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Spellbook
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ETL
Why modern data teams are re-evaluating Talend in favor of Mage
A grounded comparison of two data pipeline platforms, based on real-world migration conversations
May 15, 2025
ETL Pipeline Architecture 101: Building Scalable Data Pipelines with Python, SQL & Cloud
Learn what an ETL pipeline is, how it differs from a data pipeline, and how to build modern, scalable ETL architecture using Python, SQL, and tools like Airflow, Mage, and GCP. Covers orchestration, transformation logic, machine learning pipelines, streaming, and zero-ETL strategies for beginners to pros.
Apr 17, 2025
ETL