Pipelines that survive Amazon
Schema-change detection, automatic retries and versioned staging, so a report change becomes an alert we fix, not a gap in your dashboards.
Amazon Ads
Amazon is where we go deepest. We pull Sponsored Ads, DSP, Selling Partner API and Amazon Marketing Cloud data into a database you own, clean it, report on it and put AI to work on it.
What we pull
Pulled through the platform's API on a schedule, landed in your warehouse, and kept up to date.
Example mapping
The same fields every other platform has, under different names and rules. Here is how we line them up.
| Concept | Amazon Ads field | In your model | What we do |
|---|---|---|---|
| Spend | cost | spend_usd | Kept in the marketplace currency, then converted |
| Date & time zone | date | date + account_tz | Reporting day in the advertiser profile's time zone |
| Currency | currencyCode | currency + spend_usd | Per advertiser profile, so each marketplace keeps its own |
| Attribution window | sales7d / sales14d | attributed_sales + attribution_window | 7 days for Sponsored Products (sellers), 14 days for Brands, Display and vendors |
What we build
Schema-change detection, automatic retries and versioned staging, so a report change becomes an alert we fix, not a gap in your dashboards.
Ad spend joined to Selling Partner API sales, so ROAS, TACoS and new-to-brand are based on real orders across every marketplace.
Query libraries for path-to-conversion, new-to-brand and audience overlap, with results landed next to the rest of your data.
Rules you approve for bid changes, budget shifts and pausing waste, with every change logged and reversible.
Results

We rebuilt the ETL, warehouse and automation layer across Amazon, Walmart, TikTok, Instacart and Criteo.
Read the case study
We built ETL pipelines into one data model and one dashboard for Amazon, Walmart and Instacart campaigns.
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We built the SP-API and Ads API pipelines, live dashboards and automation behind SellerFuse.
Read the case studyFAQ
Amazon keeps updating attributed sales for recent days after the fact. We re-pull the recent window on every run so your numbers settle to match Amazon's, and flag unusually large restatements.
All of them that the Amazon Ads API and SP-API serve: the Americas (US, Canada, Mexico, Brazil), Europe (UK, Germany, France, Italy, Spain, Netherlands, Sweden, Poland, Belgium, Ireland, Turkey), the Middle East and Africa (UAE, Saudi Arabia, Egypt, South Africa), India, Japan, Singapore and Australia. Each region is pulled with its own credentials and kept in its own currency until we convert it.
The Ads API covers advertising: campaigns, spend, clicks and attributed sales. The Selling Partner API covers the business: orders, inventory, fees and catalog. True ROAS needs both, joined in one model.
Tell us which accounts you run and where the numbers stop matching. An engineer will tell you what we'd fix first.