Marketplaces (Amazon, Walmart, Instacart) pulled by our ETL pipelines into one data model.
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Case study · BTR Media
How we built BTR Media's retail media ETL pipelines and unified dashboard
BTR Media is a retail media platform that helps brands and agencies manage and optimize advertising campaigns across Amazon, Walmart, and Instacart. TechEsthete designed and built its centralized campaign management platform: the ETL pipelines, data model, dashboards and automation behind it.
- Retail media · Amazon & marketplaces
- Ongoing partnership
- Amazon Ads
- Walmart
- Instacart
Results
What changed, in numbers.
Campaigns tracked across marketplaces in the single dashboard we built.
Less manual optimization work once the pipelines and automation were live.
Inside the build
Screens, flows and designs from the build.
6 images from the BTR Media project. Select any image to see it larger.
About the project
About BTR Media.
One data model and one dashboard for retail media campaigns across Amazon, Walmart, and Instacart.
The platform focuses on centralizing campaign data, simplifying performance tracking, and enabling smarter decision-making through structured analytics and automation. By reducing manual effort and improving visibility, it lets marketing teams scale campaigns efficiently.
- Client
- BTR Media
- Industry
- Retail media · Amazon & marketplaces
- Engagement
- Ongoing partnership
- Services
- DevOps, Data Engineering, Retail media platform, Automation
The challenge
- Managing retail media campaigns across multiple platforms creates fragmented workflows and limited visibility into performance.
- Campaign data is spread across different dashboards. Teams rely heavily on manual optimization. Lack of clear insights leads to inefficient decision-making, and budget allocation becomes inconsistent and error-prone.
- For growing brands and agencies, this results in wasted ad spend, reduced ROI, and operational inefficiencies.
What we built
TechEsthete designed and implemented a centralized retail media management platform to streamline campaign operations and improve performance visibility.
- Built ETL pipelines that collect campaign and performance data from Amazon, Walmart, and Instacart and standardize it into one data model, so every reporting layer works from the same numbers.
- Built a centralized dashboard that tracks campaign performance across every marketplace in one place, where teams monitor performance, spot trends, and make optimization decisions.
- Added automation for bid optimization, budget allocation, and performance monitoring.
- Designed the architecture to support more platform integrations and growing campaign volumes.
The result
- We built one set of ETL pipelines feeding one data model and dashboard, so BTR Media's team sees every campaign in one place and can add platforms without a rebuild.
- Centralized campaign management across platforms, improved visibility into performance metrics, reduced manual optimization effort, and a scalable system for growing advertising operations.
Architecture
From the source data to the system on top.
Sources
Amazon Ads
Walmart
Instacart
- 01Amazon Ads API
- 02Retail media integrations
- 03ETL pipelines
- 04Data warehouse
- 05BI dashboards
- 06Automation engine
The difference
Before and after.
Before
- Campaign data spread across different dashboards
- Heavy reliance on manual optimization
- Budget allocation inconsistent and error-prone
After
- One set of ETL pipelines feeding one unified data model
- Every campaign across marketplaces in one dashboard
- Less time spent on manual optimization
- Platforms and campaign volume added without rebuilding
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