CRM migration
Field-level mapping, validation, and rollback between Pega Platform and Mailchimp. We move data and schema; workflows are rebuilt natively in Mailchimp.
Pega Platform
Source
Mailchimp
Destination
Compatibility
10 of 10
objects map 1:1 between Pega Platform and Mailchimp.
Complexity
BStandard
Timeline
48–96 hours
Overview
Pega Platform stores customer data as part of enterprise case-management workflows — contacts live inside cases, organizations have hierarchical parent-child relationships, and custom properties extend every data object. Mailchimp is an audience-centric email marketing platform: subscribers are flat records inside Audiences, contacts have merge fields, and tags replace the organizational labels and case-status concepts that Pega uses. FlitStack AI extracts contact and organization records from Pega via its REST API and Data Set export tools, resolves them to Mailchimp subscribers by email address, and maps custom Pega properties to Mailchimp merge fields. Tags created in Pega (for case status, region, or account tier) become Mailchimp Tags on the subscriber record. Pega workflows, case-management rules, operator roles, and decisioning logic have no equivalent in Mailchimp and must be rebuilt using Mailchimp's automation builder post-migration. We use a staged API-driven export from Pega's data layer, validate subscriber counts and field coverage against a sample migration, then commit the full dataset with a 24–48 hour delta-pickup window to capture any records modified during cutover.
Every standard and custom field arrives verified.
AI proposes the map; you confirm before any record moves.
Parent–child, lookups, and ownership stay linked.
Calls, emails, meetings — with original timestamps.
Documents, uploads, and inline notes move with the record.
Why teams make this switch
Leaving
What's pushing teams away
Choosing
What's pulling them in
Object mapping
Each row shows how a Pega Platform object lands in Mailchimp, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Pega Platform
Contact (embedded in Case)
Mailchimp
Mailchimp Subscriber (Audience Member)
1:1Pega stores contacts as embedded pages inside case instances (Data-Contact or Work- class subclasses). We extract each contact by email address from the case data and upsert a corresponding Mailchimp Subscriber. The primary email address is the matching key. Subscribers without a valid email are flagged for manual review before migration.
Pega Platform
Organization (Data-Org)
Mailchimp
Mailchimp Merge Fields (COMPANY, INDUSTRY)
1:1Pega's Organization is a hierarchical entity (with parent-child links) that has no native Mailchimp equivalent. We flatten the Organization name and industry into Mailchimp's standard merge fields (FNAME, LNAME, COMPANY). Hierarchical relationships are preserved as a custom merge field Parent_Organization__c and exported as a comma-separated reference string.
Pega Platform
Pega Tags (pyTags on Work objects)
Mailchimp
Mailchimp Tags
1:1Tags assigned to Pega work objects (cases, assignments) are extracted and applied as Mailchimp Tags on the matching subscriber. Tags representing case status (Open, Pending Review, Escalated) become marketing-facing tags that can be used for segmentation. Multiple tags on one Pega record become multiple Mailchimp Tags on the subscriber.
Pega Platform
Case Create Date (pxCreateDateTime)
Mailchimp
Mailchimp Merge Field (MEMBER_SINCE or custom CREATE_DATE)
1:1The original Pega case creation timestamp is preserved as a Mailchimp custom merge field of type date. This allows segmentation by when the contact first entered the system, which is useful for re-engagement campaigns. Standard Mailchimp MEMBER_SINCE is set by Mailchimp at subscription time and is not overwritten.
Pega Platform
Case Status (pyStatusWork)
Mailchimp
Mailchimp Tag or Merge Field (STATUS_FROM_PEGA)
1:1Pega work item status values (New, Open, Pending-Approval, Resolved, Closed) are mapped to Mailchimp Tags or a custom picklist merge field. Since Mailchimp has no workflow-state concept, we use tags for active case status indicators that marketing might want to segment on (e.g., Active-Client, Churned, In-Onboarding).
Pega Platform
Custom Properties on Contact (Data-Class properties)
Mailchimp
Mailchimp Merge Fields
1:1Pega custom fields on Data-Contact (e.g., Contract_Type, Annual_Contract_Value, Renewal_Date) become Mailchimp custom merge fields. We create one merge field per Pega property, mapping Pega data types to Mailchimp equivalents (text, number, date, phone). Merge fields exceeding 255 characters are truncated with a note in the transformation_note.
Pega Platform
Pega Operator / Owner (pxAssignedOperator)
Mailchimp
Mailchimp Merge Field (ORIGINAL_OWNER) or Tag
1:1Pega's operator ID on a case (who owns or created the work item) has no Mailchimp equivalent since subscribers are not owned by users. We preserve the operator identifier as a custom merge field ORIGINAL_OWNER for reference. This is useful if you are cross-referencing Pega historical records after migration.
Pega Platform
Pega Case Notes (pulse/assignments comments)
Mailchimp
Mailchimp Activity Notes (internal reference export)
1:1Pega case notes and pulse activity are audit records with no direct Mailchimp equivalent. We export these as a JSON reference file linked to the subscriber by email hash, not as in-app Mailchimp data. Rebuild of case history in Mailchimp is not supported — use the reference export for compliance or audit purposes.
Pega Platform
Work List / Work Basket
Mailchimp
Mailchimp Tag (WORK_BASKET reference)
1:1Pega work lists (queues of pending assignments for operators) are a workflow routing mechanism. Mailchimp has no work-queue concept. We capture the work basket name as a Mailchimp tag on the subscriber for reference, but Mailchimp cannot replicate Pega's routing logic.
Pega Platform
Pega Application / Ruleset Version
Mailchimp
Mailchimp Audience Description / Tag
1:1If you are migrating from a specific Pega application (e.g., Pega Customer Service, Pega Sales Automation), we tag the Mailchimp Audience with the application name and Pega version string for reference. This helps future audit trails understand which Pega app the contact data originated from.
| Pega Platform | Mailchimp | Compatibility | |
|---|---|---|---|
| Contact (embedded in Case) | Mailchimp Subscriber (Audience Member)1:1 | Fully supported | |
| Organization (Data-Org) | Mailchimp Merge Fields (COMPANY, INDUSTRY)1:1 | Fully supported | |
| Pega Tags (pyTags on Work objects) | Mailchimp Tags1:1 | Fully supported | |
| Case Create Date (pxCreateDateTime) | Mailchimp Merge Field (MEMBER_SINCE or custom CREATE_DATE)1:1 | Fully supported | |
| Case Status (pyStatusWork) | Mailchimp Tag or Merge Field (STATUS_FROM_PEGA)1:1 | Fully supported | |
| Custom Properties on Contact (Data-Class properties) | Mailchimp Merge Fields1:1 | Fully supported | |
| Pega Operator / Owner (pxAssignedOperator) | Mailchimp Merge Field (ORIGINAL_OWNER) or Tag1:1 | Fully supported | |
| Pega Case Notes (pulse/assignments comments) | Mailchimp Activity Notes (internal reference export)1:1 | Fully supported | |
| Work List / Work Basket | Mailchimp Tag (WORK_BASKET reference)1:1 | Fully supported | |
| Pega Application / Ruleset Version | Mailchimp Audience Description / Tag1:1 | Fully supported |
Gotchas + challenges
Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.
Pega Platform gotchas
Version upgrades deprecate rules and break existing applications
Constellation UI migration requires explicit rule rewrites
Pega Robotics requires separate export tooling
Data Set exports require chunked reads for large volumes
Decision Rule logic does not port automatically to non-Pega destinations
Mailchimp gotchas
Contact count includes unsubscribed and non-subscribed records
Automation workflows cannot be exported
Account suspensions trigger silently during migration
Template HTML is Mailchimp-specific and may not render in other platforms
E-commerce data requires active store connection
Pair-specific challenges
Migration approach
Discover Pega class hierarchy and export contacts from case data
FlitStack connects to your Pega environment via REST API and inspects your application rulesets to map the class hierarchy. We identify where contacts are stored (whether they use Data-Contact, a custom Data- class, or are embedded inside Work- class instances). We run a discovery export of sample case records to confirm the extraction path, then produce a contact extraction query that parses embedded pages, de-duplicates by email, and outputs a normalized CSV ready for Mailchimp import.
Map Pega properties to Mailchimp merge fields and create the Audience schema
We review every Pega contact property and custom field in scope, then create the corresponding merge fields in your Mailchimp Audience. Standard fields (FNAME, LNAME, EMAIL, PHONE, ADDRESS) are mapped automatically. Custom Pega properties are translated to Mailchimp merge fields with appropriate types (text, number, date, phone). We flag any properties exceeding Mailchimp's 255-character text limit with a truncation plan and confirm the Audience schema with you before the migration run.
Export organization data and resolve to subscriber records by email
Pega Organization records are exported separately from contacts. We resolve each organization to the corresponding subscriber by matching on the contact's email domain or explicit org-to-contact linkage in the Pega data model. The organization name, industry, parent hierarchy, and employee count are written to the COMPANY, INDUSTRY, PARENT_ORG, and EMPLOYEES merge fields on the matched subscriber. Subscribers with no Pega organization linkage receive a default company value.
Run a sample migration with field-level diff against Mailchimp
A representative slice of 100–500 Pega contacts migrates first — we upsert them into your Mailchimp Audience via the Mailchimp API and generate a field-level diff report. The diff compares source Pega values against the Mailchimp subscriber record, confirming that text fields are not truncated unexpectedly, date fields are formatted correctly (MM/DD for BIRTHDAY, ISO 8601 for custom date fields), and tags are applied correctly. You review the sample before the full run is committed.
Execute full migration with delta-pickup window and audit export
The full Pega contact dataset migrates in batches via the Mailchimp API, using email as the upsert key. A delta-pickup window of 24–48 hours captures any contacts created or updated in Pega during the cutover period. Every migration operation is logged to an audit trail. We deliver the full subscriber list in Mailchimp plus a JSON export of Pega case notes, workflow tags, and original case IDs for your reference. One-click rollback is available if the Mailchimp Audience data does not reconcile to your specification.
Platform deep dives
Pega Platform
Source
Strengths
Weaknesses
Mailchimp
Destination
Strengths
Weaknesses
Complexity grading
Standard CRM migration. 1 of 8 objects need a mapping; the rest are 1:1.
Overall complexity
Standard migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Pega Platform and Mailchimp.
Object compatibility
1 of 8 objects need a mapping; the rest are 1:1.
Field mapping clarity
Field mapping is derived from defaults — final spec confirmed during the sample migration.
Timeline complexity
8-object category — typical timelines run 2–7 days end-to-end.
API constraints
Pega Platform: Not publicly documented; rate limits are enforced per API plan and vary by Pega Cloud environment.
Data volume sensitivity
Pega Platform exposes a bulk API — large-volume migrations stream efficiently.
Estimator
Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.
Step 1
Pick a category, then your source and destination platforms.
Category
FAQ
Answers to the questions buyers ask most during Pega Platform to Mailchimp migration scoping. Not seeing yours? Book a call.
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