Lead scoring, lifecycle journeys, attribution, and deliverability run on the same event-sourced ledger the CRM does — so the model doesn't drift, the attribution doesn't break when naming changes, and the deliverability numbers are the real ones. Every mutation is auditable; every send checks consent at composition time.
Illustrative outcomes — composite of design-partner deployments
↓ 0
attribution rebuilds after a campaign rename
↑ 38%
open rate on lifecycle journeys vs. baseline
↓ 91%
consent reconciliation time at audit
↑ 12pts
inbox placement after domain-reputation fixes
What you get on day one
Multi-touch attribution runs against the event-sourced ledger. When the team renames a campaign or re-cuts channels, the historical attribution doesn't break — because it's derived from events, not stored on a mutable field.
Compose scoring models from the signals you actually have — fit, engagement, intent — and adjust weights in a UI, not a support ticket. The model recomputes on event arrival, so scores are current at hand-off, not stale from last night's run.
Build lifecycle and nurture journeys and click "preview as subject" to walk them as a real contact — branches taken, messages received, suppressions hit. You ship the journey knowing exactly what each cohort will experience.
Inbox placement, bounce, spam-complaint, and domain-reputation signals in one deliverability console — so when open rates dip you know whether it's the content or the sending domain, and you have the receipts.
Segment membership recomputes on event arrival, not a 4am cron. The audience for tonight's send is right at send time — no stale list, no contact who unsubscribed this afternoon still receiving the blast.
Every send checks lawful basis, suppression, and channel opt-in at composition time. Blocked sends are logged with the reason, so a compliance review is a query — not a fire drill.
The shipped product surfaces this role lives in.
“Someone renamed a campaign and, for the first time, attribution didn't break. It's derived from events, not a field someone can fat-finger. That changed how much I trust the number.”
Marketing Ops Manager · B2B SaaS · illustrative scenario · illustrative scenario
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Last reviewed: 2026-07-10
American English · claims grounded against shipped functionality
Closes DP-014 + DP-015