Grimoire.
AI
Airflow
API Integration
Automation
Best Practices
Blocks
Case Studies
CICD
Community
Concepts
Cost Optimization
Cryptocurrency & Blockchain
Customer Success
Data engineering
Data integration
Data Transformation
dbt
Deployment
Developer Tools
ETL
Google Cloud Compute
Guest Post
Machine Learning
MCP
Modern Data Stack
Orchestration
RAG
Solutions
Spellbook
SQL
Streaming
Trends
Tutorials
Version Control
VS Code
AI
Airflow
API Integration
Automation
Best Practices
Blocks
Case Studies
CICD
Community
Concepts
Cost Optimization
Cryptocurrency & Blockchain
Customer Success
Data engineering
Data integration
Data Transformation
dbt
Deployment
Developer Tools
ETL
Google Cloud Compute
Guest Post
Machine Learning
MCP
Modern Data Stack
Orchestration
RAG
Solutions
Spellbook
SQL
Staff Picks
Streaming
Trends
Tutorials
Version Control
VS Code
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