ML for Adtech

Design and implement integrated Adtech solutions

Client
The Trade Desk
Role
Sr. Solution Architect
Year
2019

What is The Trade Desk?

The Trade Desk(TTD) is a multinational technology company that specializes in real-time programmatic marketing automation technologies, products, and services, designed to personalize digital content delivery to users.

What is Programmatic Advertising?

Programmatic advertising is the automated process of buying and selling online ad space using software and algorithms. It involves real-time bidding, data-driven targeting, and can operate across various digital platforms. This method makes ad buying faster, more efficient, and more precise compared to traditional methods.

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Background

What was my role?

As a Solutions Architect, I oversee, design and implement integrated adtech solutions for our business stakeholders from all areas of The Trade desk ecosystem. I design and build software solutions for TTD’s largest clients across a broad spectrum of custom data science services. My clients include Target, McDonald's Germany, Bayer Pharmaceuticals, Omnicom Group UK, and Dixons Retail.

Deliverables

1. McDonald's Custom Impression Value

Client: Omnicom Media Group Germany / McDonald's

Role: Project Owner

Custom Video KPI Development

* Designed a Custom Video KPI combining multiple video events.

* Incorporated completion quartiles and video viewability metrics.

* Utilized client's REDS data, including Moat Attention metrics.

Optimization Strategy

* Implemented volume control on multiple dimensions.

* Optimized towards a custom KPI modeling awareness & interaction.

A/B Testing

* Conducted A/B test campaign.

* Achieved 2x higher Custom Feature Score in the test ad group vs. control ad group in Open Market.

Case Study & Application

* Created a branded case study with TheTradeDesk.

* Applied the solution to further McDonald's campaigns in December 2020.

* Generated interest in other OMG markets in Europe.

2. Bayer Supply Path Optimization

Client: Bayer Healthcare Pharmaceuticals LLC

Role: Project Owner

SPO Solution Development

* Developed a Supply Path Optimization (SPO) solution.

* Conducted a 3-way test comparing TTD SPO solution, Jounce, and Control campaigns.

Performance Improvement

* Achieved a 12.3% reduction in cost per viewable impression for display campaigns.

* Improved vCPM performance by 12% for video campaigns.

Global Application

* Applied models to all global live video campaigns under Bayer partner account since July 29, 2019.

Automation & API Integration

* Automated spending on better-performing supply partners.

* Updated SPO model bid list via the TTD Enterprise API.

3. Dixons Retail Custom Bidding Algorithm

Client: Dixons Retail Group UK

Role: Project Owner

Optimization Layer Development

* Activated an optimization layer on the TTD Platform incorporating a custom KPI.

* Operationalized the ML model generating Volume Control priorities.j

CI/CD Pipeline Implementation

* Developed a CI/CD pipeline for automatic execution in production.

* Scheduled or triggered execution of the pipeline.

* Pushed the trained model to the model registry.

Keywords: AWS, Solution Architect, Databricks, Spark, Adtech