MerchantFlow: Profit Analytics vs Skylitee ‑ Sales & Ads Reports
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 29, 2026 for MerchantFlow, Oct 14, 2026 for Skylitee.
The short answer
- On the Shopify App Store: MerchantFlow 5.0 from 5 reviews and Skylitee 5.0 from 1 reviews.
- MerchantFlow lists 7 features Skylitee’s listing doesn’t mention, including Benchmarking, Custom dashboards, GDPR compliance.
Head to head
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Starter
- · 1,000 orders/mo + 90-day history
- · All 4 ad platforms
- · Auto COGS sync from Shopify
- · Claude + ChatGPT MCP - 90-day history
- · Daily email summary+ 3PL integration
- · Editable North Star: 8 detailed KPIs
Pro
- · 1 store + 3 team seats
- · 5,000 orders/mo + priority support
- · Anomaly alerts
- · Claude + ChatGPT MCP - 12-month history
- · Custom + scheduled reports (weekly)
- · Everything in Starter, plus:
Plus
- · 25,000 orders/mo + unlimited history
- · 5 stores, 10 team seats
- · Claude + ChatGPT MCP - unlimited history
- · Everything in Pro, plus:
- · Flow AI assistant - 2M tokens/mo
- · North Star: up to 16 detailed KPIs
Skylitee Pro
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureMerchantFlow shows Shopify operators their real profit per product and across the whole store. Connect Google, Meta, TikTok, and Snapchat ads so total ad spend pulls from each platform and blended ROAS reflects every dollar spent, including Performance Max. Manage COGS in bulk or sync from Shopify inventory costs. Reconcile against your bank balance to catch untracked expenses.
Skylitee connects Store, Meta & Google Ads, GA4, and Google Search Console into one live dashboard - no switching, no exports. Track revenue, ROAS, CAC, CTR, orders, top products, ad placements, and organic vs paid growth in real time. Set sales and ROAS goals, monitor daily progress, and get notified when targets are hit. Built-in funnel diagnosis shows where ad budget is leaking.
- Live P&L dashboard combining Shopify revenue, COGS and all ad platforms.
- Product-level profit tracking with COGS and ad spend attribution.
- Connect Claude, Cursor and other AI tools via MCP for live store insights.
- Bank balance reconciliation to catch untracked expenses.
- All-in-One Dashboard : Shopify & Meta Ads reports combined in one clean view.
- One-Click Reports : Track sales, campaigns, and top products instantly.
- Set Your Goals : Monitor sales & ROAS targets with progress updates.
- Smart Ad Insights : See ROAS, CAC, CTR, CPC & AOV in simple dashboards.
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  MerchantFlow |  Skylitee |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | MerchantFlow | Skylitee |
|---|---|---|
| App Store rating | 5.0 ★ | 5.0 ★ |
| App Store reviews | 5(ahead) | 1 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | MerchantFlow | Skylitee |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $49/month | No monthly plan listed |
| Longest free trial | 14 days | Not listed |
| Plans listed | 3 | 1 |
Listing
| Measure | MerchantFlow | Skylitee |
|---|---|---|
| Shopify category rank | #239(ahead) | #855 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | May 6, 2026 | Mar 20, 2026 |
| Languages | 1 | 1 |
| Developer | MerchantFlow | Orange Sky |
FAQ
MerchantFlow and Skylitee: common questions
- Which has better reviews, MerchantFlow or Skylitee?
- On the Shopify App Store: MerchantFlow 5.0 from 5 reviews and Skylitee 5.0 from 1 reviews.
- What features does each app list that the other doesn’t?
- MerchantFlow lists 7 the others don’t mention, such as Benchmarking, Custom dashboards, GDPR compliance, Loyalty analysis. Skylitee lists 4 the others don’t mention, such as Activity tracking, Checkout analytics, Event tracking, Funnel analysis. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Oct 29, 2026 for MerchantFlow, Oct 14, 2026 for Skylitee; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Oct 29, 2026 for MerchantFlow, Oct 14, 2026 for Skylitee. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.