Migrating JSON files from AWS S3 to PostgreSQL using AWS Glue and PySpark is one of the most common data engineering challenges teams face today. In this guide, you will learn exactly how to build a production-grade AWS Glue JSON to PostgreSQL migration pipeline — from reading raw JSON files in S3 to writing clean,…
Databricks makes scaling big data processing feel almost effortless. Under the hood, however, writing PySpark without understanding how Apache Spark and Delta Lake execute your code can quietly ruin performance, spike DBU costs, and cause out-of-memory (OOM) crashes. Below are 5 common PySpark anti-patterns seen in production, along with exact code fixes to keep your…
Confused by Databricks Lakebase, Lakehouse, and traditional Data Warehouses? Here is a complete comparison of OLTP vs. OLAP architectures, key use cases, and when to use each.