Spiral Mantra delivers complete data platforms—from ingestion and processing to storage and analytics. We use cutting-edge tools like Kafka, dbt, Snowflake, Airflow, and Databand to design scalable, observable, and governed systems. Our experts align architecture with business goals, enabling rapid insight generation and AI adoption. With built-in observability and security, our platforms reduce operational friction and improve decision-making across your organization. Spiral Mantra is your one-stop partner for designing and managing production-grade data infrastructure. https://spiralmantra.com/data-engineering/