Best Shopify Fee Tracking Apps in 2026

If you are choosing among Shopify fee 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 fee tracking and limited the run to 5 app detail pages. That matters because this page compares captured listing facts, not unsupported testing claims.

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

This selection of Shopify apps addresses various aspects of financial tracking and order management. Merchants can review these options based on whether their primary need is comprehensive profit analysis or streamlined post-purchase communication. The available tools offer different approaches to managing operational costs and customer visibility.

Quick Picks

• Best first look: Metorik: Analytics & Reports because it was the first non-ad result in the pilot scrape for Shopify fee tracking apps.
• Most reviewed in this scrape: 17TRACK Order Tracking with 3340 reviews captured on the Shopify App Store listing.
• Lowest captured paid monthly snippet: 17TRACK Order Tracking with scraped monthly pricing text including $9/mo. Free-plan signals are listed separately in the table; verify the live plan rules before treating this as a final cost comparison.
• 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 fee 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, Metorik: Analytics & Reports 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. Metorik: Analytics & Reports

• Shopify App Store listing: Metorik: Analytics & Reports
• Rating/reviews captured: 5/5 from 46 reviews
• Pricing captured: Monthly snippets captured: $25/mo, $75/mo; verify live pricing
• Best fit: profit visibility
• What the listing says: Metorik is the trusted dashboard for fast growing Shopify stores. Track true profit by including COGS, ad spend, shipping, ops costs and fees. Unde…
• 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. 17TRACK Order Tracking

• Shopify App Store listing: 17TRACK Order Tracking
• Rating/reviews captured: 4.9/5 from 3340 reviews
• Pricing captured: Monthly snippets captured: $9/mo, $49/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Automate order tracking and returns management to reduce costs, retain more revenue, and drive customer loyalty with a seamless post-purchase experience.
• 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. ParcelWILL Order Tracking

• Shopify App Store listing: ParcelWILL Order Tracking
• Rating/reviews captured: 5/5 from 2465 reviews
• Pricing captured: Monthly snippets captured: $11/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Track order status with branded tracking pages and smart shipping notifications. Reduce WISMOs, build customer loyalty, boost sales, and grow your brand.
• 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. Track123 Order Tracking

• Shopify App Store listing: Track123 Order Tracking
• Rating/reviews captured: 4.9/5 from 1454 reviews
• Pricing captured: Monthly snippets captured: $9/mo; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Drive repeat sales with branded order tracking. Track123 helps you get ahead of shipping issues and reconvert shoppers while they wait for their packages.
• 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. A&D: Order Attributes Export

• Shopify App Store listing: A&D: Order Attributes Export
• Rating/reviews captured: No rating captured yet
• Pricing captured: Captured pricing snippet: Free plan available; verify live pricing
• Best fit: specific profit tracking workflows
• What the listing says: Leverage cart attributes for detailed customer data. Tailor views, enhance tracking, and improve analytics efficiency.
• 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. 17TRACK Order Tracking had the largest captured review count at 3340, while Metorik: Analytics & Reports 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 fee 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, Metorik: Analytics & Reports 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 fee tracking apps? Based on this pilot scrape, Metorik: Analytics & Reports 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.

Gemma Editorial Expansion

• Metorik: Analytics & Reports is presented as a trusted dashboard for fast growing Shopify stores, allowing users to track true profit by including COGS, ad spend, shipping, ops costs and fees.
• 17TRACK Order Tracking aims to automate order tracking and returns management to reduce costs, retain more revenue, and drive customer loyalty with a seamless post-purchase experience.
• ParcelWILL Order Tracking provides the capability to track order status with branded tracking pages and smart shipping notifications, which may help reduce WISMOs.
• Track123 Order Tracking assists in driving repeat sales through branded order tracking, helping users get ahead of shipping issues and reconvert shoppers while they wait for their packages.
• A&D: Order Attributes Export allows users to leverage cart attributes for detailed customer data, which can tailor views and enhance tracking efficiency.

If the focus is on deep financial insight, Metorik: Analytics & Reports appears relevant for tracking true profit. Conversely, if the priority is improving the customer experience during shipping, options like ParcelWILL Order Tracking or Track123 Order Tracking may be more suitable. A&D: Order Attributes Export is positioned for those needing enhanced data handling through cart attributes.

Which app is focused on overall profit calculation?

Metorik: Analytics & Reports is described as a tool that helps track true profit by including various operational costs and fees.

Recommended Next Step

Open Metorik: Analytics & Reports first, verify its current pricing and feature list, then compare it against the other apps in this source-backed shortlist for Shopify fee tracking apps.