CRM migration

Migrate from Adobe Marketo Engage to Nutshell

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

Adobe Marketo Engage logo

Adobe Marketo Engage

Source

Nutshell

Destination

Nutshell logo

Compatibility

56%

5 of 9

objects map 1:1 between Adobe Marketo Engage and Nutshell.

Complexity

BStandard

Timeline

2-4 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Adobe Marketo Engage to Nutshell is a platform-category transition: Marketo is an enterprise marketing automation platform centered on Persons, Smart Campaigns, Programs, and multi-touch attribution; Nutshell is a sales-focused CRM with lightweight marketing automation features at $16 per user per month. Marketo's per-contact pricing model and post-Adobe feature delivery concerns are common drivers for this switch. We migrate the Person, Company, and Opportunity record layers through Marketo's REST API with Bulk Extract for large datasets, preserving Activity history (email opens, form fills, page visits, score changes) as structured notes or activity records in Nutshell. Smart Campaigns, Engagement Programs, and scoring models do not migrate as automation code; we deliver a written inventory of every campaign logic tree and scoring rule as a rebuild guide for your admin. The gap between Marketo's ~70 standard activity types and Nutshell's simpler activity model is addressed explicitly during scoping so no behavioral data is silently dropped.

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  • The UI has not kept pace with modern marketing tools — users describe the interface as outdated, campaign dashboards require heavy manual setup, and reporting is slow and opaque.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

Nutshell logo

Nutshell

What's pulling them in

  • Lowest cost entry point among mid-market CRMs—Foundation plan starts at $13/user/month, making it accessible for teams validating CRM fit before committing.
  • Integrated sales automation and email sequencing on Pro plans without requiring a separate email marketing platform, per verified Capterra reviews.
  • Consistently praised for intuitive interface and fast onboarding, with case studies reporting 100% team adoption rates within initial deployment periods.
  • Strong customer support responsiveness cited across G2 reviews, with dedicated support tiers available on Enterprise plans.
  • Native integrations with WhatsApp, Facebook Messenger, Instagram, and Slack reduce reliance on third-party middleware for common communication channels.

Object mapping

How Adobe Marketo Engage objects map to Nutshell

Each row shows how a Adobe Marketo Engage object lands in Nutshell, 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

Nutshell

Contact

1:1
Fully supported

Marketo Person records (internally called Leads) map directly to Nutshell Contact records. Standard fields (email, firstName, lastName, phone, title) transfer as typed fields. Custom fields on the Person record map to Nutshell custom fields on Contact. We deduplicate by email and marketoGUID during import. Any Person without a firstName or lastName is flagged for reconciliation before insertion.

Adobe Marketo Engage

Company

maps to

Nutshell

Account

1:1
Fully supported

Marketo Company records map to Nutshell Account records. The company name, website, industry, employee count, and annual revenue fields transfer directly. Address data (city, state, country) maps to Account address fields. Nutshell does not have a separate Company-level address object, so all address data consolidates onto the Account record.

Adobe Marketo Engage

Opportunity

maps to

Nutshell

Lead

1:1
Fully supported

Marketo Opportunity records (linked to Company and Person) map to Nutshell Lead records. Opportunity name, stage, amount, close date, and probability transfer. Since Nutshell does not have a standalone Opportunity object equivalent to Salesforce, Opportunities with a named Account and sales-cycle data migrate as Nutshell Leads with a custom field opportunity_original_id__c preserving the Marketo Opportunity ID for audit.

Adobe Marketo Engage

Custom Object

maps to

Nutshell

Custom Field on Contact or Account

lossy
Fully supported

Marketo Custom Objects (one-to-many and many-to-many via intermediary object) require schema mapping to Nutshell's custom field model. Nutshell supports custom fields on Contact and Account only; there is no custom object record type. We flatten single-link-field Custom Object fields as custom fields on the related Contact or Account record and document the original relationship structure for the admin's reference.

Adobe Marketo Engage

Standard Activities (email opens, page visits, form fills)

maps to

Nutshell

Note

1:1
Fully supported

Marketo ~70 standard activity types (Filled Out Form, Visit Webpage, Open Email, Click Link, etc.) have no direct Nutshell equivalent activity object. We extract activity records via the Marketo Bulk Activity API and write them as Nutshell Notes with a structured prefix in the Note body (e.g., '[Marketo: Filled Out Form — Demo Request Form — 2024-03-15]'). The original activity date, activity type, and attributes are preserved verbatim in the note body.

Adobe Marketo Engage

Engagement Programs / Streams

maps to

Nutshell

Note

lossy
Mapping required

Marketo Engagement Programs with Streams and content items have no equivalent artifact in Nutshell. We extract the stream structure (stream name, content item titles, cadence) as a structured document delivered to the customer's admin as part of the program inventory. The content items themselves (email assets, landing pages) are outside migration scope.

Adobe Marketo Engage

Static List

maps to

Nutshell

Nutshell List

1:1
Fully supported

Marketo Static Lists of Persons map to Nutshell Lists. We export the Person IDs in each Static List, resolve them to the migrated Contact records, and create Nutshell List memberships. List names and descriptions transfer directly. Dynamic Lists are not supported in the same way in Nutshell; dynamic segmentation logic is documented for manual rebuild.

Adobe Marketo Engage

Program

maps to

Nutshell

Note

lossy
Fully supported

Marketo Programs (Email Programs, Event Programs, Default Programs) carry channel assignments, tags, and period costs. Nutshell has no Program artifact. We document each Program's name, channel, tags, period cost, and member count as a structured inventory so the admin can plan the replacement structure in Nutshell. Program membership (the list of Persons) migrates via the Static List mapping above.

Adobe Marketo Engage

Lead Scoring Model

maps to

Nutshell

Custom field 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 (field, operator, grade/rank values, change increments) as structured metadata and deliver them as a rebuild guide. Nutshell does not have a native scoring engine, so the admin establishes a manual scoring process or selects a third-party scoring add-on post-migration.

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

Nutshell logo

Nutshell gotchas

High

Contact tier limits enforced on import

Medium

No bulk API endpoint requires paginated extraction

Medium

Email sequences not exportable via API

Medium

Foundation plan disables key sales features

Pair-specific challenges

  • Smart Campaign logic does not migrate to Nutshell

    Marketo Smart Campaigns contain filter logic, trigger conditions, and flow steps that have no equivalent in Nutshell's workflow automation builder. Nutshell's automation is a simpler, single-trigger model for task creation and field updates. We do not migrate Smart Campaign logic as automation code. We extract every Smart Campaign (name, Smart List filters, trigger conditions, flow actions, channel assignments) as a structured JSON and markdown document and deliver it to the customer's admin for manual rebuild in Nutshell. Skipping this documentation step means the admin has no record of the campaign logic that existed.

  • Form fill data lives in Activities, not Person fields

    Every form field value filled by a person in Marketo is stored as a Filled Out Form activity record, not as a field on the Person record. The Marketo Smart List export shows only current field values, not the form submission history. We extract Filled Out Form activities via the Bulk Activity API and write them as structured Notes in Nutshell. If this step is skipped or treated as optional, the customer loses the full form submission timeline and only the most recent field state arrives in Nutshell.

  • Marketo Custom Objects require flattening to Nutshell custom fields

    Marketo Custom Objects support one-to-many (single link field) and many-to-many (two link fields via an intermediary) relationship structures. Nutshell has no custom object record type — only custom fields on Contact and Account. We flatten single-link Custom Objects by creating a custom field on the related Contact or Account and writing the Custom Object field values into it. Many-to-many Custom Objects are documented as relationship tables for the admin to manage manually post-migration. The original relationship cardinality is lost unless explicitly documented.

  • API rate limit of 100 calls per 20 seconds constrains export speed

    Marketo's REST API enforces a rate limit of 100 calls per 20 seconds per instance, shared across all active integrations. We throttle our export pipeline to approximately 50 calls per 20 seconds to preserve headroom for other integrations. For large datasets (over 50,000 Persons or 200,000 Activity records), we switch to the Bulk Extract API which is scoped separately and allows larger batch sizes. Without this rate-limit-aware pipeline design, export jobs fail with error code 606 mid-run and leave the migration in an inconsistent state.

  • Engagement Program Streams have no Nutshell equivalent

    Marketo Engagement Programs hold up to 25 Streams with up to 125 content items each — a drip-nurture artifact with no direct Nutshell equivalent. Nutshell's email automation does not support multi-stream cadence logic. We extract the stream structure (stream name, content item titles, cadence interval, progression rules) as a structured document. Email content assets referenced in Engagement Programs migrate as a list of asset names and subject lines for the admin to recreate manually. This is a feature parity gap that the customer must address in their process redesign.

Migration approach

Six steps for a successful Adobe Marketo Engage to Nutshell data migration

  1. Discovery and scoping audit

    We audit the source Marketo instance for Person count, Company count, Opportunity count, Custom Object definitions, Static List memberships, Program count and channel assignments, and Activity record volume by type. We identify any SOAP API integrations requiring REST migration before the July 31, 2026 SOAP deprecation deadline. We pair this with a Nutshell tier assessment ($16-$52 per user per month) and confirm the custom field creation capacity against the customer's field inventory. The discovery output is a written migration scope document with record counts, dependency map, and Nutshell tier recommendation.

  2. Custom field schema creation in Nutshell

    We map every Marketo Person and Company custom field to a Nutshell custom field on Contact or Account, applying Nutshell's supported field types (text, number, date, picklist, checkbox, currency). Custom Object fields are flattened and assigned to the parent Contact or Account record. We configure the Nutshell custom field schema in the customer's live Nutshell account (or a sandbox if available) before any data import begins. Any fields that cannot be mapped due to Nutshell's type constraints are flagged with a transformation note.

  3. Static List extraction and Contact deduplication

    We export all Marketo Static Lists with their Person memberships and the full Person record set via Bulk Extract API (for large sets) or REST paging (for smaller sets). We deduplicate by email and marketoGUID combination, flagging duplicates for the customer to resolve before import. Static List membership is preserved as a mapping table (Contact email to List name) for Nutshell List creation.

  4. Record import in dependency order

    We import into Nutshell in dependency order: Accounts (from Marketo Companies), then Contacts (with AccountId resolved for linked Companies), then Leads (from Marketo Opportunities, linked to Account), then Custom Field data, then List memberships. Owner resolution uses email match against Nutshell User email. Each phase emits a row-count reconciliation report showing records attempted, imported, skipped (dupe), and errored.

  5. Activity history extraction and Note migration

    We extract Marketo standard Activities (email opens, form fills, page visits, score changes, link clicks) via the Bulk Activity API in type-batched chunks. Each activity type is processed separately to respect rate limits. Activities write as Nutshell Notes with a structured prefix capturing activity type, key attributes, and ISO timestamp. Bulk Extract is used for datasets over 50,000 activity records to minimize REST API call consumption. The output is a per-day reconciliation log showing activities extracted versus Notes written.

  6. Program, Campaign, and Scoring inventory delivery

    We deliver the written inventory of Marketo Smart Campaigns (name, Smart List filters, trigger conditions, flow steps), Programs (name, channel, tags, period costs, member count), and Scoring Models (field, operator, grade values, change increments) as a structured JSON and markdown document. This document is the handoff artifact for the customer's admin to use when rebuilding campaign logic in Nutshell. We do not rebuild these artifacts inside Nutshell as part of the migration scope.

  7. Final reconciliation and cutover

    We run a delta migration for any records created or modified in Marketo during the migration window, then enable Nutshell as the system of record. We deliver a final reconciliation report comparing source record counts against destination record counts for each object type. We support a 72-hour hypercare window for immediate data quality issues. Workflow rebuild, Sequence rebuild, and Nutshell admin training are outside migration scope and are handled as 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.
Nutshell logo

Nutshell

Destination

Strengths

  • Simple, intuitive interface with minimal learning curve for sales teams new to CRM
  • Per-seat pricing is transparent and predictable, with annual billing reducing monthly cost
  • Full data export tool available for all account data including backups
  • Open JSON-RPC API allows programmatic access to all core objects
  • Native multichannel engagement (email, SMS, WhatsApp) without third-party add-ons for communication

Weaknesses

  • Reporting and analytics are considered weak, requiring manual Excel exports for detailed analysis
  • No bulk API endpoint—migration requires paginated API reads that must be rate-limited carefully
  • JSON-RPC API is less common than REST, requiring custom integration code compared to standard REST CRMs
  • Add-on costs (Forms, Nutshell IQ, Email Marketing) are per-company charges that stack on top of per-seat pricing
  • Feature restrictions on entry-level plans mean teams often need mid-tier to get basic automation

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 Adobe Marketo Engage and Nutshell.

  • 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

    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 Nutshell 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 Nutshell data migrations

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

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Most migrations land between two and four weeks for accounts under 15,000 Persons, 3,000 Companies, and 2,000 Opportunities with no Custom Objects. Migrations with large Activity histories (over 200,000 activity records), Custom Object structures requiring field-flattening design, or a full Smart Campaign and Scoring inventory land between five and eight weeks. The Nutshell API does not have bulk import endpoints, so large record sets import through batched REST calls which are slower than bulk-load approaches used in enterprise CRM migrations.

Adjacent paths

Related migrations to explore

Ready when you are

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