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True net profit dashboard for Shopify DTC brands

Net profit dashboard for Shopify brands that reconciles sales, ad spend and product costs by campaign.

SaaSPlugin for ShopifyShopify DTC brand owners and analysts
How much it itches: 29 of 40Will people pay: 3 of 3532out of 100#63 of 267 ideas#13 in E-commerceTop 24%How much it itchesWill people payWhy now

Why it can work

  • Platform revenue figures from Shopify and ads never match.
  • Owners spend hours each week merging CSVs and ad spend.
  • Owners cannot tell which campaigns actually make money.

Watch out

  • Attribution differences may keep numbers from ever reconciling fully.
  • Analytics tools already claim profit views, so differentiation is narrow.

First moveMap which data sources each owner pulls into spreadsheets weekly.

Concept mockup of True net profit dashboard for Shopify DTC brandsConcept mockup, not a real product
11complaints found74upvotes on those posts$30K/mobest success story

How it scores

Stars come from the evidence below; each row links to it. How the Itch Rank works

The job to be done

Calculate true profit per Shopify order

When Shopify, ad platform, and supplier data never reconcile, a DTC owner needs to see true net profit by order, product, and campaign, so they can decide which ad spend actually makes money.

store owner or analystWeeklyMedium0 of 11 posts lose money or already pay

How often posters face it

  • Weekly6
  • Monthly3
  • Daily2

Pain proof

11 complaints from 2 communities

r/ecommerce 6r/shopify 5
Data from Amazon, Shopify and wholesale is spread across reports, making true per-product profit after fees unclear and eating hours in spreadsheets.
r/ecommerce33 upvotes
Shopify, Meta, Google Ads and GA4 numbers never match, so the owner cannot tell which campaigns make money.
r/ecommerce9 upvotes
Native Shopify analytics cannot show true net profit, refund-timing effects, or cohort repeat purchases, so the owner spends about 3 hours each Monday merging CSVs and…
r/shopify9 upvotes
Show all
Meta and Shopify sales data never match for high-ticket items because of differing attribution windows and cross-device tracking gaps, making daily reports unreliable.
r/ecommerce5 upvotes
Revenue figures from Shopify, ad platforms, and analytics do not match, and profit after ad spend and COGS is unclear.
r/ecommerce5 upvotes
Analyzing multiple Shopify, Klaviyo, and ad platform stores requires jumping between tabs with inconsistent data definitions, so insights are stale by the time they are…
r/shopify5 upvotes
Repeating the same weekly cleanup steps in spreadsheets after exporting Shopify data, including SKU fixes, margin checks, and low-stock spotting.
r/shopify4 upvotes
Tracking real profit across multiple Shopify stores with different COGS, shipping, and ad platforms requires a spreadsheet that is constantly out of date and wrong.
r/shopify3 upvotes

Money already flowing

1 success story

If you started today

A first version, from what posters ask for

First version

Shopify and ad data syncNet profit by orderCampaign profit viewCOGS and fee inputs

Sources

Reddit posts 11Success stories 1

Not found yet: Paid tasks, Funds raised, Creator patterns, Product sunsets, Compliance needs, Search trends, Incumbent gaps. A missing layer scores zero in the Itch Rank.