Kernel implementation patterns
Last updated: June 21, 2026
Short answer
Kernel implementation patterns depend on where account data starts, where enriched results need to land, how often data should refresh, and whether the customer wants CRM-native, file-based, or API-based workflows.
Use this collection when
- You are choosing between Salesforce, S3, API, inbound, or bulk retrieval.
- A customer cannot provide direct CRM access.
- Results need to flow into a warehouse, CRM, workflow tool, or custom app.
- The question is about integration shape rather than field meaning.
Focused articles
- When should we use Salesforce integration?
- When should we use S3 file exchange?
- When should we use API or inbound enrichment?
- When should we use Bulk Retrieval API?
- How do we choose the right implementation pattern?