- Can you implement marketing attribution across HubSpot and Salesforce?
- Yes. We map lifecycle fields, campaign membership, original and recent source, contact and account relationships, opportunity roles, sync ownership, and reporting. We begin with the business decisions the model must support rather than installing a dashboard first.
- Which attribution model should we use?
- There is no universal best model. First-touch is useful for discovery, sourced pipeline for creation, and influence for complex buying journeys. We often publish more than one view, but each has a precise question, rules, and confidence level so they are not blended into one misleading number.
- Do we need a dedicated attribution product?
- Not always. Salesforce Campaigns, Campaign Influence, HubSpot, and a disciplined data model may be enough. A dedicated product can help with journey collection and modeling at scale, but it cannot repair unclear lifecycle definitions or missing opportunity relationships.
- How do you handle anonymous web activity?
- We preserve approved acquisition context and connect it when a person identifies themselves, within your consent and retention policies. We distinguish observed, matched, and inferred relationships instead of presenting all identity resolution as certain.
- Why do Salesforce and HubSpot totals disagree?
- Common causes include different date fields, lifecycle definitions, currency handling, campaign rules, deleted or merged records, sync timing, and opportunity-contact gaps. We reconcile totals to named systems of record and expose remaining differences rather than hiding them.