Modern data pipelines power analytics and ML. Build robust, scalable solutions.
Architecture Patterns
- Batch processing
- Stream processing
- Lambda architecture
- Kappa architecture
Technology Stack
- Orchestration: Airflow/Prefect
- Processing: Spark/Beam
- Transformation: dbt
- Storage: Data lakes/warehouses
Best Practices
- Idempotent operations
- Data quality checks
- Schema evolution
- Monitoring and alerting
Performance
- Partitioning strategies
- Incremental processing
- Caching layers
- Cost optimization
Ready to Transform Your Organization?
One Frequency Consulting brings 25+ years of technology leadership and military discipline to every engagement. Our veteran-led team delivers measurable results where others fail.