Shopify Plan Analytics & Attribution: Basic vs Shopify vs Advanced vs Plus (2026)

If you are choosing between Shopify plans purely on price, you are likely missing the actual gap between them: what you can measure. The analytics and attribution feature differences between Basic, Shopify, Advanced, and Plus are bigger than most pricing comparisons admit, and for any store running paid ads they often justify the plan jump on their own.

This is a focused breakdown of which reports and attribution models you get on each plan — no feature-list padding, just the analytics line items that matter when you are deciding.

Quick Comparison Table

What Basic Shopify Actually Gives You

The Basic plan ($39/mo) is honest about being basic. You get:

• Overview dashboard — sessions, orders, total sales, AOV, returning customer rate
• Finance reports — sales, payouts, taxes, gift cards, tips
• Product analytics — sales by product, by SKU, by vendor

What you do not get on Basic:

• Marketing reports (no view of which campaigns generated which orders)
• Acquisition reports (no traffic source breakdown beyond Overview)
• Behavior reports (no cart analysis, no returning customer flows)
• Attribution models (zero — every order is just "an order")
• Custom report builder
• More than 1 year of historical data

If you are running any paid ads on Basic, you are flying blind. The single biggest reason to leave Basic is the analytics ceiling, not the transaction fees.

What the Shopify Plan ($79/mo) Unlocks

Most of the analytics value is on the Shopify plan, not Advanced. Stepping up from Basic to Shopify ($40/mo more) unlocks:

• Acquisition reports — sessions by traffic source, landing page, referrer, UTM, device
• Behavior reports — top viewed products, cart analysis, returning vs new customers, sessions to conversion
• Marketing reports — sales attributed to marketing, attribution funnels, conversion by channel
• First-click attribution — credit the very first touchpoint a customer had with your brand
• Last-click attribution — credit the last marketing touchpoint before the order
• 2 years of historical data

For any store running paid traffic, the marketing reports plus first/last-click attribution are the line that matters. Without them you cannot tell Meta apart from Google apart from organic in your own data.

What Advanced ($399/mo) Adds for Analytics

The Advanced plan's analytics upgrade is specifically about multi-touch attribution and custom reporting:

• Linear attribution — credit every touchpoint in the path equally
• Time-decay attribution — credit recent touchpoints more than older ones
• Position-based (U-shaped) attribution — credit the first and last touchpoints more than middle ones
• Custom report builder — build reports from scratch using any dimension/metric combination
• 5 years of historical data
• Higher report row limits (1M rows, vs 250K on Shopify)

If you run paid ads across more than one channel (Meta + Google, or Meta + TikTok + Google), Advanced's multi-touch models are usually worth the price difference by themselves. Last-click consistently under-credits upper-funnel channels — multi-touch fixes that without leaving Shopify.

What Shopify Plus Adds Beyond Advanced

Plus inherits every Advanced analytics feature and adds the things that matter for analysts and large operations:

• ShopifyQL Notebooks — SQL-like query language for ad-hoc analysis on your store data. You can answer questions Shopify's pre-built reports do not, without exporting to a warehouse.
• B2B-specific attribution — for stores running both DTC and B2B on Plus
• Multi-store attribution — view attribution across expansion stores in one place
• Higher row limits (5M+ rows for custom reports)
• Extended data retention (5+ years, customizable)
• API rate limits that allow heavier export to external BI tools

For most Plus merchants, ShopifyQL Notebooks is the biggest analytics differentiator. It is the difference between "I need to ask an engineer to export this" and "I can answer it in 10 minutes."

Which Plan You Actually Need (by Use Case)

You only run organic traffic, under $100K/year: Basic is fine. You will not use the analytics upgrade.

You run paid ads on one channel (e.g., Meta only): Shopify plan. Last-click is enough for one-channel measurement, and you need the marketing reports.

You run paid ads on multiple channels: Advanced. Multi-touch attribution stops misleading you about which channel deserves the credit. The plan pays for itself once your ad spend is above ~$15K/month.

You have a dedicated analyst, multi-store setup, or B2B + DTC: Plus. The ShopifyQL Notebooks and higher row limits become load-bearing.

Where Shopify's Attribution Stops (and What to Add)

Shopify's first-party attribution is good for in-platform reporting, but it has limits:

• It does not see touchpoints that happened off-Shopify (organic social, dark social, podcast mentions)
• It cannot resolve identity across devices unless customers log in
• It is tied to Shopify's own pixel and cookie windows

If attribution matters to you at scale, the realistic stack on top of Shopify Advanced/Plus is:

• GA4 for cross-domain and cross-device measurement
• Meta Conversions API + CAPI for Google for ad-platform attribution
• Incrementality testing (geo-holdouts) for the questions attribution cannot answer

For deeper coverage of which attribution model to actually trust at each scale, see our MMM vs MTA vs GA4 attribution guide. For paid attribution specifically, see Shopify attribution models explained.

Bottom Line

The analytics differences across Shopify plans matter most at two upgrade boundaries:

1. Basic → Shopify unlocks marketing reports and basic attribution. Mandatory if you spend on ads.
2. Shopify → Advanced unlocks multi-touch attribution and custom reports. Mandatory once you spend on more than one ad channel.

Plus is an analyst-and-scale upgrade, not an attribution upgrade — the attribution models on Plus are the same as Advanced. What changes is what you can query and how much data you can keep.