ETL Tools & Data Integration Platforms

What is ETL? ETL is a foundational data engineering process that powers modern analytics: Extract - Retrieve data from various sources (databases, APIs, files, cloud services, streaming platforms) Transform - Clean, validate, deduplicate, and reshape data into required data models Load - Move processed data into data warehouses, data lakes, or analytical systems ETL ensures data quality, consistency, and accessibility for analytics and reporting. Modern variants include ELT (Extract-Load-Transform), which leverages cloud data warehouse compute for transformation. ...

April 19, 2025 · 2 min · James M