Evaluation Criteria for the Constellation Shortlist™
		Key Assessment Factors for Customer Data Platforms by Constellation:
		
        
          
           - Integrations with marketing, sales, service, and, increasingly, ERP solutions
 
           - Integrations with data warehouse tools
 
		   - Persistent aggregation and ingestion of structured and unstructured data across internal and external connectors
 
		   - Support large volumes of data from a broad set of sources
 
		   - Security, privacy, identity, access and compliance controls
 
		   - Scalable beyond a single function or data silo
 
		   - Robust reporting and analytics (engagement, revenue impact, attribution, and ROI tracking) including insights on journey analytics, interaction and orchestration optimization and overarching campaign management
 
		   - Increased support for analytical processes and complex workflows for automation
 
		   - Dashboards and customizable data visualization
 
		   - Omnichannel customer identity resolution and user permission controls
 
		   - Engagement automation spanning cross-channel journey orchestration
 
		   - B2B-specific capabilities including account-level data, data enrichment, and firmographic intelligence
 
 - Powerful audience and customer segmentation
 
 - Out of the box integrations with large enterprise database solutions including Snowflake, Databricks, Redshift and beyond
 
 - AI/ML capabilities for data normalization, smart segmentation, engagement recommendations, and predictive analytics
 
 - GenerativeAI introduced for “smart” segment generation based on conversational prompts
 
 - Advanced criteria include automated cross-channel engagement orchestration, industry specific data models, segments and customer profiles to enable adoption acceleration 
and shorten time to value
 
            
          
         
		
		And much more! Download the report for the complete list.