Salesforce Data 360 Zero Copy: Live Lakehouse Federation Across Snowflake, Databricks, and BigQuery

The Architecture Challenge of Modern CRM Data

Enterprises today manage customer data across Snowflake, Databricks, Google BigQuery, and Amazon Redshift—yet CRM systems often operate on copied, outdated versions of that data.

Traditional ETL pipelines move data from warehouses into operational CRM systems. While functional, they introduce severe operational drawbacks:

• High sync latency
• Massive storage duplication costs
• Fragile pipeline maintenance
• Fragmented governance and compliance risks

As autonomous AI agents and real-time automations become embedded in Sales, Service, and Marketing, data latency becomes unacceptable. AI cannot operate effectively on yesterday's data.

Enter Salesforce Data 360 Zero Copy

Zero Copy enables live data federation—querying external data where it resides instead of physically copying and storing it inside Salesforce.

Optimized query pushdown retrieves only what is required, when it is required. This fundamentally shifts the integration model:

• Data stays governed in the lakehouse.
• Salesforce activates it in real time.

Bi-Directional by Design

Zero Copy is not just inbound:

• File Federation: Data 360 federates queries using JDBC or Apache Iceberg-based open table formats.
• Outbound Activation: Unified profiles, calculated insights, and AI-enriched attributes can be shared back to the data warehouse without building outbound ETL pipelines.

Harmonization: The Enterprise Safety Net

Data 360 separates physical Data Lake Objects (DLOs) from logical Data Model Objects (DMOs).

• Warehouse schemas evolve and tables change over time.
• Business applications operate on stable logical DMOs—protecting CRM dashboards, flows, and AI models from breaking schema changes.

Real-Time Activation Across the Salesforce Ecosystem

Once federated, external warehouse data becomes instantly available across:

• Sales Cloud & Service Cloud: Comprehensive customer 360 profiles and real-time agent assist recommendations.
• Marketing Cloud: Dynamic real-time journey orchestration based on warehouse events.
• Commerce Cloud: Hyper-personalized product recommendations without data duplication.

Governance as a Control Plane

Zero Copy centralizes enterprise security inside Data 360:

• Centralized consent management and data classification tagging.
• Query-level data minimization and encryption.
• Private Connect for VPC-restricted, private network data transit.

Strategic Impact

Salesforce Data 360 Zero Copy aligns CRM operations with modern cloud lakehouse architectures, reducing integration overhead, eliminating latency, and empowering real-time AI activation.