CRM migration

Migrate from Adobe Marketo Engage to Salesforce Sales Cloud

Field-level mapping, validation, and rollback between Adobe Marketo Engage and Salesforce Sales Cloud. We move data and schema; workflows are rebuilt natively in Salesforce Sales Cloud.

Adobe Marketo Engage logo

Adobe Marketo Engage

Source

Salesforce Sales Cloud

Destination

Salesforce Sales Cloud logo

Compatibility

82%

14 of 17

objects map 1:1 between Adobe Marketo Engage and Salesforce Sales Cloud.

Complexity

BStandard

Timeline

6-8 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Adobe Marketo Engage to Salesforce is a data-model migration before it is a record migration. Marketo's Person-centric model (where every non-salesperson record lives in a single object regardless of lifecycle stage) must split into Salesforce's Lead and Contact architecture. Marketo Companies map directly to Salesforce Accounts; Opportunities sync from the CRM and carry Marketo metadata in custom fields. The highest-signal risk in this pair is Filled Out Form data: every form field value is stored as an Activity record, not a Person field, so Smart List exports miss the submission history entirely. We extract activity via the Bulk Activity API, restore the parent Person record reference, and write the activity timeline into Salesforce Tasks and Events with original timestamps preserved. Smart Campaigns, Programs, Scoring Models, and Engagement Streams do not migrate as code; we deliver a structured metadata inventory of every campaign artifact for the customer's admin to rebuild in Salesforce Flow or a marketing automation layer (Marketing Cloud Account Engagement or Marketing Cloud).

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

Salesforce Sales Cloud logo

Salesforce Sales Cloud

What's pulling them in

  • The AppExchange marketplace with 5,000+ prebuilt apps gives enterprises integrations for nearly every business workflow without custom development.
  • Native Einstein AI for lead scoring, opportunity insights, and predictive forecasting adds intelligence without a separate platform purchase.
  • Territory management, multi-currency support, and advanced forecasting satisfy the needs of complex B2B sales organizations with structured revenue teams.
  • Slack, Tableau, and CPQ are deeply integrated into the core platform, keeping the sales stack unified for teams already in the Salesforce ecosystem.
  • Organizations with a large, established Salesforce implementation choose it because switching costs — integrations, custom code, trained admins — are prohibitive.

Object mapping

How Adobe Marketo Engage objects map to Salesforce Sales Cloud

Each row shows how a Adobe Marketo Engage object lands in Salesforce Sales Cloud, 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

Salesforce Sales Cloud

Lead

1:1
Fully supported

Marketo Persons (internally called Leads) with lifecycle stages of Anonymous Visitor, Suspect, or Prospect map to Salesforce Lead. We preserve the Marketo lifecycle stage in mkto_original_lifecycle__c and the acquisition program in mkto_acquisition_program__c as custom fields on Lead. The Marketo id (mktoId) migrates as a custom external ID field mkto_lead_id__c for dedupe and future sync reference.

Adobe Marketo Engage

Person (Contact)

maps to

Salesforce Sales Cloud

Contact

1:1
Fully supported

Marketo Persons with lifecycle stages of MQL, SQL, Sales Qualified, Opportunity, or Customer map to Salesforce Contact tied to an Account. The same lifecycle stage and acquisition metadata custom fields apply. A Marketo Persons with no Company link resolves to a placeholder Account during migration.

Adobe Marketo Engage

Company

maps to

Salesforce Sales Cloud

Account

1:1
Fully supported

Marketo Company records map directly to Salesforce Account. The Marketo Company id becomes a custom field mkto_company_id__c used as the dedupe key during import. Address fields (city, state, country, postalcode) map to Account BillingAddress fields. We pre-create Account records before Contact import so that AccountId lookup is satisfied at the moment of Contact insert.

Adobe Marketo Engage

Opportunity

maps to

Salesforce Sales Cloud

Opportunity

1:1
Fully supported

Marketo Opportunities are CRM-derived and read-only when the native CRM sync is active. We extract Opportunity records via the Marketo REST API, preserve the Opportunity Name, Amount, Close Date, Stage, and Owner, and write them to Salesforce Opportunity. We preserve the original stage probability in mkto_original_probability__c because Salesforce recalculates probability from StageName by default.

Adobe Marketo Engage

Program (Email, Event, Default)

maps to

Salesforce Sales Cloud

Campaign

lossy
Fully supported

Marketo Programs have no direct Salesforce equivalent. We extract Program metadata (name, channel, period cost, tags, acquisition program flag) and map Programs to Salesforce Campaign records with mkto_program_name__c, mkto_channel__c, and a tag array in mkto_tags__c preserved as a text field. Email Programs map to Campaign with CampaignType = Email; Event Programs map to Campaign with CampaignType = Conference or Webinar.

Adobe Marketo Engage

Engagement Program

maps to

Salesforce Sales Cloud

Campaign (Drip Sequence variant)

lossy
Fully supported

Marketo Engagement Programs hold up to 25 Streams with up to 125 content items per stream. We extract the stream structure and content count as Campaign metadata fields (mkto_stream_count__c, mkto_content_count__c) because Engagement Streams have no direct Salesforce equivalent. The stream content sequence is documented in the Program inventory for the customer to rebuild in Salesforce Flow or Marketing Cloud Account Engagement.

Adobe Marketo Engage

Static List

maps to

Salesforce Sales Cloud

Campaign (Static)

1:1
Fully supported

Marketo Static Lists hold a fixed set of Person records. We extract the list membership (Person mktoId + list name) and map to Salesforce Campaign Members with CampaignMember Status = Sent. We create one Campaign per Static List with CampaignType = Manual. List membership is preserved as a campaign membership record, not as a field on the Person record.

Adobe Marketo Engage

Custom Object (1:M link)

maps to

Salesforce Sales Cloud

Custom Object

1:1
Fully supported

Marketo Custom Objects with a single link field (one-to-many relationship to Person or Company) map to Salesforce custom objects with an equivalent __c API name. We pre-create the destination schema via the Salesforce Metadata API, including all custom fields (up to 50 per object), the lookup field to the parent Person or Company, and the dedupe field marked as External ID. The relationship is recreated as a standard Salesforce lookup field.

Adobe Marketo Engage

Custom Object (M:M link)

maps to

Salesforce Sales Cloud

Custom Object + Junction

1:many
Fully supported

Marketo Custom Objects with two link fields (many-to-many) use an intermediary object. We split these into a Salesforce custom object for the primary record and a junction custom object for the M:M relationship, with lookups to both parent objects. The junction object API name follows the pattern {Parent1}_{Parent2}__jxn__c.

Adobe Marketo Engage

Standard Activity (Filled Out Form)

maps to

Salesforce Sales Cloud

Task + Custom Fields

1:1
Fully supported

Filled Out Form activities store each form field value as a separate attribute on the activity record. We extract all Filled Out Form activities via the Marketo Bulk Activity API, resolve the parent Person mktoId to the migrated Salesforce Lead or Contact id, and write the form submission as a Task with mkto_form_name__c, mkto_form_url__c, and individual form field values in custom Task fields. Original activity timestamp migrates as ActivityDate.

Adobe Marketo Engage

Standard Activity (Email Open, Click, Send)

maps to

Salesforce Sales Cloud

Task

1:1
Fully supported

Marketo email engagement activities (Email Sent, Email Opened, Email Clicked, Email Bounced) map to Salesforce Task records linked to the parent Contact or Lead. Activity type is stored in mkto_activity_type__c, and the email campaign name migrates as mkto_campaign_name__c. These do not map to Salesforce's EmailMessage object because Marketo email sends are from Marketo's sending infrastructure, not from Salesforce.

Adobe Marketo Engage

Standard Activity (Web Visit, Score Change)

maps to

Salesforce Sales Cloud

Task

1:1
Fully supported

Web Visit and Score Change activities migrate as Task records with mkto_activity_type__c = WEB_VISIT or SCORE_CHANGE and the original activity timestamp. Web Visit captures the referring URL and page title in custom fields. Score Change captures the old score, new score, and the triggering program or campaign name.

Adobe Marketo Engage

Custom Activity

maps to

Salesforce Sales Cloud

Task + Custom Activity Type Field

1:1
Fully supported

Marketo Custom Activities are user-defined event types beyond the ~70 standard types. We extract them with the same Bulk Activity API pattern as Standard Activities, resolve the parent Person, and write to Salesforce Task with the activity type name stored in mkto_activity_type__c and all custom attribute values in corresponding custom Task fields created at schema time.

Adobe Marketo Engage

Lead Score (demographic)

maps to

Salesforce Sales Cloud

mkto_score__c (custom field on Lead/Contact)

1:1
Fully supported

Marketo lead and contact scoring values migrate as a numeric custom field mkto_score__c on both Lead and Contact. Scoring models (demographic and behavioral rules) are configuration that does not migrate; we document the scoring rules in the Program metadata inventory for the customer to rebuild in Salesforce Flow with an Apex-based scoring calculator or a third-party AppExchange scoring tool.

Adobe Marketo Engage

Channel

maps to

Salesforce Sales Cloud

mkto_channel__c (custom field on Campaign)

1:1
Fully supported

Marketo Channels (Email, Event, Webinar, Content, Default, Operacional, Trade Show) are freeform labels assigned to Programs. We extract channel assignments and store them as mkto_channel__c on the migrated Campaign record. If the customer uses channel as a reporting dimension, we map it to the Salesforce Campaign Type picklist where values overlap; non-matching channels are preserved verbatim in the custom field.

Adobe Marketo Engage

Tag

maps to

Salesforce Sales Cloud

mkto_tags__c (custom text field)

1:1
Fully supported

Marketo Tags provide freeform Program categorization. We extract all tag values per Program and store as a pipe-separated string in mkto_tags__c on the migrated Campaign. Tags are not Salesforce standard fields; if the customer requires tag-based filtering, we recommend Topics and TopicAssignment as the semantic equivalent.

Adobe Marketo Engage

Owner (Marketo User)

maps to

Salesforce Sales Cloud

User

1:1
Fully supported

Marketo Person and Opportunity Owner references are resolved via email match against the Salesforce User table. Any Marketo Owner without a matching Salesforce User is held in a reconciliation queue for the customer's admin to provision before record import resumes. We do not create Salesforce Users; that is an admin action requiring Active Directory or identity management configuration.

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

Salesforce Sales Cloud logo

Salesforce Sales Cloud gotchas

High

Workflow Rules and Process Builder are retired

High

Bulk API batch quota exhaustion during large imports

Medium

Storage overage billing is non-obvious

Medium

Account-Contact many-to-many relationship mapping

Low

Territory and team member import ordering dependencies

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 with individual field attributes, not as a field on the Person record. The Marketo UI Smart List export shows the current field value at the time of export but does not export the form submission history. We extract Filled Out Form activities via the Bulk Activity API, resolve the parent Person mktoId to the migrated Salesforce Lead or Contact, and write each submission as a Task with the form name, URL, and individual field values in pre-created custom Task fields. If the customer has hundreds of unique forms with varying field sets, the schema design phase must enumerate every form field to pre-create the corresponding custom Task fields.

  • Engagement Streams have no Salesforce equivalent

    Marketo Engagement Programs with up to 25 Streams and 125 content items per stream are a Marketo-native cadence artifact. They have no direct Salesforce Sales Cloud equivalent. We extract the stream structure (stream count, content count, cadence pace, stream membership dates) as Campaign metadata fields and deliver a stream inventory document. The cadence logic (drip timing, consumption tracking, nurture cadence) does not migrate. Customers typically rebuild Engagement Streams in Salesforce Marketing Cloud Account Engagement (Pardot) Engagement Studio, Salesforce Flow with time-based actions, or a third-party sales engagement platform. We do not rebuild this logic as part of the data migration scope.

  • Marketo Companies sync as Accounts but Opportunity data requires parent resolution

    When Marketo's native Salesforce CRM connection is enabled, Company, Opportunity, and Opportunity Role objects are read-only in Marketo because they sync from the CRM. If the customer has been running Marketo with native CRM sync active, the Opportunity data in Marketo is a mirror of the CRM state at last sync, not a full Marketo-owned record. We extract the Opportunity data from the CRM side (Salesforce) during migration rather than from Marketo to ensure the authoritative record is migrated. This requires the customer to grant FlitStack AI Salesforce API read access during scoping.

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

    The Marketo REST API enforces 100 calls per 20 seconds per instance, shared across every active integration. Exceeding it returns error code 606. We throttle our migration pipeline to approximately 50 calls per 20 seconds to preserve headroom for any other integrations still active during the migration window. For large Person and activity exports (over 100,000 records), we use Marketo's Bulk Extract API which consumes a separate daily quota based on the subscription tier. We audit the customer's current API call volume during scoping and schedule the migration run outside peak integration usage windows.

  • 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. We deduplicate against the Marketo id and external key combination during import to prevent silent duplicate creation, and we warn customers during the data audit phase. If duplicate external keys exist in the source data, we surface them in the reconciliation report with the duplicate record ids so the customer can de-dupe before migration or choose a merge strategy.

Migration approach

Six steps for a successful Adobe Marketo Engage to Salesforce Sales Cloud data migration

  1. Discovery and data audit

    We audit the source Marketo instance across tier (Select, Prime, Ultimate), contact database size, custom object count, Program inventory, Smart Campaign count, Engagement Stream architecture, and activity volume by type (Filled Out Form, Email, Web Visit, Score Change, custom activities). We run the Marketo Bulk Extract for Persons and Activities in parallel with the REST API export for Companies, Opportunities, Programs, and Custom Objects. We extract Filled Out Form activity attribute lists (which contain individual form field names and values) explicitly because they are not included in standard Smart List exports. The discovery output is a written migration scope document, a Marketo-to-Salesforce field mapping matrix, a Program metadata inventory, and a Form field enumeration sheet for custom Task field pre-creation.

  2. Schema design and Salesforce org preparation

    We design the destination Salesforce schema in a Sandbox org. This includes provisioning all custom objects with __c API names matched to Marketo custom object names, creating all custom fields on Lead, Contact, Account, Opportunity, Task, and Campaign (including the form-field custom Task fields from the Form enumeration sheet), configuring Lead Status and Opportunity Stage values to match the Marketo source values, setting up Record Types and Sales Processes per Opportunity pipeline, and marking external ID fields (mkto_lead_id__c, mkto_person_id__c, mkto_company_id__c) for dedupe. Salesforce admin grants the migration user Modify All Data, Bulk API, and API Enabled permissions. Validation rules that would block import are either disabled temporarily or extended with a migration-context bypass clause.

  3. Sandbox migration and reconciliation

    We run a full migration into a Salesforce Sandbox (Full Copy) using production data volume to validate the schema, mapping, and Bulk API performance. The customer's RevOps lead spot-checks 25-50 records per object against the Marketo source, verifies the Filled Out Form activities land with the correct form field values on the correct Contact or Lead, and reviews the Program metadata inventory. Any field mapping corrections, custom field additions, or validation rule adjustments are made in the Sandbox and re-run until reconciliation passes. No data is written to production until Sandbox sign-off is received.

  4. Owner reconciliation and User provisioning

    We extract every distinct Marketo Owner referenced on Person, Company, Opportunity, and Program records and match by email against the Salesforce destination org's User table. Any Marketo Owner without a matching Salesforce User is placed in a reconciliation queue. The customer's Salesforce admin provisions missing Users (via Active Directory sync or manual creation) before the production migration phase begins. OwnerId references on all standard objects require a valid Salesforce User to resolve; this step gates the production migration.

  5. Production migration in dependency order

    We run production migration in record-dependency order: Accounts (from Marketo Companies), Contacts (with AccountId resolved), Leads (with the lifecycle stage split applied and mkto_original_lifecycle__c preserved), Opportunities (with AccountId, OwnerId, and RecordTypeId resolved), Campaigns (from Marketo Programs and Static Lists), Custom Objects (with parent lookup resolution), then Activity history (Filled Out Form, Email, Web Visit, Score Change, and Custom Activities via Bulk API with chunking and parent-record WhoId lookup). Each phase emits a row-count reconciliation report. Any Marketo Owner not yet provisioned in Salesforce is flagged before the phase that requires it begins.

  6. Program metadata inventory delivery and rebuild handoff

    We deliver the Program metadata inventory: a structured document listing every Smart Campaign (with trigger conditions, Smart List filters, flow steps, and channel assignment), every Engagement Program (with stream structure, cadence pace, and content item list), every Scoring Model (with demographic and behavioral rule definitions), and every Channel and Tag assignment. This document is the input for the customer's Salesforce admin or implementation partner to rebuild campaign logic in Salesforce Flow. We do not rebuild Smart Campaigns or Engagement Streams as Salesforce Flow inside the migration scope. We support a one-week hypercare window for reconciliation issues surfaced in the first days of production use.

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.
Salesforce Sales Cloud logo

Salesforce Sales Cloud

Destination

Strengths

  • Largest enterprise app ecosystem in CRM with 5,000+ AppExchange integrations covering nearly every vertical workflow.
  • Native Einstein AI delivers lead scoring, opportunity insights, and predictive forecasting without a third-party layer.
  • Advanced territory management, multi-currency, and flexible forecasting satisfy complex B2B revenue structures.
  • Deep platform extensibility: Custom Objects, Apex, Flow, and the Metadata API allow full schema customization.
  • Well-documented REST API, Bulk API, and Composite API with published rate limits for programmatic migration.

Weaknesses

  • Pricing model is layered and opaque in practice: per-seat fees plus storage overages, add-on subscriptions, and annual uplifts compound to 30–40% above sticker price.
  • Workflow Rules and Process Builder are deprecated, forcing all orgs onto Salesforce Flow — a migration task that catches many teams by surprise.
  • Steep administrative complexity: meaningful configuration requires a dedicated Salesforce admin or consultant.
  • API rate limits are edition-gated (100k/day base for Enterprise) and easily exhausted by large historical imports without throttling.
  • Data export is exportable via Data Loader but preserving relationship integrity across 30+ objects requires careful ETL sequencing.

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 Salesforce Sales Cloud.

  • 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 Salesforce Sales Cloud 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 Salesforce Sales Cloud data migrations

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

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Migrations under 50,000 Persons, one custom object, and 200,000 activity records land between six and eight weeks. Large databases (200,000+ Persons), multiple custom objects with complex relationship hierarchies, Engagement Streams with multi-stream architecture, or multi-org Salesforce destinations move to twelve to twenty weeks. The largest time variable is the Bulk Activity API pagination for Filled Out Form and custom activity extraction, which can require thousands of API calls for high-activity databases. Program metadata inventory and scoring model documentation add scope but do not extend the data migration timeline significantly because they run in parallel.

Adjacent paths

Related migrations to explore

Ready when you are

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