Services
Data Engineering
Data Engineering and Integration Architecture
Designing data pipelines, data models, and integration patterns that connect marketing, CRM, analytics, and AI systems.
How I help
I design source-to-target mappings, data quality checks, pipeline patterns, activation models, and integration architecture across warehouses, APIs, reverse ETL, Salesforce, and marketing platforms.
Outcomes
- Cleaner data flows across business systems
- Activation-ready customer data models
- Reduced manual data preparation
- Stronger foundation for AI and personalization
Deliverables
- Integration architecture
- Data pipeline design
- Source-to-target mapping
- Data quality recommendations
- Activation-ready data model
Tools and platforms
- SQL
- BigQuery
- Snowflake
- AWS S3
- APIs
- Hightouch
- Celigo
- Salesforce
Best fit
- Teams connecting CRM, warehouse, and marketing platforms
- Organizations preparing customer data for activation
- Analytics teams supporting AI or personalization initiatives
Contact
Want to discuss AI, data, or Salesforce architecture?
I’m open to consulting, technical advisory, architecture reviews, and relevant professional opportunities.