Developed cloud-based data and AI solutions to support product search, discovery, and measurement of business performance following releases.  Monitored search performance before and after releases to assess business impact.  Designed and developed a performance dashboard enabling business stakeholders to track release outcomes, analyze search behaviour, and monitor customer engagement.  Developed product-attribute matching & search solutions using RAG, vector embeddings, Vertex AI Search, and Hugging Face models.  Evaluated free-to-use Hugging Face models and optimized LLM usage to keep solutions within the planned budget.  Built and automated data pipelines and deployment workflows using Python, SQL, Google Cloud, GitHub Actions, and Terraform.

Developed cloud-based data and AI solutions to support product search, discovery, and measurement of business performance following releases.  Monitored search performance before and after releases to assess business impact.  Designed and developed a performance dashboard enabling business stakeholders to track release outcomes, analyze search behaviour, and monitor customer engagement.  Developed product-attribute matching & search solutions using RAG, vector embeddings, Vertex AI Search, and Hugging Face models.  Evaluated free-to-use Hugging Face models and optimized LLM usage to keep solutions within the planned budget.  Built and automated data pipelines and deployment workflows using Python, SQL, Google Cloud, GitHub Actions, and Terraform.