Isha Vason

Data Engineering

From tasks and streams to tranquility: My first real project with Snowflake dynamic tables

Let me tell you about the moment I realized I’d been overcomplicating things for years. I was working on a pipeline in Snowflake. You know the type — a multi-stage transformation process where a few base tables feed into intermediate tables, some reconciliation happens, and eventually it all lands in a final reporting layer. I’d...

23-Jul-2025

Big Data, Cloud

From Pandas to Pyspark

Recently converted a Python script that relied on Pandas DataFrames to utilize PySpark DataFrames instead. The main goal is to transition data manipulation from the localized context of Pandas to the distributed processing capabilities offered by PySpark. This shift to PySpark DataFrames enables us to enhance scalability and efficiency by...

30-Aug-2023