shopify Analytics alone won’t tell you why you’re leaving revenue on the table. And it definitely won’t tell you how to fix it.

I’ve conducted in-depth CRO audits for high end and luxury brands across fashion and beauty. Through them all, I’ve seen that brands relying solely on Shopify Analytics are missing the real story behind customer behavior.

Here’s what Shopify data won’t tell you—and what to use instead.

What Shopify Won’t Show You (But Matters)


1. Where Users Are Struggling to Convert

Shopify tells you a product page's conversion rate, but not why it performs poorly.

What to use instead:

  • VWO or Hotjar to watch session recordings and heatmaps

  • Scroll depth & click tracking to identify friction points

Real-world example: A clean bodycare brand's mobile PDPs had high bounce rates, but scroll maps revealed that essential info (like how the product actually worked) was buried. Shopify didn’t flag this—behavioral data did.


2. How Navigation Impacts Revenue

You can see top-clicked links in Shopify, but not how effective your menu is at helping users discover high-margin products.

What to use instead:

  • Navigation heatmaps

  • % of clicks by nav element vs. % of sales from that category

Real-world example: For a high end streetwear brand, hats drove over 20% of revenue but received <2% of nav clicks. That disconnect would never show up in Shopify.

3. Search Conversion (or Missed Intent)

Shopify reports search terms, but not what happens after a user searches.

What to use instead:

  • Use tools like Shopify’s Search & Discovery App with analytics enabled

  • Track: search-to-click, search-to-add-to-cart, search-to-purchase

Real-world example: In an audit of a golf apparel brand, less than 4% of users searched, but searchers converted 2–3x higher. Also? 8,600+ searches returned zero results—missed intent = missed revenue.

4. What Users Do Before They Bounce

Bounce rate doesn’t tell you what someone saw, clicked, or scrolled through before leaving.

What to use instead:

  • Scrollmaps and heatmaps

  • Entry and exit overlays by device

  • Funnel drop-off visualizations

You can’t fix bounce if you don’t know what the user saw right before they gave up.

5. Where to Prioritize Fixes

Shopify shows what’s popular, but not what’s underperforming for its potential.

What to use instead:

  • A prioritization matrix: High Traffic x Low Conversion = high-opportunity pages

  • Funnel diagnostics by device and channel

  • Benchmarks from similar brands

What to Do Instead: Build a CRO-Focused Data Stack

To go beyond vanity metrics and into revenue-driving insight, here’s the stack we recommend:

Must-Have Tools:

  • Shopify Analytics (baseline)

  • GA4 for attribution and behavioral flow

  • VWO/Hotjar for heatmaps, scrollmaps, session recordings

  • Search & Discovery for search insights

  • Klaviyo flow performance + email AOV vs. sitewide

Optional Power-Ups

  • Post-purchase surveys for qualitative input

  • Attentive SMS journey insights

  • Custom dashboard to combine all this in one view (we build these!)

TL;DR: Shopify is a Starting Line, Not the Finish Line

If you’re only looking at Shopify Analytics, you’re seeing maybe 40% of the picture.

To unlock the other 60%, you need:

  • Behavior tracking

  • Journey mapping

  • Cross-page, cross-device funnel insight

And most importantly: strategic interpretation of the data, not just reporting.

Want the Full Picture?

Our CRO Audit + Roadmap helps 7–8 figure brands uncover where revenue is being left behind—and how to capture it.

Shoot me an email if you are interested in our audit or custom dashboard at hello@shanfitz.com

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