Snowflake Data Engineering | with DBT and Airflow Training
                     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
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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
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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
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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
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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
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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
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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
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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
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Ready to Build Modern 
Data Pipelines?
3 100%
Powerful Tools Flexibility
Informatica, Talend, Choose ETL or ELT 
and dbt integration based on your needs
options
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!
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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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Thank You
www.visualpath.in
www.visualpath.in +91-7032290546