If you already run an operating store and recruit creators through Shopify Collabs, the dashboard is the screen you open to answer one question: are these partnerships working? The honest answer is that the dashboard answers a narrower question than you think. It tells you who is driving revenue. It stays quiet on who is driving profit.
This article is for the owner who already has orders flowing and commissions piling up — not someone deciding whether to try influencer marketing. We will tour each part of the dashboard, define every metric, and then do the math the dashboard skips.
What the Shopify Collabs dashboard actually is
Shopify Collabs is Shopify's native creator and affiliate tool. It is free to install on any paid Shopify plan, and the dashboard lives right inside your Shopify admin under Apps, according to Shopify's own setup documentation. There is no separate login and no monthly subscription for the app itself.
To use it at all, your store needs a sales history — ecomstart's breakdown notes merchants must have generated a minimum threshold of past-year sales before the tool unlocks, and that it is limited to stores based in the US and Canada. So if you are reading this, you are already past that gate and have real revenue to work with.
The dashboard is organized around creators and the money they move. That framing matters, because it quietly nudges you to judge every partnership by top-line revenue and commission — the two numbers it puts front and center.
The panels, one by one
Active creators and their status
The top of the dashboard lists the creators in your program and their state: invited, active, or paused. You will also see how many invitations you have sent. There is a practical ceiling here — ecomstart reports a cap on how many creator invitations you can send inside a rolling seven-day window, so you cannot blast your way to a thousand partners overnight.
Read this panel as a pipeline view, not a performance view. A long list of "active" creators feels productive. Most of them will drive almost nothing. The distribution is usually brutal: a handful of creators produce nearly all the orders, and the rest are decoration.
Clicks and traffic per creator
Each creator gets a click count — how many people tapped their link or landed via their discount code. This is your top-of-funnel read for the partnership.
Clicks alone are vanity. A creator can send two thousand clicks and convert almost none of them, while a smaller, tighter audience converts at several times the rate. Pair clicks with orders before you form any opinion. The number that matters is the conversion rate behind the clicks, which you can learn more about in our guide to ecommerce performance analytics.
Orders, conversions, and discount-code usage
This is the panel that feels like truth. It shows orders attributed to each creator and how often their discount code was used. Collabs tracks clicks, discount-code uses, commission earned per creator, and payout status, per ecomstart's rundown.
Two cautions. First, attribution is generous — an order tagged to a creator may have been a customer who would have bought anyway and simply grabbed a code. Second, a discount code is a cost. If a creator's code gives twenty percent off, that discount comes straight out of your margin before you ever pay commission.
Commissions earned and payout status
The commission column is the headline. It shows what each creator has earned and whether they have been paid. Commission rates are set by you when you create an offer; the ecomstart guide notes they typically land somewhere in the single-to-low-double-digit percent range per sale, though you can set them higher.
Payout mechanics have rules worth knowing. Creators generally need to clear a small minimum balance before a payout processes, and there is a hold period of roughly a month before commissions are released, per ecomstart. The dashboard shows you pending versus paid so you can forecast the cash going out.
The number the dashboard will never show you
Here is the gap every SERP guide skips. The Shopify Collabs dashboard shows revenue and commission. It does not subtract your product cost, your shipping, your payment processing, the discount the creator's code gave away, or the fee Shopify charges on the payout itself.
That last one is easy to miss. Shopify charges a processing fee on each automatic creator payout, calculated on the commission amount rather than the order total — the figure reported by Archive's pricing breakdown and corroborated by ecomstart sits just under three percent of the commission. Small per payout, real at scale.
So the dashboard's "this creator earned you revenue" story is missing four or five line items. Let's put real numbers on it.
A worked example: reading one creator for profit
Say you run a print-on-demand apparel store with a $31 average order value. One creator drove 40 orders last month through a 15% commission offer with a 10%-off discount code. Here is how the dashboard sees it versus how your P&L sees it.
The dashboard shows: 40 orders, $1,240 in revenue, and roughly $186 in commission earned (15% of $1,240). It looks like a clear win.
Now the operator's view, per order:
- Revenue: $31.00
- Less the creator's 10% discount code: −$3.10 → net revenue $27.90
- Less product cost (blank garment + print, say 45% of the original price): −$13.95
- Less shipping: −$5.00
- Less payment processing (about 3%): −$0.84
- Less commission (15% of the $31 sale): −$4.65
- Less Shopify's payout fee (about 2.9% of that $4.65 commission): −$0.13
- = Profit per order: $0.23
Across 40 orders, that creator earned you about $9.20 in actual profit — not the $1,240 the dashboard celebrates, and not even close to the $186 commission line. The discount code plus commission plus the payout fee devoured a thin margin.
Change one lever and the picture flips. Drop the discount code and keep the 15% commission, and your per-order profit climbs to roughly $3.33 — about $133 across those 40 orders. Same creator, same revenue on the dashboard, more than ten times the real profit. The dashboard cannot tell you that. The arithmetic can.
This is the whole problem with reading influencer partnerships off revenue. Two creators can show identical commission columns while one is quietly profitable and the other is bleeding you through an aggressive discount code.
How to use the dashboard like an operator
Build the habit of translating every creator row into a per-order contribution number. Start from your average order value, subtract the discount their code gives, subtract your true product and fulfillment cost, then subtract commission and the payout fee. What survives is the only number worth ranking creators by.
A few rules of thumb that fall out of the math:
- A discount code and a commission stack. A creator on a 15% commission handing out a 20% code is costing you more than a third of each order's price before you ship a single garment.
- Rank creators by profit per order, not revenue. Your top revenue creator is often not your top profit creator.
- Watch the payout fee in aggregate. One payout fee is pennies; a store paying out thousands in monthly commissions is handing Shopify a steady cut on top, as Archive's analysis lays out.
For the bigger picture of tying channel data back to margin, our primer on ecommerce business intelligence covers how to think across every revenue source, and our piece on shopify cash flow reports shows where creator payouts actually hit your bank timing.
Where Victor fits
The Shopify Collabs dashboard is a reporting screen for one channel. It is not built to tell you the true profit on the orders it tracks, because it never sees your supplier cost or your shipping. Victor does.
Victor is the AI employee inside PodVector AI. He connects your Shopify store, your Meta and Google Ads, your Printify, Printful, or Gelato supplier, and your Klaviyo — so he sees every order, every ad dollar, and every supplier cost together. Because your Collabs-driven sales still land as Shopify orders, Victor computes the true per-order profit on them the same way he does for the rest of your store, discount and fees included.
He does not stop at telling you. With your approval on each action, Victor can adjust prices and discounts in Shopify, pause or resume campaigns and change budgets in Meta and Google Ads, and build and send flows in Klaviyo — and he delivers the reports straight to your Google Drive. Every write action waits for your yes before anything executes.
If you want the profit truth behind your creator revenue, not just the revenue, start with Victor free and let him do the per-order math your dashboard leaves out. For a deeper look at the tooling landscape, our comparison of the best AI analytics tool for ecommerce marketing and overview of what an ecommerce analytics company actually delivers are worth a read.
FAQs
What metrics does the Shopify Collabs dashboard show?
It shows your active creators and their status, the clicks and traffic each one drives, orders and discount-code usage attributed to them, commission earned per creator, and payout status (pending versus paid). It tracks clicks, discount-code uses, commission per creator, and payouts, according to ecomstart. What it does not show is the profit on those orders after product cost, shipping, and fees.
Does the Shopify Collabs dashboard show profit?
No. It shows revenue and commission, not profit. It never sees your product cost, shipping, payment processing, or the margin a creator's discount code gives away, so it cannot compute what a partnership actually nets you. You have to do that math yourself, or use a tool that already has your supplier and fee data.
How much does Shopify Collabs cost to use?
The app is free to install on any paid Shopify plan with no monthly subscription. The cost comes on payouts: Shopify charges a processing fee just under three percent on each automatic creator payout, calculated on the commission amount rather than the order total, per Archive's pricing breakdown.
Why does my top-revenue creator sometimes lose money?
Because revenue is not profit. A creator who pairs a generous discount code with a high commission can stack costs that exceed your thin per-order margin. Two creators can show identical dashboard commission numbers while one is profitable and the other is a loss — only a per-order profit calculation reveals which is which.
Who can use Shopify Collabs?
Merchants on a paid Shopify plan who have cleared a minimum past-year sales threshold and are based in the US or Canada, per ecomstart. Creators generally need a minimum following on a social platform to qualify. If your store is already operating with real sales history, you are past the eligibility bar.
How should I rank creators in the dashboard?
Rank them by profit per order, not by revenue or commission. Take each creator's attributed orders, subtract their discount, your true product and fulfillment cost, their commission, and the payout fee, then compare what survives. The ordering almost always differs from the dashboard's revenue sort.