Snowflake Data Engineering | with DBT and Airflow Training.pptx

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1. Snowflake Integration with ETL/ELT Tools Informatica | Talend | dbt Overview of how Snowflake works with modern data integration tools, enabling seamless data movement and transformation www.visualpath.in + 91-7032290546

2. What is Snowflake? Cloud-Native Platform Supports structured & semi-structured data processing Scalable Architecture Independent compute & storage layers for warehousing and analytics Flexible Processing Supports both ETL and ELT transformation approaches www.visualpath.in + 91-7032290546

3. ETL vs. ELT in Snowflake ETL: Extract → Transform → Load Transformation occurs before loading into Snowflake ELT: Extract → Load → Transform Raw data loaded first; transformations occur inside Snowflake using SQL & compute power Snowflake's architecture is optimized for ELT workflows www.visualpath.in + 91-7032290546

4. Snowflake + Informatica Robust ETL Capabilities Prebuilt Snowflake connectors for seamless integration High-Performance Loading Enables bulk loading via Snowflake's COPY command Enterprise Features Data quality, governance, and complex transformations before loading Ideal for: Enterprise-scale ETL pipelines www.visualpath.in + 91-7032290546

5. Snowflake + Talend Native Integration Drag-and-drop components for Snowflake connectivity Dual Workflow Support Supports both ETL and ELT transformation patterns Push-Down Processing Pipeline builder can push transformations into Snowflake for faster processing Real-Time Capability Handles both real-time and batch data integration scenarios www.visualpath.in + 91-7032290546

6. Snowflake + dbt (Data Build Tool) Pure ELT Focus Uses SQL to transform raw data already loaded in Snowflake Version Control Modular SQL development improves maintainability Analytics Engineering Ideal for modern data stacks and analytics workflows www.visualpath.in + 91-7032290546

7. Key Integration Benefits Seamless Movement Data from multiple sources flows effortlessly Cost-Efficient Scalable transformations inside Snowflake Flexible Approaches Choose ETL, ELT, or hybrid workflows Faster Insights Simplified architecture reduces time-to-value www.visualpath.in + 91-7032290546

8. Use Case: Retail Data Integration 1 Extract from ERP & CRM Pull data from multiple business systems 2 Load with Talend Stream data into Snowflake efficiently 3 Transform with dbt Create analytics-ready models for dashboards 4 Govern with Informatica Monitor and maintain pipeline quality Result: Unified, analytics-ready data delivered in hours, not days www.visualpath.in + 91-7032290546

9. Ready to Build Modern Data Pipelines? 3 Powerful Tools Informatica, Talend, and dbt integration options 100% Flexibility Choose ETL or ELT based on your needs Snowflake integrates seamlessly with leading data tools, enabling faster, cleaner, and more reliable data workflows. 👉 Share this post to help your data team make better integration decisions! www.visualpath.in + 91-7032290546

10. www.visualpath.in + 91-7032290546 For More Information About Snowflake Data Engineering with DBT and Airflow Address:- Flat no: 205, 2nd Floor, Nilagiri Block, Aditya Enclave, Ameerpet, Hyderabad-16 Ph. No: + 91-7032290546 www.visualpath.in [email protected]

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