Enhancement Arena
Execute architectural upgrades and feature enhancements on existing production data platforms. Implement schema evolution, incremental strategies, governance frameworks, and performance optimizations.
Customer Segmentation Integration
Introduce customer_segment across Databricks, Snowflake, and reporting layers to enable segment-wise revenue analytics.
Late Arriving Customer Data Enhancement
Handle late arriving customer correction records across Databricks, Snowflake, and reporting systems to ensure accurate regional revenue reporting.
Data Quality Framework
Implement validation rules, quarantine tables, audit logging and monitoring for production datasets.
Performance Optimization
Reduce runtime, optimize Spark transformations and improve warehouse efficiency.
Incremental Loading Implementation
Enhance the existing full-load pipeline by implementing an incremental loading strategy to reduce processing time and infrastructure cost.
Schema Evolution & Backward Compatibility
Enhance production pipelines to support new source attributes while preserving backward compatibility across Databricks, Snowflake, and reporting systems.