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Salesforce / MarTech Architecture
Featured case study

Salesforce Marketing Cloud Migration Architecture

A Salesforce Marketing Cloud architecture case study covering data model design, journey migration, preference center planning, CloudPages, publication lists, and operational readiness.

What this demonstrates

SFMC Migration
Data Extensions
Journeys
Preference Center
Salesforce Marketing Cloud
Adobe Campaign Standard

Salesforce Marketing Cloud migration ecosystem

Conceptual visual overview

This is a conceptual representation of the architecture or workflow, not a full production diagram.

Salesforce and MarTech ecosystem

Profiles, consent, activation, analytics, and AI enablement

Customer profile
Preferences and consent
Segmentation
Journeys and campaigns
Analytics and reporting
AI enablement
Salesforce CRMData CloudMarketing CloudPreference CenterJourney BuilderAutomation StudioCloudPagesData ExtensionsAnalyticsAI Assistants

Problem

Without a clear migration architecture, teams risk recreating legacy complexity, losing unsubscribe behavior, breaking campaign processes, and building SFMC assets without governance.

Approach

Planned a structured SFMC migration approach covering Data Extensions, automations, journeys, CloudPages, publication lists, preference logic, SQL processes, and campaign operations.

Architecture

The architecture separates subscriber profile data, consent and publication preferences, campaign audiences, journey entry sources, reporting extracts, and operational automations to reduce coupling and improve maintainability.

Tools

Salesforce Marketing Cloud
Adobe Campaign Standard
SQL
AMPscript
SSJS
CloudPages
Automation Studio

Outcome

  • Reduced migration risk by defining system boundaries before rebuild work
  • Improved maintainability of SFMC data and automation assets
  • Protected subscriber preference and unsubscribe behavior
  • Created a scalable platform foundation for future campaigns and AI-enabled workflows

Lessons learned

  • Migration quality depends on architecture decisions made before asset rebuild begins.
  • Preference and consent architecture should be treated as core platform infrastructure.

Related work

More case studies with similar architecture patterns.

Salesforce / MarTech Architecture

Subscriber Profile Architecture for Segmentation

Modeled subscriber profile data across CRM, preferences, engagement, and campaign history to support maintainable segmentation and automation.

Subscriber Profiles
Segmentation
Data Extensions
Salesforce Marketing Cloud
SQL
Data Extensions
View case study
Consent / Governance

Preference Center and Consent Architecture

Designed preference and consent architecture for publication lists, subscriber status, opt-in and opt-out logic, audit logging, and governance-minded activation.

Preference Center
Consent
Publication Lists
Salesforce Marketing Cloud
CloudPages
AMPscript
View case study