CRM migration
Field-level mapping, validation, and rollback between Pega Sales Automation and Twenty CRM. We move data and schema; workflows are rebuilt natively in Twenty CRM.
Pega Sales Automation
Source
Twenty CRM
Destination
Compatibility
8 of 11
objects map 1:1 between Pega Sales Automation and Twenty CRM.
Complexity
CModerate
Timeline
4-7 weeks
Overview
Moving from Pega Sales Automation to Twenty CRM is a structural migration from an enterprise BPM-hybrid to an open-source CRM that is actively maturing. Pega organizes data around a Work Object (Case) model with a strict import dependency graph: Accounts load first, then Contacts, then Activities, then Opportunities, with junction objects arriving last. Twenty CRM does not replicate Pega's Case management or its AI Next-Best-Action decisioning engine, so these records require explicit disposition decisions during scoping. We preserve the account-contact-opportunity relationship chain through foreign-key lookup resolution at migration time, map Pega's industry-specific entities (Financial Services, Insurance variants) to standard Twenty objects, and flag Constellation UI metadata fields that may not have Traditional UI equivalents in the customer's Pega instance. Binary attachments stored in Pega Cloud blob storage do not migrate as files; we preserve metadata only. Workflows, Rulesets, and Pega's automated decisioning are not migrated as code.
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 Sales Automation 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 Sales Automation
Account
Twenty CRM
Company
1:1Pega Accounts (economic decision-making units in B2B selling mode) map directly to Twenty CRM Company records. The Pega Account.pxCompanyName field maps to Company.name, Account.pxStreetAddress1 to Company.address_street, and Account.pxCity to Company.address_city. Account is the top-level entity in Pega's dependency graph and must be migrated first; we import all Companies before any Contacts to satisfy foreign-key resolution in Twenty.
Pega Sales Automation
Contact
Twenty CRM
Contact
1:1Pega Contacts map to Twenty CRM Contacts with AccountId resolved to the migrated Company record by email domain match. Pega's Contact.pxFirstName and Contact.pxLastName map to Contact.name (Twenty uses a composite name field). Phone, email, and job title migrate to standard Contact fields. Contacts must import after Companies per Pega's dependency graph; we use a batch-chunked import with parent-record lookup to resolve the Company relationship before inserting each Contact batch.
Pega Sales Automation
Lead
Twenty CRM
Lead
1:1Pega Leads represent unconverted prospects and may carry Pega-specific disposition codes and lead scoring values from the Customer Decision Hub. We map Lead to Twenty CRM Lead preserving disposition status in a custom field, lead score in a numeric field, and source attribution in the standard source field. If the customer's Pega instance uses a lead-to-opportunity conversion workflow, we map the converted opportunity to a Twenty CRM Opportunity and mark the original Lead as converted.
Pega Sales Automation
Opportunity
Twenty CRM
Opportunity
1:1Pega Opportunities link to Accounts (and optionally Contacts) and include stage progression, amount, close date, and probability. We map Opportunity.stageName to Twenty CRM Opportunity.stage, Opportunity.amount to Opportunity.amount, and Opportunity.closeDate to Opportunity.closeDate. Probability migrates as a custom numeric field since Twenty CRM does not enforce stage-to-probability mapping. Stage history from Pega's progress tracking becomes a JSON-formatted notes field for audit.
Pega Sales Automation
Activity
Twenty CRM
Activity
1:1Pega Activities (calls, emails, meetings, tasks) are tied to parent entities via the Work Object relationship. Pega's import documentation mandates loading Activities after their parent records. We map Pega Activity types to Twenty CRM Activity records: Calls as type=CALL with duration, emails as type=EMAIL with body, meetings as type=MEETING with date range, and tasks as type=TASK with status and due date. The parent-reference relationship resolves to the migrated Contact, Company, or Opportunity record.
Pega Sales Automation
Product
Twenty CRM
Product
1:1Pega Products (sellable items in the CDM) map to Twenty CRM Products. Product.name, Product.pxProductCode (SKU), and pricing fields migrate to Twenty Product.name, Product.description, and Product.price fields. Opportunity-Product junction records from Pega (defining which products attach to which opportunities) map to Twenty CRM OpportunityLineItems with resolved product and opportunity references.
Pega Sales Automation
Territory
Twenty CRM
Custom segmentation field
lossyPega Territories segment Accounts and users by geography or business unit using territory assignment rules that trigger on record creation. Twenty CRM does not have a native Territory object. We map territory assignments to a custom text field on Company and Contact records, preserving the territory name so the customer's admin can use it for segmentation and reporting. If the customer requires a full territory hierarchy, we document the structure for admin-level configuration in Twenty.
Pega Sales Automation
Sales Team
Twenty CRM
Workspace / Team feature
lossyPega Sales Teams define which users have access to a given Account or Opportunity. Pega stores team membership as a separate assignment entity. Twenty CRM uses a Workspace-based sharing model where records are assigned to workspaces. We map Pega team membership to Workspace assignments on the migrated Company and Opportunity records, resolving Pega operator IDs to Twenty CRM user accounts by email match.
Pega Sales Automation
Campaign
Twenty CRM
Opportunity (linked)
lossyPega Campaigns group Leads and Activities for coordinated outreach. Twenty CRM does not have a dedicated Campaign object. We migrate campaign membership records as linked Opportunities with a campaign_name custom field, and preserve campaign status and linked Opportunity associations in a campaign tracking object. The customer's admin rebuilds campaign automation sequences in Twenty's workflow builder post-migration.
Pega Sales Automation
Case (Work Object)
Twenty CRM
Custom Object or Opportunity
1:1Pega Sales Automation wraps many entities as Cases (Work Objects) under its BPM engine. Cases carry lifecycle states, assignments, and SLA timers that have no direct Twenty CRM equivalent. During scoping, we identify all Case Work Object types in the customer's Pega instance and determine whether they map to a custom Twenty CRM object (requiring schema pre-creation) or to an Opportunity with extended notes capturing the case context. SLA timers and assignment data migrate as custom fields on the target object.
Pega Sales Automation
Custom Fields
Twenty CRM
Custom Fields
1:1Pega allows unlimited custom properties on any base entity through App Studio or Rule configuration. There is no automated discovery endpoint that lists every custom field across the schema. We enumerate custom fields entity by entity via the Pega API or by reviewing the customer's Ruleset exports, then hand-map each to a Twenty CRM custom field, matching Pega data types (Text, Integer, DateTime, Boolean, Decimal) to Twenty's type system. Custom field mapping is the highest-effort step in this migration and is scoped separately during discovery.
| Pega Sales Automation | Twenty CRM | Compatibility | |
|---|---|---|---|
| Account | Company1:1 | Fully supported | |
| Contact | Contact1:1 | Fully supported | |
| Lead | Lead1:1 | Fully supported | |
| Opportunity | Opportunity1:1 | Fully supported | |
| Activity | Activity1:1 | Fully supported | |
| Product | Product1:1 | Fully supported | |
| Territory | Custom segmentation fieldlossy | Fully supported | |
| Sales Team | Workspace / Team featurelossy | Fully supported | |
| Campaign | Opportunity (linked)lossy | Fully supported | |
| Case (Work Object) | Custom Object or Opportunity1:1 | Fully supported | |
| Custom Fields | Custom Fields1:1 | Mapping required |
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 Sales Automation gotchas
Traditional UI to Constellation migration is a separate migration track
Entity import order is strictly enforced with hard dependencies
Pega API rate limits are not publicly documented
Custom Fields require manual mapping against destination schema
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
Discovery and Pega instance profiling
We audit the source Pega instance across entity count (Accounts, Contacts, Leads, Opportunities, Activities, Cases), Pega version (Traditional UI vs Constellation UI, as these have different field metadata), selling mode (B2B/B2C/Mixed), industry variant (Financial Services, Insurance, Healthcare), Ruleset exports for custom field enumeration, and the existing operator and territory structure. We also inventory Work Object types and their lifecycle states. This produces a written migration scope with record counts per entity and a custom field inventory list that defines the mapping workload.
Twenty CRM schema design and custom object creation
We design the destination schema in Twenty CRM. This includes creating any custom objects needed to host Pega Work Objects, adding custom fields to standard Twenty objects for Pega-specific data (disposition codes, SLA timers, territory assignments, probability), and configuring any segmentation fields required to replicate Pega territory hierarchies. Schema is deployed into the customer's Twenty instance before any data migration begins. We use Twenty's REST API for bulk schema operations where available.
Custom field mapping and type resolution
We work through the Pega custom field inventory created during discovery, mapping each Pega property to a typed Twenty CRM field. Pega data types (Text, Integer, DateTime, Decimal, Boolean, Picklist) map to their Twenty equivalents. For Pega-specific types without a direct Twenty equivalent, we use a JSON-encoded text field or a custom field type chosen during scoping. This step is manual and cannot be fully automated due to the absence of a Pega schema-discovery endpoint; it is the highest-effort step in the migration and is scoped with a time estimate based on entity count.
Entity extraction in dependency order
We extract data from Pega in the strict dependency sequence: Accounts first (no parent dependencies), then Contacts (with AccountId resolved), then Activities (with parent entity references resolved to migrated IDs), then Opportunities (with AccountId and optional ContactId resolved), then junction records (Opportunity-Product, Sales Team assignments), then Work Objects (Cases) with their lifecycle state data. Each extraction batch is validated against Pega's data quality checks before we proceed to the next tier. If we encounter rate-limiting (Pega does not publish limits; we use adaptive throttling with exponential backoff), we pause and retry.
Twenty CRM import with foreign-key resolution
We import extracted records into Twenty CRM using the REST API with batch chunking. We resolve Pega Account IDs to the Twenty CRM Company IDs at migration time by maintaining a lookup table during import. Contact imports use the resolved Company IDs for the company relationship. Activity imports resolve WhoId and WhatId references to the migrated Contact, Company, and Opportunity records. Work Object imports land in the pre-created custom objects or Opportunity records depending on the disposition decision made during scoping. Each import phase emits a row-count reconciliation report.
Cutover, validation, and workflow rebuild handoff
We freeze writes in Pega during cutover, run a delta migration of any records modified during the migration window, then mark Twenty CRM as the system of record. We validate a random sample of migrated records against the Pega source for field-level accuracy. We deliver a written inventory of every Pega Workflow, Rule, and automation that requires rebuild in Twenty's workflow builder, and we flag the absence of an equivalent to Pega's Next-Best-Action engine in Twenty so the customer's stakeholders make an informed decision about AI capability gaps. We support a one-week hypercare window for reconciliation issues. Workflow rebuild and admin training are outside standard migration scope.
Platform deep dives
Pega Sales Automation
Source
Strengths
Weaknesses
Twenty CRM
Destination
Strengths
Weaknesses
Complexity grading
Moderate CRM migration. 4 of 8 objects need a mapping; the rest are 1:1.
Overall complexity
Moderate migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Pega Sales Automation and Twenty CRM.
Object compatibility
4 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 Sales Automation: Not publicly documented — Pega support responses in forums indicate limits exist but are not published or configurable by customers.
Data volume sensitivity
Pega Sales Automation doesn't expose a bulk API — REST + parallelization used for high-volume runs.
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.
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FAQ
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