CRM migration

Migrate from Pega Customer Engagement Suite to Twenty CRM

Field-level mapping, validation, and rollback between Pega Customer Engagement Suite and Twenty CRM. We move data and schema; workflows are rebuilt natively in Twenty CRM.

Pega Customer Engagement Suite logo

Pega Customer Engagement Suite

Source

Twenty CRM

Destination

Twenty CRM logo

Compatibility

70%

7 of 10

objects map 1:1 between Pega Customer Engagement Suite and Twenty CRM.

Complexity

BStandard

Timeline

4-8 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Pega Customer Engagement Suite to Twenty CRM is an architectural migration, not a record copy. Pega's case-based architecture treats every customer interaction as a Case instance with configurable routing, SLA rules, and decision logic; Twenty CRM uses standard CRM objects (Company, Person, Opportunity, Task) on an open-source TypeScript stack. We extract Case records, Work Object histories, custom Entities, and Customer Profiles, then transform them into Twenty's native objects and custom object types. Pega's low-code workflows, Next-Best-Action decision rules, and case-type templates do not translate to Twenty and are delivered as documentation for manual rebuild. We use Twenty's GraphQL API at /graphql with standard REST backing and resolve parent-record lookups during migration so that every Task is correctly attached to the right Person or Company on arrival.

Field-level fidelity

Every standard and custom field arrives verified.

Schema-aware mapping

AI proposes the map; you confirm before any record moves.

Relationships preserved

Parent–child, lookups, and ownership stay linked.

Full activity history

Calls, emails, meetings — with original timestamps.

Attachments & notes

Documents, uploads, and inline notes move with the record.

Why teams make this switch

Two sides of the same decision

Leaving

Pega Customer Engagement Suite logo

Pega Customer Engagement Suite

What's pushing teams away

  • Licensing and implementation costs are substantially higher than comparable CRM platforms, making it prohibitive for mid-market organizations
  • Implementation projects routinely span many months and require dedicated teams with Pega-specific certifications and expertise
  • Advanced features and debugging tools carry a steep learning curve that frustrates both administrators and end users without prior experience
  • Version upgrades regularly deprecate rules from prior releases, forcing organizations to rebuild custom applications or risk breakage
  • Limited integration marketplace compared to Salesforce or ServiceNow creates friction when connecting to common enterprise tools

Choosing

Twenty CRM logo

Twenty CRM

What's pulling them in

  • Top open-source CRM on GitHub with 40.6K stars, giving teams full source code access and infrastructure ownership without per-feature licensing surprises.
  • Free self-hosting under AGPL-3.0 means unlimited users and custom objects for the cost of cloud infrastructure alone, typically $20–100/month.
  • Pricing page explicitly mocks competitors for charging add-on fees for API access, webhooks, and workflows — transparency that resonates with RevOps teams burned by Salesforce.
  • Unlimited custom objects and fields with no price impact, letting teams shape the data model to their business rather than forcing business into rigid schemas.
  • Modern TypeScript/React/PostgreSQL stack means developer-led teams can extend, self-host, or integrate without fighting legacy architecture.

Object mapping

How Pega Customer Engagement Suite objects map to Twenty CRM

Each row shows how a Pega Customer Engagement Suite 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 Customer Engagement Suite

Case

maps to

Twenty CRM

Company + Person (1:N or 1:1 depending on case type)

lossy
Fully supported

Pega Cases are the central work object representing service requests, complaints, and inquiries. Each Case instance carries status, priority, assignment, and SLA metadata. Twenty CRM has no native Case object, so we map Case records to a combination of Company (for organizational cases) and Person records (for individual cases), with the original Pega case status, priority, and assignment data preserved in custom fields on the destination records. If the Pega deployment uses Cases primarily at the account level, they map directly to Company.

Pega Customer Engagement Suite

Work Object

maps to

Twenty CRM

Task

1:1
Fully supported

Work Objects are case instances created from Case Type templates with current assignment, stage, and audit history. The pyStatusWork and pyAssignment fields carry routing and SLA data that we translate to Twenty Task status and assignee fields. Activity timestamp ordering is preserved by setting the Twenty Task's due date and completion date to the original Pega work object timestamps. Parent-case linkage is maintained via a custom field linking the Task to the migrated Company or Person record.

Pega Customer Engagement Suite

Entity

maps to

Twenty CRM

Custom Object

1:1
Fully supported

Pega Entities are the core data model objects that map to database tables; organizations often add custom Entities beyond Pega's standard ones. We map each Entity to a Twenty Custom Object created via the /metadata API before data migration begins. The Twenty metadata schema (DataSource, Object, Field tables) is pre-configured with matching field names and data types so that the GraphQL schema generation produces the correct structure. Any Entity relationships (parent-child, many-to-many) are resolved as Twenty custom object lookups.

Pega Customer Engagement Suite

Customer Profile

maps to

Twenty CRM

Person + Company (1:N split)

1:many
Fully supported

Pega Customer Profiles store contact information, interaction history, and preferences. When a Customer Profile includes organizational affiliation, we split it into a Person record (name, email, phone, address) and a Company record (organization name, domain), with the Person linked to the Company via a standard relationship field. Custom properties on the Pega Customer Profile migrate as custom fields on the Person object. Interaction history migrates as Tasks and Notes attached to the Person record.

Pega Customer Engagement Suite

Data Page

maps to

Twenty CRM

Custom Object

1:1
Fully supported

Pega Data Pages are cached data structures used by applications to retrieve and display information. We extract the cached data values and map them to a Twenty Custom Object with field names derived from the Data Page's property definitions. Since Data Pages represent derived query results rather than source records, we create a separate Custom Object for each Data Page and populate it with the extracted values, noting that the query logic that originally hydrated the Data Page will need to be rebuilt as a Twenty view or filter.

Pega Customer Engagement Suite

Case Type

maps to

Twenty CRM

Documentation for manual rebuild

lossy
Fully supported

Pega Case Types define the template for cases including stages, steps, assignments, and routing rules. Twenty CRM has no equivalent case-type concept; its workflow model uses standard CRM objects (Tasks, Notes, Opportunities) with no native BPMN-style stage/step builder. We document each Case Type configuration as a written specification covering stages, step sequence, assignment rules, and SLA definitions, which the customer's admin uses to design equivalent Twenty CRM workflows manually after migration.

Pega Customer Engagement Suite

Custom Field

maps to

Twenty CRM

Custom Field (on standard or custom object)

1:1
Fully supported

Custom fields extend standard Pega objects and are associated with Rules. We extract field names, data types, and all populated values from every custom field definition. Mapping to Twenty custom fields requires a destination object (standard or custom) and field creation via the /metadata API before import. Text fields map to text, numeric fields to number, picklist values to select, and date fields to date. Custom field validation rules do not migrate and must be defined manually in Twenty's field settings.

Pega Customer Engagement Suite

Decision

maps to

Twenty CRM

Documentation for manual rebuild

1:1
Fully supported

Pega Decision Manager and Next-Best-Action rules are AI-driven logic trees specific to Pega's decisioning engine. Twenty CRM has no native decisioning or AI-driven next-best-action capability. Decisions cannot be extracted and translated to Twenty's platform. We deliver a written inventory of every active Pega Decision rule with its conditions, actions, and business context so that the customer's team can evaluate whether equivalent logic needs to be rebuilt manually or via an external decision engine.

Pega Customer Engagement Suite

Workflow

maps to

Twenty CRM

Documentation for manual rebuild

1:1
Fully supported

Pega workflows authored in Pega's low-code BPMN-adjacent syntax do not export in a standard format compatible with Twenty CRM. We do not migrate workflow logic as code. We export business logic as documentation covering each workflow's trigger, conditions, actions, assignments, and SLA configurations, which the customer's admin uses to design equivalent processes using Twenty's standard CRM objects (Tasks, Notes, Opportunities with stage automation) after migration.

Pega Customer Engagement Suite

Report

maps to

Twenty CRM

Documentation for manual rebuild

1:1
Fully supported

Pega report definitions, dashboard configurations, and analytics views are platform-specific and do not transfer across systems. We deliver a written catalog of every Pega report with its filters, groupings, metrics, and chart configuration. The customer's admin rebuilds these as Twenty CRM views, filters, and Opportunity reports, or connects to an external BI tool (Metabase, Grafana, or similar) that reads from Twenty's database directly.

Gotchas + challenges

What specifically takes care here

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 Customer Engagement Suite logo

Pega Customer Engagement Suite gotchas

High

Case-based pricing model is migration-critical

High

Version upgrades deprecate rules and break custom applications

Medium

Workflow and decision logic require complete manual rebuild

Medium

Limited documented bulk export API

Low

Salesforce integration gaps reported in production

Twenty CRM logo

Twenty CRM gotchas

High

Import order is enforced and critical

High

Export limited to 20,000 records and visible columns only

Medium

Soft-deleted records count toward uniqueness and trigger restores

Medium

API rate limits cap at 200 req/min on Organization tier

Low

No native email sequences — follow-up cadences require external tools

Pair-specific challenges

  • Pega Cases have no native equivalent in Twenty CRM

    Pega's case-based architecture is fundamental to the platform and has no direct mapping in Twenty CRM. We translate Cases to a combination of Company records (for account-level cases) and Person records (for individual cases) with status, priority, and SLA data preserved in custom fields. However, Pega's routing rules, SLA enforcement, and escalation logic tied to Case stages do not translate. We document every Case Type configuration for manual rebuild, but the automation layer requires significant re-implementation in Twenty's standard task model. Teams expecting a direct case-to-case migration will need to adjust their process expectations.

  • Pega Workflows and Next-Best-Action Decisions cannot migrate

    Pega's low-code workflows, Case Types, Next-Best-Action decision rules, and decisioning logic use Pega-specific syntax that does not translate to Twenty CRM. Twenty has no native BPM automation, decision engine, or next-best-action capability. We export workflow and decision logic as written documentation for manual rebuild, but the automation-dependent processes that drive Pega's operational model require a fundamental redesign in Twenty. This is the most significant gap in scope for teams migrating from Pega to Twenty, and it typically requires a separate implementation phase post-migration.

  • Pega bulk data export requires multi-source extraction

    Pega's REST API supports standard CRUD operations but bulk data export capabilities are not widely documented publicly, and cloud service health limits apply to CDH data exports. We combine Pega's native data export tools, direct database access where permitted, and API-based extraction to ensure complete data coverage. The extraction strategy is designed during discovery and validated against record counts before transformation begins. Incomplete extraction leads to data gaps that are difficult to detect without post-migration reconciliation against Pega reports.

  • Twenty custom object schema must be created before import

    Twenty CRM creates custom objects through the /metadata API, which updates the metadata schema and computes a GraphQL schema stored in a GQL cache. Custom objects cannot be created as a side-effect of data import—they must be provisioned in advance with all field names, types, and relationship definitions defined upfront. We create the complete custom object schema in Twenty before any Pega data is migrated, but any schema changes after migration require re-import of affected records. This means schema discovery must be thorough during the discovery phase to avoid mid-migration schema edits.

  • Data quality issues in Pega amplify during migration

    Pega deployments in large regulated organizations often contain years of records with incomplete fields, duplicate profiles, and inconsistent formats across custom Entities. The case-based architecture can create multiple Case instances for the same customer across different service channels. We conduct a data audit before migration to identify duplicates, incomplete records, and cross-entity relationship gaps, and we implement a cleansing phase as a separate step. Migrations that skip cleansing transfer dirty data into Twenty and create the same data quality problems in the new system that teams experienced in Pega.

Migration approach

Six steps for a successful Pega Customer Engagement Suite to Twenty CRM data migration

  1. Discovery and extraction strategy

    We audit the source Pega environment across all environments (dev, staging, production), identifying Cases, Work Objects, Entities, Data Pages, Case Types, Customer Profiles, custom fields, and decision rules. We assess the Pega extraction method for each object type, prioritizing native Pega data export tools, REST API access, and direct database queries where permitted. The discovery output is a written migration scope covering record volumes per object type, extraction method per object, and a preliminary mapping to Twenty CRM objects and custom objects.

  2. Twenty schema design and provisioning

    We design and provision the destination schema in Twenty CRM. This includes creating all required custom objects via the /metadata API, defining custom fields on standard objects (Company, Person, Task, Note, Opportunity), setting up lookup relationships between objects, and configuring field types to match the Pega source data. Schema is validated in Twenty's sandbox or test environment before any data migration begins. Case Type configurations and decision rules are documented as written specifications during this phase for the rebuild handoff.

  3. Sandbox migration and reconciliation

    We run a full migration into Twenty's test environment using production-equivalent data volumes. The customer's operations lead reconciles record counts against the Pega source (Cases in, Work Objects in, Entities in, Customer Profiles in), spot-checks 25-50 random records for field-level accuracy, and validates that parent-child relationships are correctly resolved (Tasks attached to the right Person, Persons linked to the right Company). Any mapping corrections are captured and applied before the production migration begins.

  4. Customer Profile and Entity deduplication

    We run a deduplication pass on Pega Customer Profiles and Entities before import. For Customer Profiles, we identify records representing the same individual across multiple Profiles and consolidate into a single Person record in Twenty, preserving all interaction history. For Pega Entities, we resolve many-to-many relationships and map them to Twenty custom object lookup fields. This step reduces import volume, prevents duplicate records in Twenty, and ensures that the parent-record lookups are satisfied at migration time.

  5. Production migration in dependency order

    We run production migration in record-dependency order: custom object schema (already provisioned), Companies (from Pega account-level Cases and organizational profiles), Persons (from Pega Customer Profiles and individual Cases), Tasks (from Work Object histories), custom object records (from Pega Entities and Data Pages), and finally Notes (from Pega audit history and interaction records). Each phase emits a row-count reconciliation report before the next phase begins. We use Twenty's GraphQL API with standard batch sizing and rate-limit handling.

  6. Cutover, validation, and rebuild handoff

    We freeze Pega writes during cutover, run a final delta migration of any records modified during the migration window, then designate Twenty CRM as the system of record. We deliver the Case Type specification document, Decision inventory, and Workflow documentation to the customer's team for manual rebuild. We support a one-week hypercare window where we resolve any reconciliation issues raised by the team. We do not rebuild Pega workflows or decisions as Twenty automations inside the migration scope; that is a separate engagement or an internal implementation task.

Platform deep dives

Context on both ends of the pair

Pega Customer Engagement Suite logo

Pega Customer Engagement Suite

Source

Strengths

  • AI-powered Next-Best-Action decisioning processes customer interactions in under 220 milliseconds at scale
  • Dynamic case management with configurable routing, SLA enforcement, and real-time status tracking
  • Unified platform spanning customer service, sales automation, and marketing orchestration without point solutions
  • Robotic Process Automation handles repetitive manual tasks without requiring API-level integration work
  • Low-code application development enables business users to build and modify applications without deep programming knowledge

Weaknesses

  • Premium pricing with case-based licensing model creates unpredictable costs at scale
  • Implementation complexity demands months-long projects and Pega-certified resources
  • Integration marketplace is limited compared to Salesforce or ServiceNow ecosystems
  • Version upgrades regularly deprecate rules, requiring ongoing maintenance investment
  • Limited public API documentation constrains third-party tool and migration tooling coverage
Twenty CRM logo

Twenty CRM

Destination

Strengths

  • AGPL-3.0 open-source license with full source code on GitHub — no vendor lock-in, no sunset risk.
  • Unlimited users and unlimited custom objects on self-hosted, with no feature gating based on headcount.
  • REST and GraphQL APIs available on all paid tiers, not locked behind an enterprise add-on fee.
  • MCP server and webhooks shipped as standard features, not premium upgrades.
  • Modern PostgreSQL-backed data model that developer teams can query, extend, and self-host.

Weaknesses

  • Recent v1.0 release means limited production hardening compared to CRMs with multi-year operational track records.
  • No native email sequencing or sales engagement tools — follow-up cadences require a separate platform.
  • No native two-way email sync or inbox integration, requiring third-party connectors for full activity logging.
  • Self-hosting 'free' pricing hides real infrastructure and DevOps costs that stack up over time.
  • Workflow automation is functional but lacks the complexity needed for sophisticated multi-step sales motions.

Complexity grading

How hard is this migration?

Standard CRM migration. 2 of 8 objects need a mapping; the rest are 1:1.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Pega Customer Engagement Suite and Twenty CRM.

  • Object compatibility

    B

    2 of 8 objects need a mapping; the rest are 1:1.

  • Field mapping clarity

    C

    Field mapping is derived from defaults — final spec confirmed during the sample migration.

  • Timeline complexity

    B

    8-object category — typical timelines run 2–7 days end-to-end.

  • API constraints

    B

    Pega Customer Engagement Suite: Not publicly documented.

  • Data volume sensitivity

    B

    Pega Customer Engagement Suite doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your Pega Customer Engagement Suite to Twenty CRM migration cost

Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.

Step 1

What are you migrating?

Pick a category, then your source and destination platforms.

Category

FAQ

Frequently asked questions about Pega Customer Engagement Suite to Twenty CRM data migrations

Answers to the questions buyers ask most during Pega Customer Engagement Suite to Twenty CRM migration scoping. Not seeing yours? Book a call.

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Most migrations land between four and eight weeks for accounts with up to 50,000 Cases, no more than five custom Entities, and straightforward Customer Profile structures. Migrations involving complex Pega Entity schemas with many-to-many relationships, large Work Object histories exceeding 500,000 assignment records, or organizations spanning multiple Pega environments move to ten to sixteen weeks because of extraction complexity, parent-record resolution, custom object schema design, and the workflow rebuild documentation phase.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Pega Customer Engagement Suite.
Land in Twenty CRM, intact.

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