BlackBox Journey Attribution vs DataFirst Track

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026 for BlackBox Journey Attribution, Nov 9, 2026 for DataFirst Track.

The short answer

  • Only BlackBox Journey Attribution lists a free plan.
  • BlackBox Journey Attribution lists 3 features DataFirst Track’s listing doesn’t mention, including Data export, Funnel analysis, Purchase tracking.

Head to head

Detected stores

BlackBox Journey Attribution: —
DataFirst Track: 8

App Store reviews

BlackBox Journey Attribution: 2
DataFirst Track: —
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • Analytics
  • Analytics
Languages
  • English
  • German This app is not translated into English
Launched
Jan 15, 2026
May 8, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
1 last full month
—
Detected stores
0active installs
8active installs
  • Möbel Style
  • Solarway
+6 more
Most common store size
—
51-100 products63%
Top countries
—
  • Germany75%

Momentum

New reviews each month

Review pace is the clearest public read on how fast an app is winning new merchants.

035FebMarJunBlackBox Journey Attribution: 3 reviews in February 2026BlackBox Journey Attribution: 4 reviews in March 2026BlackBox Journey Attribution: 1 reviews in June 2026
BlackBox Journey AttributionDataFirst TrackCompleted months only
Free options
Free planFree trial
Free planFree trial
Monthly range
From $0 to $19/month
—
Plans
FreeFree
  • · 90 days of history
  • · CSV export
  • · Campaign Chains for 50 orders/month
  • · Channel revenue dashboard
  • · Last touch attribution
  • · Tracking links builder
Pro$19/month
14-day free trial
  • · Every order, no monthly limit
  • · First touch and linear, side by side
  • · Full history from the day you install
  • · The orders behind every chain
Free
Coverage
9 of 10 features90%
7 of 10 features70%
Unique strengths
  • Data export
  • Funnel analysis
  • Purchase tracking
  • Segmentation
Analytics
90%9/10
70%7/10
Customer behavior
67%2/3
100%3/3
Marketing and sales
100%5/5
60%3/5
Visuals and reports
100%2/2
50%1/2
361onlybothonly
BlackBox Journey AttributionDataFirst Track10 features listed across both App Store listings

Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.

See every feature
Works with also listed by another
—
—
How it sells itself

Meta sees Meta. TikTok sees TikTok. Neither shows the path. BlackBox is multi-touch attribution built on the purchase journey Shopify records on every order. It rebuilds the sequence: which campaign introduced the customer, which brought them back, which one closed it. Someone finds you prospecting on Facebook, returns through remarketing, then orders from an email. Shopify calls that Direct.

DataFirst Track zeichnet jeden Touchpoint der Customer Journey über alle Affiliate-Netzwerke und Marketing-Kanäle hinweg auf. Die App bestimmt, welcher Kanal die Provision für jede Bestellung verdient. Besuchersessions werden von der Landingpage bis zum Checkout verfolgt, inklusive Produktansichten, Warenkorb und Kaufdetails. Server-Side-Tracking sichert zuverlässige Daten auch bei Browser-Blockern.

Key points
  • Multi-touch attribution with first-touch, last-touch, and linear models
  • Flow Maps showing customer paths from prospecting ads to purchase
  • Automatic tracking via UTM parameters, referrers, and click IDs
  • Channel performance comparison with revenue breakdown
  • Kanalübergreifende Marketing-Attribution
  • Doppelte Absicherung durch Dual-Tracking
  • Automatische Provisionsdeduplizierung
Screenshots
Revenue and orders trend analysis with historical performance
Flow Maps showing customer journey paths from ads to purchaseTime to conversion analysis showing customer purchase timingAttribution dashboard with channel performance and revenue chart
Customer Journey View
Publisher statistikDashboard ScreenshotDashboard

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.

Showing only the rows where the apps differ.

Adoption

MeasureBlackBox Journey AttributionDataFirst Track
Detected storesNot published8as of Nov 9, 2026
Net store change, 28 days0estimated0estimated
Stores added, 28 daysNot enough dataNot enough data
Big-brand shareNot enough dataNot enough data
Top store categoriesNot publishedSporting Goods, Furniture, Hardware
Top store countriesNot publishedGermany

Reviews

MeasureBlackBox Journey AttributionDataFirst Track
App Store rating5.0 ★Not published
App Store reviews2Not published
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureBlackBox Journey AttributionDataFirst Track
Free planYesNot listed
Lowest paid monthly plan$19/monthNo monthly plan listed
Longest free trial14 daysNot listed
Plans listed2Not published

Listing

MeasureBlackBox Journey AttributionDataFirst Track
Shopify category rank#497(ahead)in Analytics#1166in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedJan 15, 2026May 8, 2026
Languages1English1German This app is not translated into English
DeveloperBlackBox Software LLCDFS DataFirst Solutions GmbH

FAQ

BlackBox Journey Attribution and DataFirst Track: common questions

Is BlackBox Journey Attribution or DataFirst Track cheaper?
Only BlackBox Journey Attribution lists a free plan. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
What features does each app list that the other doesn’t?
BlackBox Journey Attribution lists 3 the others don’t mention, such as Data export, Funnel analysis, Purchase tracking. DataFirst Track lists 1 the others don’t mention, such as Segmentation. 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 13, 2026 for BlackBox Journey Attribution, Nov 9, 2026 for DataFirst Track; 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 13, 2026 for BlackBox Journey Attribution, Nov 9, 2026 for DataFirst Track. 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.