Could you clarify the key experiences or skills from your resume that you think are most relevant?

From my resume, the most relevant experiences are: 1) Designing a real‑time fraud detection pipeline that ingested 10M events per day using Kafka, Spark Structured Streaming, and deployed on AWS EMR, which reduced false positives by 30%. 2) Leading a migration of legacy ETL jobs from on‑prem Hadoop to Snowflake, cutting query latency from 15 minutes to 30 seconds and saving $200k annually. 3) Implementing automated data quality frameworks with Great Expectations and dbt, achieving 99.5% data accuracy across all downstream reports. 4) Building a CI/CD pipeline for data models using GitHub Actions and Airflow, reducing deployment time from days to minutes. These experiences demonstrate my ability to design scalable, reliable data systems and my proficiency with modern cloud and orchestration tools.