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Punitha Pokala

@punithapokala

Expert-level QA Engineer specializing in data pipelines and ML systems.

United States
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What I'm looking for

I seek a role that fosters innovation, encourages collaboration, and offers opportunities for professional growth in data engineering and automation.

I am an expert-level QA Engineer with over 5 years of experience specializing in automated testing of big data, machine learning systems, and ETL pipelines. My expertise lies in building robust test frameworks from scratch using Python, Pytest, and Java with TestNG. I have a proven track record of designing end-to-end validation for machine learning workflows, data ingestion pipelines, and API layers, ensuring data quality and pipeline resilience.

Throughout my career, I have worked extensively with cloud and hybrid ecosystems, validating model accuracy and performance in both real-time and batch processing environments. I am recognized as a go-to expert for testing platforms built on AWS, GCP, Databricks, Airflow, Kafka, and Spark. My core strengths include test automation for data pipelines, ML model testing, and CI/CD integration for test automation pipelines, all while collaborating effectively in Agile/Scrum and DataOps teams.

Experience

Work history, roles, and key accomplishments

UG
Current

ML/Data QA Engineer

UnitedHealth Group

Feb 2024 - Present (1 year 5 months)

Built Pytest-based data quality automation framework for validating ML data pipelines in Databricks and Airflow. Designed test harnesses to validate TensorFlow-based prediction models against golden datasets and live batch outputs.

TI

ETL QA Automation Engineer

TIAA

May 2022 - Jan 2024 (1 year 8 months)

Led QA strategy for AWS-based data warehouse migration validating ETL jobs built in Glue and Redshift. Wrote complex SQL and Python-based validation scripts for data consistency and KPI aggregation logic.

CS

QA Automation Engineer

Cognizant Technology Solutions

Apr 2021 - Apr 2022 (1 year)

Created data validation frameworks for Hadoop and Hive-based pipelines supporting financial risk analytics. Built reusable libraries in Java + TestNG for automating ETL validation and negative test scenarios.

Education

Degrees, certifications, and relevant coursework

Punitha hasn't added their education

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Punitha Pokala - ML/Data QA Engineer - UnitedHealth Group | Himalayas