CRM migration
Field-level mapping, validation, and rollback between Pega Platform and Twenty CRM. We move data and schema; workflows are rebuilt natively in Twenty CRM.
Pega Platform
Source
Twenty CRM
Destination
Compatibility
14 of 14
objects map 1:1 between Pega Platform and Twenty CRM.
Complexity
BStandard
Timeline
48–72 hours
Overview
Organizations move from Pega Platform to Twenty CRM when Pega's enterprise BPM and case-management architecture has become a cost and complexity burden that no longer matches the team's actual workflow. Pega is built around processes, assignments, and a deep rule stack; Twenty is a modern open-source CRM built for sales, contact, and deal management with a clean PostgreSQL-backed data model. The migration carries everything Pega stores natively — Party records, Organization entities, Work (case) items, activities, notes, and custom data classes — into Twenty's standard objects and custom object framework. Pega exposes data through its Data Page and REST API layer, not through simple CSV exports. FlitStack AI reads from the Pega API using paginated Data Pages, extracting records with their original create and update timestamps and resolving owners by email match against the Twenty workspace members list. The main data-model challenge is translating Pega's process-oriented work structure into Twenty's deal-oriented Opportunities model: each Pega case ID is preserved as a custom field on the corresponding Twenty record so audit trails stay intact. What does not migrate: Pega workflows, case types, decision rules, Service Level Agreements, and assignment logic are all platform-native constructs that must be rebuilt manually in Twenty's workflow builder. This is always disclosed upfront. Every migration includes a sample run with field-level diff, a delta-pickup window for in-flight records, and an audit log with rollback capability.
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 Twenty CRM, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Pega Platform
Party (pyWorkParty)
Twenty CRM
People
1:1Pega Party records are individual entities associated with a case, typically representing customers, contacts, or guarantors. FlitStack AI maps each Party to a Twenty People record, extracting pyFirstName, pyLastName, pyEmail, and contact properties and resolving the Party's role label as a custom field on the People record for audit continuity.
Pega Platform
Party Name Components (pyFullName)
Twenty CRM
People.firstName + People.lastName
1:1Pega stores some Party records with a single pyFullName string rather than split name components. FlitStack AI splits the full name on the last space to populate Twenty's firstName and lastName fields. Where pyFirstName and pyLastName exist as separate properties, those are mapped directly and the full-name split is skipped.
Pega Platform
Party Contact Info (pyEmailURI, pyPhone)
Twenty CRM
People.email + People.phoneNumber
1:1Pega's pyEmailURI property (mailto: URI format) is parsed to extract the raw email address before writing to Twenty's email field. pyPhone is mapped to Twenty's phoneNumber. Mobile phone and secondary contact fields are mapped to their Twenty equivalents when present on the Party record.
Pega Platform
Organization (Data-Org-)
Twenty CRM
Company
1:1Pega stores organization data in Data-Org- class instances, with properties like Name, Domain, Industry, and numberOfEmployees. FlitStack AI extracts each organization record and creates a corresponding Twenty Company record, mapping standard properties to their Twenty equivalents and flagging any organization that has no Pega-assigned name for manual review.
Pega Platform
Organization Address (pyAddress)
Twenty CRM
Company.address + Company.country
1:1Pega's structured pyAddress page is decomposed into Twenty's address street fields and country pick-list. City, state/province, and postal code are mapped individually. Where Pega stores only a partial address (city only, for example), the remaining address components are left blank and the Company record is flagged for enrichment.
Pega Platform
Work (pxRefObjectInsHandle)
Twenty CRM
Opportunity + CustomField: PegaCaseID__c
1:1Pega Work items (cases) are process-driven work objects, not sales deals. FlitStack AI migrates them as Twenty Opportunities with a custom text field PegaCaseID__c storing the original Pega case handle so the audit trail is preserved. Case subject maps to Opportunity name; status, priority, and description are mapped to custom fields since Twenty does not have a native case structure.
Pega Platform
Work Assignment (Assign-)
Twenty CRM
Opportunity.assignee + Task
1:1Pega assignments are workbasket or operator-level routing records. FlitStack AI resolves the assigned operator's email from the assignment and maps it to the Opportunity's assignee field in Twenty. If a workbasket (multiple operators) is assigned, a linked Task is created per operator in Twenty to preserve the routing record.
Pega Platform
Work History / Audit (pxAuditHistory)
Twenty CRM
Note + Custom Field
1:1Pega's case audit history is a structured log of status changes, assignments, and SLA events. FlitStack AI converts each audit entry into a Twenty Note attached to the migrated Opportunity, recording the timestamp, operator, and action. This preserves the case's full history in a readable format in Twenty without requiring a custom audit object.
Pega Platform
Case SLAs (Service Level Agreements)
Twenty CRM
Task.dueDate + Custom Field
1:1Pega SLA goal and deadline timestamps are extracted and stored as custom datetime fields (SLA_Goal__c and SLA_Deadline__c) on the migrated Opportunity. Twenty's native Task dueDate field is used for immediate action items. SLA rules themselves cannot be migrated — they must be rebuilt in Twenty's workflow builder if continued SLA tracking is required.
Pega Platform
Custom Data Class (Data-xxx)
Twenty CRM
Custom Object
1:1Any Pega custom data class (Data- prefixed classes beyond the standard org/work structures) is migrated as a Twenty custom object. The custom object is created in Settings → Data Model before migration begins. Relationships that exist as embedded pages in Pega are mapped as relation fields in Twenty; many-to-many relationships may require junction objects which are surfaced in the migration plan.
Pega Platform
Operator (Data-Admin-Operator)
Twenty CRM
Workspace Member resolution
1:1Pega Operator records (staff members) are resolved by email against Twenty Workspace Members. The Twenty workspace must be set up and members invited before migration runs, otherwise owner fields are flagged as unmatched and assigned to a fallback user. Unmatched operators are listed in the pre-migration audit report.
Pega Platform
Pega Attachment (Data-Content-*)
Twenty CRM
Note (with link reference)
1:1Pega stores file attachments as Data-Content-* records linked to cases. FlitStack AI preserves the attachment name, content type, and the Pega record handle as a custom text field on a Note attached to the related Opportunity. Actual file re-upload requires your team to download from Pega and re-attach in Twenty, as Pega's blob storage is not directly accessible via API.
Pega Platform
Pega Decision Rules
Twenty CRM
No equivalent
1:1Pega Decision Rules include Decision Trees, Decision Tables, and Scorecard rules — Pega-engine constructs that power next-best-action logic and conditional routing. These rule artifacts are deeply embedded in Pega's rule stack and cannot be extracted in a format Twenty can interpret. They are disclosed as not migratable and surfaced in the pre-migration audit as candidates requiring manual reconstruction in Twenty's workflow builder.
Pega Platform
Pega Case Type (Work-*)
Twenty CRM
Workflow (manual rebuild)
1:1Pega Case Types define the stages, transitions, and SLA configurations of a work process. Twenty does not have a case-type equivalent — processes are modeled as Opportunities with stage pick-lists and workflow automations. Each Pega Case Type must be analyzed and rebuilt in Twenty's workflow builder as a set of stage definitions and automation triggers.
| Pega Platform | Twenty CRM | Compatibility | |
|---|---|---|---|
| Party (pyWorkParty) | People1:1 | Fully supported | |
| Party Name Components (pyFullName) | People.firstName + People.lastName1:1 | Fully supported | |
| Party Contact Info (pyEmailURI, pyPhone) | People.email + People.phoneNumber1:1 | Fully supported | |
| Organization (Data-Org-) | Company1:1 | Fully supported | |
| Organization Address (pyAddress) | Company.address + Company.country1:1 | Fully supported | |
| Work (pxRefObjectInsHandle) | Opportunity + CustomField: PegaCaseID__c1:1 | Fully supported | |
| Work Assignment (Assign-) | Opportunity.assignee + Task1:1 | Fully supported | |
| Work History / Audit (pxAuditHistory) | Note + Custom Field1:1 | Fully supported | |
| Case SLAs (Service Level Agreements) | Task.dueDate + Custom Field1:1 | Fully supported | |
| Custom Data Class (Data-xxx) | Custom Object1:1 | Fully supported | |
| Operator (Data-Admin-Operator) | Workspace Member resolution1:1 | Fully supported | |
| Pega Attachment (Data-Content-*) | Note (with link reference)1:1 | Fully supported | |
| Pega Decision Rules | No equivalent1:1 | Fully supported | |
| Pega Case Type (Work-*) | Workflow (manual rebuild)1:1 | 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
Twenty CRM gotchas
Import order is enforced and critical
Export limited to 20,000 records and visible columns only
Soft-deleted records count toward uniqueness and trigger restores
API rate limits cap at 200 req/min on Organization tier
No native email sequences — follow-up cadences require external tools
Pair-specific challenges
Migration approach
Audit Pega data classes and schema
Before any data moves, FlitStack AI connects to the Pega environment using read-only API credentials and inventories all data classes — standard Work-, Data-Org-, Data-Party- structures and every custom Data-xxx class. For each class we document: the properties and their data types, whether embedded page lists or page properties exist, the approximate record count per class, and whether the class uses Pega's SLA or assignment infrastructure. This audit produces the field-level mapping document that drives the entire migration and surfaces the custom data class complexity that determines final pricing. The audit typically takes 3–5 business days and is included in every project at no additional cost.
Set up Twenty workspace and custom objects
Based on the audit, FlitStack AI delivers a setup plan for your Twenty workspace: which custom objects to create (Settings → Data Model), which custom fields to add to People, Company, and Opportunity objects, and what pick-list values to configure for stage and priority fields. All Pega case types and custom data class names are included as reference in the setup plan. Your Twenty admin creates these objects before the migration run. Simultaneously, invite all Pega operators whose records will be migrated — all invitations must be accepted before FlitStack AI runs owner resolution. We provide a Pega operator export template to help you cross-reference operators with the Twenty member list.
Extract data from Pega Data Pages and REST API
FlitStack AI reads from Pega's Data Page and REST API layer using paginated extraction with cursor-based pagination. Data is extracted in dependency order: Organizations first (since People reference Organizations), then Parties, then Work items, then custom class records. Each record is enriched with its original create timestamp, last-modified timestamp, and the operator handle for owner resolution. Embedded page properties are normalized into flattened row format compatible with Twenty's CSV import model. API rate limits are managed automatically. The extraction run produces a staged CSV set ready for the Twenty import pipeline. This step runs with scoped read access only — no data is modified in Pega.
Run sample migration with field-level diff
A representative sample of records — typically 200–500 across People, Companies, Opportunities, and any custom objects — is migrated to Twenty first. FlitStack AI generates a field-level diff comparing source values against the destination values for every mapped field. You review the diff to verify that Pega case IDs are preserved in PegaCaseID__c, that owner resolution by email is accurate, that Pega SLA timestamps landed in the correct custom datetime fields, and that embedded page data was normalized correctly. Approval of the sample diff authorizes the full migration run. Any mapping adjustments are made before the full run commits, preventing rework on the complete dataset.
Full migration with delta pickup and audit log
The full dataset is migrated to Twenty. A delta-pickup window — typically 24–48 hours after the initial run — captures any Pega records modified or created during the migration cutover period, so Twenty reflects Pega's final state at go-live. Every operation is logged in the FlitStack AI audit log with source record ID, destination record ID, field mappings applied, and any errors encountered. If reconciliation fails or data integrity checks reveal discrepancies, one-click rollback reverts the Twenty workspace to its pre-migration state. After rollback verification, the migration can be restarted without re-running the full setup phase. Post-migration, you receive a full record-count reconciliation report and a list of any Pega operators that could not be resolved to Twenty members for manual follow-up.
Platform deep dives
Pega Platform
Source
Strengths
Weaknesses
Twenty CRM
Destination
Strengths
Weaknesses
Complexity grading
Standard CRM migration. 2 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 Twenty CRM.
Object compatibility
2 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
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