#Parquet

Tags: 2 posts

September 19, 2025 4 min read

Data Lake: The Foundation of Modern Data Architecture

The Data Lake was the first architecture to break free from the rigid schemas of traditional data warehouses. By storing raw data in its native format at virtually unlimited scale, it opened the door to exploratory analytics, machine learning, and …
June 5, 2025 4 min read

Spark Schema Handling: Infer, Define, or Cast?

Spark Schema Handling: Infer, Define, or Cast? A summary of the three approaches to handling data schemas in Spark, comparing inference, manual typing, and casting — with guidance on when to use each. The Three Methods 1. Infer Schema Spark scans the …