Skip to main content
New tool CRON Expression Builder — preview next run times before you schedule Apex. Open the builder →

Data Cloud articles

10 articles · Ingestion, identity resolution and calculated insights.

Abstract 3D visualization of data flowing through interconnected nodes for Salesforce Data Cloud programmatic implementation.Agentforce & AI

Salesforce Data Cloud: Programmatic Implementation with Claude

A programmatic run at Salesforce Data Cloud identity resolution with Claude Code and the Metadata Configuration...

· 5 min read
3D abstract visualization of complex Salesforce Data Cloud nodes and processing for AI contextAgentforce & AI

Salesforce Data Cloud Implementation Challenges Explained

Salesforce Data Cloud is complex because of how it was layered together over time, blending CDP, data lakehouse, and...

· 3 min read
3D data sphere visualizing Salesforce Consumption Forecasting customer usage patternsAgentforce & AI

Salesforce Consumption Forecasting for Developers

Pipeline forecasting stops working once revenue depends on usage rather than a signed contract value. Salesforce...

· 4 min read
A 3D rendering of Agentforce public sector architecture showing AI logic connecting to data systems.Agentforce & AI

Deploying Agentforce for Public Sector: Architecture Best Practices

Agentforce deployments in the public sector are decided by data quality, modular orchestration and secure architecture...

· 3 min read
A 3D holographic file folder representing an Agentforce Prompt Template accessing external file resources.Agentforce & AI

Agentforce Prompt Template: Accessing Notes and Attachments

Notes and Attachments never show up in the Agentforce Prompt Template resource picker. Here is why the selector misses...

· 4 min read
Architectural comparison of Data Cloud Calculated vs Streaming Insights computation engines for data processing.Agentforce & AI

Data Cloud Insights: Calculated vs Streaming Engine

Choosing between Data Cloud's Calculated Insights (CI) and Streaming Insights (SI) comes down to when the computation...

· 5 min read
Diagram illustrating complex data cloud unification and reconciliation issues in Marketing Cloud Next architecture.Integration

Data Cloud Unification Challenges in Marketing Cloud Next

Unifying CRM Lead data with Marketing Cloud segmentation gets ugly fast, and contact point reconciliation is where it...

· 3 min read
Diagram illustrating the flexible architecture of the Atlas Reasoning Engine for scalable development.Agentforce & AI

Architecting for Scale with the Atlas Reasoning Engine

I used to spend all my time building rigid if-then logic, and this engine works nothing like that. You stop mapping...

· 5 min read
Visual representation of Agentforce 2.0 handling common Salesforce team tasks like order processing and billing inquiriesAgentforce & AI

Agentforce 2.0 - Practical Use Cases for Salesforce Teams

Agentforce 2.0 is a digital worker that actually takes action on your records. Here is how it handles everything from...

· 4 min read
Diagram showing real-time HubSpot Data Cloud integration flow using Zapier and APIsIntegration

Real-time HubSpot Data Cloud integration using Zapier

A connector that syncs once a day is too slow for a sales team working live leads. Here is how to use Zapier and the...

· 5 min read