CRM migration

Migrate from Adobe Marketo Engage to Twenty CRM

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 logo

Adobe Marketo Engage

Source

Twenty CRM

Destination

Twenty CRM logo

Compatibility

50%

6 of 12

objects map 1:1 between Adobe Marketo Engage and Twenty CRM.

Complexity

BStandard

Timeline

4-6 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

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.

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

Adobe Marketo Engage logo

Adobe Marketo Engage

What's pushing teams away

  • Pricing has escalated significantly post-Adobe acquisition with scoping parameters, per-contact billing, and activity limits that inflate costs for product-led growth companies with high contact volumes and frequent activity.
  • The UI has not kept pace with modern marketing tools — users describe the interface as outdated, campaign dashboards require heavy manual setup, and reporting is slow and opaque.
  • Support quality has declined — users report difficulty reaching knowledgeable representatives and a lack of proactive guidance without expensive professional services contracts.
  • Since Adobe acquired Marketo, users report that new features arrive half-baked, performance degrades on large datasets, and the platform no longer feels like the product it was pre-2018.
  • Organizations outgrow the platform when they shift to product-led growth models because Marketo's per-contact billing and campaign-centric model do not map to self-serve or freemium funnels.

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 Adobe Marketo Engage objects map to Twenty CRM

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)

maps to

Twenty CRM

Contact

1:1
Fully supported

Marketo 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

maps to

Twenty CRM

Account

1:1
Fully supported

Marketo 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

maps to

Twenty CRM

Deal

1:1
Fully supported

Marketo 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)

maps to

Twenty CRM

Email

1:1
Fully supported

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

maps to

Twenty CRM

Note

1:many
Fully supported

Marketo 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)

maps to

Twenty CRM

Custom Object

1:1
Fully supported

Marketo 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)

maps to

Twenty CRM

Custom Object + Junction

1:many
Fully supported

Marketo 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

maps to

Twenty CRM

List

lossy
Fully supported

Marketo 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

maps to

Twenty CRM

Task or Note (documentation)

lossy
Fully supported

Marketo 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

maps to

Twenty CRM

Workflow (documentation)

lossy
Fully supported

Marketo 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

maps to

Twenty CRM

Workflow (documentation)

lossy
Fully supported

Marketo 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)

maps to

Twenty CRM

User

1:1
Fully supported

Marketo 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.

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.

Adobe Marketo Engage logo

Adobe Marketo Engage gotchas

High

SOAP API deprecation forces migration of all integrations by July 31, 2026

High

Form fill data lives in Activities, not Person record fields

High

Per-contact billing creates post-migration billing surprises

Medium

Rate limit of 100 calls per 20 seconds shared across all integrations

Medium

External key uniqueness is not enforced by Marketo

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

  • Form fill data lives in Activities, not Person fields

    Every form field value filled by a person is stored as a Filled Out Form activity record, not as a field on the Person record. The Marketo UI Smart List export and the Bulk Person Extract export current field values regardless of how they were populated — they do not export the form fill event data or the submission timestamp. We extract Filled Out Form activities via the Activity bulk endpoint so the full form submission history is preserved as Notes on the Contact in Twenty, not just the current state of form-populated fields. Skipping this step loses all behavioral form submission records.

  • Engagement Programs and Streams have no CRM equivalent

    Marketo Engagement Programs (up to 25 Streams, each with up to 125 content items) are a Marketo-specific artifact for drip nurture sequences. Twenty CRM has no Engagement Program or Stream object. We extract the Program structure, channel assignments, and content membership as a written document. The customer's admin rebuilds the nurture cadence as a sequence of Tasks or automated emails in Twenty. Program membership (which Persons are enrolled in which Stream) migrates as tags on the Contact record to preserve segmentation.

  • Smart Campaign logic does not migrate as executable code

    Marketo Smart Campaigns contain Smart List filters, trigger conditions, and flow steps that reference Marketo-specific field names, activity types, and API endpoints. Twenty's workflow builder uses a different event model (Contact updates, Deal stage changes, date triggers). We extract Smart Campaign structure as structured metadata and deliver a written campaign map. We do not convert Smart Campaign logic to Twenty Workflows. The customer's admin rebuilds each campaign in Twenty using the campaign map as a reference. This is a manual step that requires admin time post-migration.

  • External key uniqueness is not enforced by Marketo

    Marketo does not enforce uniqueness on external key field values. It is the API consumer's responsibility to ensure external key values are unique across the database. We deduplicate against the Marketo id and external key combination during import into Twenty to prevent silent duplicate creation. We warn customers about this behavior during the data audit phase and recommend running a deduplication pass on the Marketo source before export begins.

  • Bulk Extract API pagination requires multiple requests for large datasets

    Marketo's Bulk Extract API paginates results and enforces quotas per tier (10,000 records per day on lower tiers, higher on Performance tiers). For large person databases (over 100,000 records) and activity histories (over 1 million activity records), we run multiple extract jobs across consecutive days, merging results before import into Twenty. We coordinate with the customer's Marketo admin to ensure the Bulk Extract quota is not consumed by other integrations during the migration window.

Migration approach

Six steps for a successful Adobe Marketo Engage to Twenty CRM data migration

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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

Context on both ends of the pair

Adobe Marketo Engage logo

Adobe Marketo Engage

Source

Strengths

  • Industry-standard enterprise B2B marketing automation with the deepest feature set for complex nurture and ABM workflows.
  • Sophisticated multi-touch attribution and revenue attribution reporting, especially when paired with Marketo Measure.
  • Massive integration ecosystem — connects to virtually every CRM, CMS, analytics platform, and middleware tool.
  • Flexible Smart List and Smart Campaign expression allows power users to build nuanced behavioral targeting logic.
  • Per-contact pricing model is predictable for stable, known contact counts and aligns marketing database size to business outcomes.

Weaknesses

  • Per-contact billing and post-Adobe scoping parameters make costs unpredictable for high-volume product-led growth companies.
  • UI is widely described as dated, slow, and requiring workarounds for tasks that modern tools handle natively.
  • Reporting dashboards require significant manual configuration and are slow to render on large datasets.
  • Support quality has declined post-Adobe acquisition; advanced assistance requires expensive professional services contracts.
  • Steep learning curve — onboarding teams without dedicated Marketo admin resources leads to underutilization and campaign errors.
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. 1 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 Adobe Marketo Engage and Twenty CRM.

  • Object compatibility

    B

    1 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

    C

    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

    A

    Adobe Marketo Engage exposes a bulk API — large-volume migrations stream efficiently.

Estimator

Estimate your Adobe Marketo Engage 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 Adobe Marketo Engage to Twenty CRM data migrations

Answers to the questions buyers ask most during Adobe Marketo Engage to Twenty CRM migration scoping. Not seeing yours? Book a call.

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Migrations under 30,000 Persons and 10,000 Companies with no custom objects land between four and six weeks. Migrations with custom objects, Engagement Program structures, large activity histories (over 200,000 activity records), or multi-workspace Marketo instances move to eight to fourteen weeks because of Bulk Extract API pagination, schema pre-creation for custom objects, and the activity-to-Note reconciliation work required to preserve form fill history.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Adobe Marketo Engage.
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