Harshitha Gangasani
Data Analyst | SQL & Python Expert | Machine Learning | BI Developer | ETL Optimization | Data Storytelling
- Role
- Product Data Analyst at Instacart
- Location
- Houston, TX, US
- LinkedIn followers
- 500 followers
Experience
Product Data Analyst
Jul 2024 — Present
Collaborated with three product pods to diagnose routing inefficiencies across Instacart’s fulfillment network, improving slot allocation logic and reducing order cancellations by 9%. • Designed and deployed data pipelines using Snowflake, dbt, and Airflow to process 10TB+ of daily order and fulfillment data, improving reliability and cutting refresh latency by 40%. • Overhauled KPI definitions and governance processes for fulfillment and SLA tracking, improving data consistency and enabling unified reporting across Product and Operations. • Developed forecasting and uplift models in Python using scikit-learn and XGBoost; validated performance through backtesting (MAE, RMSE) to enhance promotional demand prediction by 18%. • Conducted A/B testing on pricing experiments, instrumenting event tracking in product logs and using SQL with t-tests (95% CI) to identify variants that increased conversion by 12%. • Partnered with cross-functional teams PMs, Data Engineers, and Operations to align analytics priorities, manage Airflow DAG versioning in Git, and support Agile sprint deliverables. • Initiated fulfillment metrics governance to standardize KPI definitions across regional teams and improve executive reporting consistency. • Contributed to the architectural design of data pipelines and monitoring frameworks in Snowflake and Airflow, ensuring scalability and performance for 10TB+ of daily data processing. • Documented analytical workflows, data standards, and architecture decisions within Confluence and Git to ensure compliance, reproducibility, and alignment with organizational quality frameworks.
Education
Anurag Group of Institutions
Bachelor of Technology, Information Technology
2016 — 2020
University of Colorado Denver Business School
Master's degree, Business Analytics
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