Best Shopify Profit Tracking Apps in 2026

If you are choosing among Shopify profit tracking apps, start with the thing most stores skip: what job the app actually helps you do. Ratings matter, but fit matters more.

For this source-backed comparison, I used a slow Shopify App Store pilot scrape for profit tracking and limited the run to 5 app detail pages. That matters because this page compares captured listing facts, not unsupported hands-on testing claims.

Data last checked: 2026-04-28. Source: Shopify App Store search.

Quick Picks

• Best first look: Juicy Attribution & Profit because it was the first non-ad result in the pilot scrape for Shopify profit tracking apps.
• Most reviewed in this scrape: Juicy Attribution & Profit with 51 reviews captured on the Shopify App Store listing.
• Lowest captured monthly snippet: Netlyze ‑ Profit Tracking with scraped monthly pricing text including $19/mo. Verify the live plan rules before treating this as the actual cheapest option.
• Best caution: do not choose from rating alone. A small review sample can look cleaner than it really is, especially when the listing has limited pricing or feature detail.

Comparison Table

How We Compared These Apps

This page uses source-backed Shopify App Store data collected on 2026-04-28. The pilot source captured app names, listing URLs, ratings, review counts, pricing snippets, overview text, screenshots, and the original Shopify search URL.

The comparison weights:

• Category fit: whether the listing clearly matches the Shopify workflow behind Shopify profit tracking apps.
• Review strength: rating plus review volume, not rating alone.
• Pricing clarity: whether the scrape captured useful pricing text.
• Merchant fit: whether the app looks better for dashboards, operations, bulk setup, lightweight checks, or deeper reporting.
• Source confidence: whether the pilot scrape captured enough detail to make a fair recommendation.

Because this is a source-backed Shopify app shortlist, Juicy Attribution & Profit gets the first-look slot as the first non-ad result captured by the pilot scrape. Treat that as a starting point, then compare fit, reviews, pricing snippets, and listing details before installing.

App Breakdowns

1. Juicy Attribution & Profit

• Shopify App Store listing: Juicy Attribution & Profit
• Rating/reviews captured: 4.9/5 from 51 reviews
• Pricing captured: Monthly snippets captured: $29/mo, $49/mo; verify live pricing
• Best fit: profit visibility
• What the listing says: Juicy Attribution & Profit lets you track profits, costs, and ad performance in one simple dashboard. Analyze real profit by factoring in quantity-…
• Watch-out: Pricing and feature details should be rechecked on the live Shopify App Store listing.

Use this app as a shortlist candidate, not a final answer. The pilot source captures rating, reviews, pricing snippets, screenshots, and listing copy, but you should still confirm the current live listing before installing.

2. Kleio Analytics

• Shopify App Store listing: Kleio Analytics
• Rating/reviews captured: 5/5 from 17 reviews
• Pricing captured: Monthly snippets captured: $29/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Dashboard, profit-tracking, lifetime values and everything else you need for only $29/month.
• Watch-out: Pricing and feature details should be rechecked on the live Shopify App Store listing.

Use this app as a shortlist candidate, not a final answer. The pilot source captures rating, reviews, pricing snippets, screenshots, and listing copy, but you should still confirm the current live listing before installing.

3. TrueROAS ‑ AI Ad Attribution

• Shopify App Store listing: TrueROAS ‑ AI Ad Attribution
• Rating/reviews captured: 4.7/5 from 51 reviews
• Pricing captured: Monthly snippets captured: $29/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Triple Whale, but more lean.
• Watch-out: Pricing and feature details should be rechecked on the live Shopify App Store listing.

Use this app as a shortlist candidate, not a final answer. The pilot source captures rating, reviews, pricing snippets, screenshots, and listing copy, but you should still confirm the current live listing before installing.

4. Dianxiaomi（店小秘）

• Shopify App Store listing: Dianxiaomi（店小秘）
• Rating/reviews captured: Rating not captured; 11 reviews captured
• Pricing captured: Monthly snippets captured: $28.29/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: dianxiaomi
• Watch-out: Pricing and feature details should be rechecked on the live Shopify App Store listing.

Use this app as a shortlist candidate, not a final answer. The pilot source captures rating, reviews, pricing snippets, screenshots, and listing copy, but you should still confirm the current live listing before installing.

5. Netlyze ‑ Profit Tracking

• Shopify App Store listing: Netlyze ‑ Profit Tracking
• Rating/reviews captured: No rating captured yet
• Pricing captured: Monthly snippets captured: $19/mo, $59/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Netlyze shows true profit by factoring COGS, shipping, and fees. Simple dashboard to track revenue, profit, and margins for your Shopify store.
• Watch-out: Small review sample, so verify fit carefully before relying on the rating.

Use this app as a shortlist candidate, not a final answer. The pilot source captures rating, reviews, pricing snippets, screenshots, and listing copy, but you should still confirm the current live listing before installing.

What the Results Say

The safest shortlist from this scrape is not simply “the highest rated app.” Most captured apps show strong ratings, but review volume varies widely. Juicy Attribution & Profit had the largest captured review count at 51, while Juicy Attribution & Profit appeared first after ad filtering.

That split is useful: review volume tells you how much public proof exists, while category fit tells you whether the app solves the operational question you actually have. Pick for workflow fit first, then use reviews and pricing snippets to narrow the shortlist.

How to Choose Between These Shopify Apps

Choose based on the decision you need to make next:

• If you need confidence: prioritize review volume, clear listing copy, and screenshots that show the actual workflow.
• If pricing matters: verify the current live listing, because scraped pricing snippets can miss plan rules, trials, and usage-based fees.
• If the workflow is complex: prefer apps with deeper reporting and setup guidance.
• If the task is narrow: prefer focused tools over a giant dashboard you will ignore after day three.
• If you are scaling: prioritize repeatable reporting, integrations, and whether the app can support weekly decisions.

Best First Fit

For Shopify profit tracking apps, the key question is not “which dashboard looks best?” It is “which app gets me to a better decision fastest?”

In this pilot scrape, Juicy Attribution & Profit was the first non-ad result. Open the listing, verify the current pricing and feature details, and compare it against the table above before installing.

FAQ

What is the best app for Shopify profit tracking apps? Based on this pilot scrape, Juicy Attribution & Profit is the best first app to inspect because it appeared first after ad filtering and had enough captured listing detail for a source-backed shortlist. Still verify current pricing and features on the live Shopify App Store listing.

Did the scrape capture discounts or trial terms? The pilot scrape captured pricing snippets, not a reliable offer-terms field. Treat the prices above as a starting point and confirm the live pricing on each Shopify App Store listing before installing.

Should I choose by rating or review count? Use both, but do not let a 5-star rating with a tiny review sample beat category fit. The app should clearly support the workflow you are trying to improve.

Why use a source-backed app comparison? Because generic listicles quietly invent details. This workflow keeps the page tied to captured App Store facts: names, URLs, ratings, review counts, pricing snippets, screenshots, and listing copy.

Recommended Next Step

Open Juicy Attribution & Profit first, verify its current pricing and feature list, then compare it against the other apps in this source-backed shortlist for Shopify profit tracking apps.