CRM migration
Field-level mapping, validation, and rollback between Adobe Marketo Engage and Twenty CRM. We move data and schema; workflows are rebuilt natively in Twenty CRM.
Adobe Marketo Engage
Source
Twenty CRM
Destination
Compatibility
6 of 12
objects map 1:1 between Adobe Marketo Engage and Twenty CRM.
Complexity
BStandard
Timeline
4-6 weeks
Overview
Moving from Adobe Marketo Engage to Twenty CRM is a platform-type transition: Marketo is a marketing automation system where Persons, Programs, and Smart Campaigns are first-class artifacts; Twenty CRM is a relationship-management platform centered on Contacts, Accounts, and Deals. We export Persons and Companies from Marketo's lead database, extract form fill activity records from the Activities API (not the Person record export), pre-create Twenty's custom object schema, and import in dependency order. We do not migrate Smart Campaigns, Engagement Programs, or Scoring Models as code; we deliver a written inventory of these artifacts for the customer's admin to rebuild in Twenty's workflow builder. The transition eliminates Marketo's per-contact billing model in favor of Twenty's transparent per-seat pricing, which is why teams with high contact volumes and modest marketing automation needs make the switch.
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 Adobe Marketo Engage 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.
Adobe Marketo Engage
Person (Lead)
Twenty CRM
Contact
1:1Marketo Persons migrate to Twenty Contacts. Email address is the dedupe key. We preserve the original Marketo createdAt and updatedAt timestamps as custom fields on the Twenty Contact for audit and segmentation purposes. Lifecycle stage information from Marketo (if populated via CRM sync) migrates to a custom text field on Contact.
Adobe Marketo Engage
Company
Twenty CRM
Account
1:1Marketo Company records map directly to Twenty Accounts. The domain field from Marketo populates the Account website field and is used as a secondary dedupe key alongside the Account name. We create Accounts before Contact import so that the Account-Contact relationship is satisfied at the moment of insert.
Adobe Marketo Engage
Opportunity
Twenty CRM
Deal
1:1Marketo Opportunity records map to Twenty Deals. The opportunity amount, close date, and stage name migrate directly. We resolve the parent Account reference during import so that the Deal is linked to the correct Account at creation. Opportunity stage probability values migrate to a custom numeric field on Deal for forecasting reference.
Adobe Marketo Engage
Standard Activity (email open, click)
Twenty CRM
Marketo email engagement activities (Visit Web Page, Click Link on Web Page, Open Email, Click Email) migrate to Twenty Email records linked to the Contact. Each activity type becomes a distinct record with the activity timestamp preserved. We extract these from the Activity bulk endpoint rather than from Person record field exports.
Adobe Marketo Engage
Filled Out Form activity
Twenty CRM
Note
1:manyMarketo form fill data lives as activity records, not as fields on the Person record. We extract Filled Out Form activities via the Activity API endpoint and create Twenty Note records per form submission, linked to the Contact. The Note captures form name, submission date, and field values as structured text.
Adobe Marketo Engage
Custom Object (one-to-many)
Twenty CRM
Custom Object
1:1Marketo Custom Objects with a single link field migrate to Twenty custom objects. We pre-create the destination schema in Twenty's database before any data import, including all custom fields, field types (string, integer, date, currency, checkbox), and the relationship field pointing to Contact or Account.
Adobe Marketo Engage
Custom Object (many-to-many)
Twenty CRM
Custom Object + Junction
1:manyMarketo Custom Objects with two link fields use an intermediary object to create many-to-many relationships. We translate this into a custom object plus a junction table in Twenty that replicates the relationship. Both custom object records and junction records are migrated together to preserve referential integrity.
Adobe Marketo Engage
Static List
Twenty CRM
List
lossyMarketo Static Lists hold a fixed set of Person records. We extract the membership records and create Twenty List objects with Contact references. Lists that drive segmentation in Marketo become Lists in Twenty that can be used for bulk actions and reporting. Note that list membership logic (dynamic lists, smart lists) cannot migrate as rules and must be rebuilt manually.
Adobe Marketo Engage
Program
Twenty CRM
Task or Note (documentation)
lossyMarketo Programs (Email Programs, Event Programs, Default Programs) carry period costs, tags, and channel assignments. Twenty has no direct Program equivalent. We extract Program metadata (name, channel, tags, period cost) and deliver it as a structured document that the customer's admin uses to recreate Programs as Campaigns or custom objects in Twenty. Program membership (which Persons were in which Program) migrates as Tags on the Contact record.
Adobe Marketo Engage
Smart Campaign
Twenty CRM
Workflow (documentation)
lossyMarketo Smart Campaigns contain Smart List filters, trigger conditions, and flow steps. We extract the campaign structure as structured JSON and deliver it as a written campaign map with trigger events, conditions, and flow actions documented for rebuild in Twenty's workflow builder. We do not migrate Smart Campaign logic as executable code.
Adobe Marketo Engage
Scoring Model
Twenty CRM
Workflow (documentation)
lossyMarketo lead and contact scoring models (demographic and behavioral) are stored as configuration, not as data records. We extract scoring rules as structured metadata per model and deliver a mapping document that describes each scoring criterion, its weight, and its recommended implementation in Twenty's workflow or property automation. Scoring values on individual Persons do not migrate as static scores; they are deprecated in favor of recalculation in Twenty.
Adobe Marketo Engage
Owner (User)
Twenty CRM
User
1:1Marketo Users referenced on Person, Company, and Opportunity records resolve to Twenty Users via email match. Any Marketo User without a matching Twenty User is held in a reconciliation queue for the customer's admin to provision before record import resumes.
| Adobe Marketo Engage | Twenty CRM | Compatibility | |
|---|---|---|---|
| Person (Lead) | Contact1:1 | Fully supported | |
| Company | Account1:1 | Fully supported | |
| Opportunity | Deal1:1 | Fully supported | |
| Standard Activity (email open, click) | Email1:1 | Fully supported | |
| Filled Out Form activity | Note1:many | Fully supported | |
| Custom Object (one-to-many) | Custom Object1:1 | Fully supported | |
| Custom Object (many-to-many) | Custom Object + Junction1:many | Fully supported | |
| Static List | Listlossy | Fully supported | |
| Program | Task or Note (documentation)lossy | Fully supported | |
| Smart Campaign | Workflow (documentation)lossy | Fully supported | |
| Scoring Model | Workflow (documentation)lossy | Fully supported | |
| Owner (User) | User1:1 | 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.
Adobe Marketo Engage gotchas
SOAP API deprecation forces migration of all integrations by July 31, 2026
Form fill data lives in Activities, not Person record fields
Per-contact billing creates post-migration billing surprises
Rate limit of 100 calls per 20 seconds shared across all integrations
External key uniqueness is not enforced by Marketo
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 data audit
We audit the Marketo instance across tier, custom fields on Person and Company objects, custom object count and relationship structure, static list memberships, and activity volume (total activities, form fills, engagement events). We also identify any SOAP API integrations that must be migrated to REST before the July 31, 2026 SOAP deprecation cutoff. The discovery output is a written migration scope with a data dictionary mapping every Marketo field to a Twenty field, a custom object schema design, and a staging timeline.
Custom object schema pre-creation in Twenty
We create the destination schema in Twenty before any data import. This includes custom fields on Contact and Account, custom objects with relationship fields, and picklist value sets. For many-to-many custom object relationships in Marketo, we design the junction table schema in Twenty as well. Schema is validated in Twenty's development or staging environment before production migration begins.
Bulk extract and activity extraction
We extract person records via the Marketo Bulk Extract API (for large databases over 10,000 records) or the REST API (for smaller databases). We extract Company records and Opportunity records separately. For activity history, we run dedicated Activity bulk jobs for each activity type (email engagement, form fills, web visits) so that each activity type can be mapped to the appropriate Twenty object. We run these jobs during off-peak hours to avoid consuming API quota that other integrations may need.
Form fill and engagement history preservation
We extract Filled Out Form activities from the Activity API endpoint (not the Person record export) and create Twenty Notes per form submission linked to the Contact. Email engagement activities (opens, clicks) migrate as Email records on the Contact timeline. We preserve the original activity timestamp and activity type. Web visit activities are summarized or dropped depending on volume; the customer chooses during scoping whether to import full web visit history or summary metrics.
Production import in dependency order
We run production migration in record-dependency order: Accounts (from Marketo Companies), Contacts (with AccountId resolved), Deals (with AccountId and OwnerId resolved), Custom Objects and junction tables (with relationship field IDs resolved), then Activities (Notes and Emails linked to Contacts). Each phase emits a row-count reconciliation report. We use batch chunking and exponential backoff to stay within Marketo's REST API rate limit of 100 calls per 20 seconds.
Cutover, validation, and automation rebuild handoff
We freeze Marketo writes during cutover, run a final delta migration of records modified during the migration window, then set Twenty as the system of record. We deliver the Smart Campaign and Scoring Model inventory documents to the customer's admin team. We do not rebuild Smart Campaigns as Twenty Workflows inside the migration scope; that work is documented for the admin. We support a one-week hypercare window for reconciliation issues. We do not provide post-migration admin support, training, or workflow rebuild as standard scope; these are separate engagements.
Platform deep dives
Adobe Marketo Engage
Source
Strengths
Weaknesses
Twenty CRM
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 Adobe Marketo Engage and Twenty CRM.
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
Adobe Marketo Engage: 100 calls per 20 seconds per instance (shared); REST daily quota: 50,000 calls; SOAP daily quota: 10,000 calls; concurrency limit: 10 concurrent calls.
Data volume sensitivity
Adobe Marketo Engage 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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