Stage 01
Audit Prospect Base
Analyzed all prospects, unmailable states, duplicate groups, review groups, and campaign overlap before producing any new working lists.
Output / Database audit ledger
Back to portfolio
Draft case study2026
CRM Data Operations
Pardot Database Rebuild.
Rebuilt the Pardot audience foundation by auditing a large prospect database, separating sendable records, resolving duplicates, and supporting cleaner nurture, import, and deliverability operations.
PardotSalesforceData CleanupAutomationDeliverability
Explore the rebuild
Prospects
Large database
Unmailable
Substantial segment
Sendable
Qualified audience
Import
Bulk reconciliation
The System Problem
A CRM rebuild starts by identifying the connected failures underneath the visible symptoms.
Root cause / 01
A large Pardot database needed a usable sendable audience again
The Pardot database mixed active, unmailable, duplicate, failed-import, and nurture-specific records across recurring operational work. Before new campaigns could be trusted, the audience needed one defensible master dataset and a clear distinction between records that existed and records that were actually sendable.
The project also touched nurture enrollment, scoring behavior, Salesforce imports, and sender authentication. That meant data cleanup could not be separated from campaign operations; every list, import, and suppression decision had downstream consequences for deliverability and reporting.
Audit signals
What the system was telling us.
01
Database contained a large prospect base
02
Substantial segment was unmailable
03
Multiple duplicate groups were identified
04
Scoring logic contained conflicting criteria
05
Sender authentication required DNS coordination
Rebuild Sequence
The work moved from diagnosis to architecture, implementation, and governance—in that order.
Stage 02
Build Master Audiences
Produced a deduplicated master dataset, a sendable audience, exclusion lists, merge candidates, and review files for controlled downstream use.
Output / Audience master files
Stage 03
Reconcile Campaign Inputs
Matched imported contacts against nurture needs, existing prospects, overlap rules, and Salesforce behavior before adding records to campaign audiences.
Output / Reconciled nurture lists
Stage 04
Harden Deliverability
Reviewed scoring behavior and sender-authentication requirements, generated DNS values, and coordinated clear validation paths for the marketing subdomain.
Output / Deliverability handoff package
Target System Architecture
Four connected layers turned the portal from a collection of tools into an operating system.
System spine
Target-state sequence
Good automation and reporting sit on top of a governed data and process model—not the other way around.
Layer 01
Master Data
Prospect records were operationally fragmented across exports, failures, and campaign-specific lists with no single cleaned working data base.
Layer 02
Sendability Rules
Mailable and unmailable records were separated into explicit audiences so campaign enrollment could use a defensible sendable population consistently.
Layer 03
Campaign Inputs
Imports and nurture audiences were reconciled against existing prospects, duplicate behavior, overlap rules, and campaign ownership before enrollment.
Layer 04
Deliverability Controls
Scoring, DNS authentication, and sender configuration were documented so campaign operations had clearer technical requirements and handoffs overall.
Qualitative Outcomes
The engagement focused on structural improvement, so the strongest results are clearer operations—not invented vanity percentages.
SystemBeforeAfter rebuild
Audience
Mixed prospect quality and status
Clean master audience created
Sendability
Unmailable records obscured usable scale
Sendable population isolated cleanly
Duplicates
Redundant records required manual review
Duplicate groups explicitly separated
Imports
Recurring failures complicated enrollment
Controlled import workflow established
What Was Delivered
A reusable case study should make the work tangible without exposing confidential client data.
Deliverable 01
Pardot database audit
Deliverable 02
Deduplicated master audience
Deliverable 03
Sendable prospect dataset
Deliverable 04
Duplicate review files
Deliverable 05
Nurture import reconciliation
Deliverable 06
Sender authentication handoff
System note / final
Architecture before automation.
The useful metric was not the original database size; it was whether the system could responsibly act on the audience. This project reinforced that campaign operations get much easier once sendability, duplicates, scoring, and imports stop being separate mysteries and become one governed data process.
Client identity, prospect data, email addresses, and internal campaign details remain confidential.