CRM migration
Field-level mapping, validation, and rollback between Actito and Pipedrive. We move data and schema; workflows are rebuilt natively in Pipedrive.
Actito
Source
Pipedrive
Destination
Compatibility
4 of 10
objects map 1:1 between Actito and Pipedrive.
Complexity
BStandard
Timeline
3-5 weeks
Overview
Actito and Pipedrive serve different operational layers. Actito is a marketing automation platform built around a customizable Profile data model with multi-channel campaign orchestration and scenario-based automation. Pipedrive is a sales CRM centered on pipeline management, deal tracking, and activity logging. The migration therefore requires careful record-type selection: Actito Profiles with sales-relevant attributes land as Pipedrive Persons and Organizations; Custom Tables that describe accounts or deals map to custom fields; campaign configurations do not migrate because Pipedrive has no campaign object; scenarios and automated workflows are documented for rebuild rather than transferred as code. We use Actito's ETL export jobs and REST API (respecting the 100 calls/min rate limit) to extract Profiles and Custom Tables in gzip-compressed CSV, then load into Pipedrive via the Pipedrive REST API using bulk inserts with parent-record resolution for Person-to-Organization links.
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 Actito object lands in Pipedrive, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Actito
Profile
Pipedrive
Person
1:1Actito Profile records map directly to Pipedrive Person. All standard profile attributes (first name, last name, email, phone, address) migrate as typed fields. Custom profile attributes migrate to Pipedrive custom fields on Person. The Profile's entity assignment maps to a Pipedrive Pipeline or a custom field for multi-entity partitioning when the customer's Actito licence spans B2C and B2B populations.
Actito
Profile
Pipedrive
Organization
1:1Actito Profiles linked to a Company relationship (via a Profile-to-Company attribute) map to Pipedrive Organization. We inspect the relationship definition during scoping, extract the related Company name and attributes from the relevant Custom Table, and create the Organization record before the Person import so that Person.organization_id is satisfied at insert time.
Actito
Custom Table (Account-like)
Pipedrive
Organization
1:manyActito Custom Tables describing companies (billing details, company size, industry classification, account tier) map to Pipedrive Organization custom fields. When a single Actito Custom Table contains multiple rows per Profile, we flatten the most recent or highest-priority row into Organization fields and flag additional rows for reconciliation.
Actito
Custom Table (Deal-like)
Pipedrive
Deal
1:manyActito Custom Tables describing subscription details, product lines, or financial records map to Pipedrive Deal. Each Custom Table row referencing a Profile creates a Deal record. The Deal title derives from the Custom Table name plus a record identifier. Custom Table fields map to Deal custom fields. Deal stage and probability derive from a configuration mapping table provided by the customer during scoping.
Actito
Custom Table (Arbitrary)
Pipedrive
Person or Organization custom fields
lossyActito Custom Tables with non-account and non-deal schemas (product preferences, behavioral attributes, service history) map to custom fields on the parent object (Person or Organization). We inspect field types during scoping and translate Actito field types to Pipedrive-supported equivalents: string to text, integer to int, decimal to currency or double, date to date, boolean to checkbox.
Actito
Subscriptions and Preferences
Pipedrive
Person
1:1Profile-level opt-in status, double opt-in confirmation date, and channel consent flags migrate to Pipedrive Person. The GDPR compliance flag from Actito maps to a Person custom field and the email opt-out status maps to HasOptedOutOfEmail. We preserve the full preference tree as structured custom fields when Pipedrive's standard fields do not capture channel-level granularity.
Actito
Campaign Configuration (metadata)
Pipedrive
Note
lossyActito campaign names, targeting criteria, and schedule metadata do not have a direct Pipedrive equivalent because Pipedrive has no campaign execution object. We migrate campaign configuration as a structured Note attached to the relevant Person or Deal so that admins have an audit trail of the original campaign assignment. The actual campaign content (email body, SMS template) does not transfer.
Actito
Scenario (automation workflow)
Pipedrive
None
1:1Actito Scenarios (event-triggered automation workflows) do not migrate to Pipedrive Workflows because the trigger models differ: Actito uses event-based conditions on Profile attributes; Pipedrive Workflows use CRM record triggers (deal stage change, activity creation). We deliver a written Scenario inventory with trigger descriptions, action steps, and Pipedrive Workflow equivalents for the customer's admin to rebuild.
Actito
Engagement: Email, SMS, Push
Pipedrive
Activity (Note or Person field)
lossyActito engagement records (opens, clicks, sends) are generated by Actito's platform during campaign execution and are not available for programmatic export. We do not migrate engagement interaction events. We migrate any manually logged activities from Actito (as notes or tasks) to Pipedrive Activity records attached to the Person.
Actito
Entity
Pipedrive
Pipeline
lossyActito's Entity-based licence partitioning maps to Pipedrive Pipelines when the customer uses multiple Actito entities for separate lines of business (e.g., B2C vs B2B). We create a Pipedrive Pipeline per Actito Entity and map each Profile's entity assignment to the target Pipeline. If only one Pipeline is needed, entity assignment is stored as a Person or Deal custom field.
| Actito | Pipedrive | Compatibility | |
|---|---|---|---|
| Profile | Person1:1 | Fully supported | |
| Profile | Organization1:1 | Fully supported | |
| Custom Table (Account-like) | Organization1:many | Fully supported | |
| Custom Table (Deal-like) | Deal1:many | Fully supported | |
| Custom Table (Arbitrary) | Person or Organization custom fieldslossy | Fully supported | |
| Subscriptions and Preferences | Person1:1 | Fully supported | |
| Campaign Configuration (metadata) | Notelossy | Fully supported | |
| Scenario (automation workflow) | None1:1 | Fully supported | |
| Engagement: Email, SMS, Push | Activity (Note or Person field)lossy | Fully supported | |
| Entity | Pipelinelossy | 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.
Actito gotchas
API rate limit of 100 req/min is restrictive for bulk migration
V4 deprecation overlap requires migration path sequencing
Push notification migration excludes campaign history
Maximum 5 API keys per licence constrains parallel migration workers
Excel export row limitation conflicts with large dataset expectations
Pipedrive gotchas
Custom field hash keys differ per account
Export access gated by visibility groups
Token-based API rate limits since December 2024
Sequences and Automations not exposed via REST API
Cost escalates via workflow caps and add-ons
Pair-specific challenges
Migration approach
Discovery and Actito schema audit
We audit the Actito portal across all active entities, Profile schemas, Custom Table definitions, relationship configurations, and entity-partitioning assignments. We identify which Custom Tables are account-like (map to Organization), deal-like (map to Deal), or arbitrary (map to custom fields). We count Profiles per entity, rows per Custom Table, and manually logged activities. We also extract the Scenario inventory and campaign configuration list for the handoff document. The discovery output is a written migration scope document and a recommended Pipedrive plan tier.
Pipedrive schema design and custom field provisioning
We design the Pipedrive schema based on the discovery findings. This includes provisioning custom fields on Person, Organization, and Deal using Pipedrive's field-type system, creating Pipelines per Actito entity when multi-entity partitioning applies, and configuring Deal stages with probability percentages aligned to the customer's Actito Custom Table status values. Pipedrive custom fields are created via the Pipedrive API before any data load. We deploy into the customer's Pipedrive sandbox first for validation.
Actito ETL export and API extraction
We extract Actito data using a combination of ETL export jobs (for large volume Profile and Custom Table exports with GZIP compression) and REST API calls for incremental or record-specific fetches. We respect the 100 calls/min rate limit by implementing controlled polling intervals and batch sizes. CSV archives are decompressed after retrieval. We extract in dependency order: Custom Tables first (to build lookup tables), then Profiles. Export runs are scheduled off-peak to minimize licence contention.
Sandbox migration and reconciliation
We run a full migration into the customer's Pipedrive sandbox using production-like data volumes. The customer reconciles record counts (Person records in, Organization records in, Deal records in), spot-checks 25-50 random records against Actito source data, and validates that Organization linkage on Person records is correct. Any field mapping corrections, Custom Table flattening decisions, and custom field type adjustments happen in sandbox before production migration begins.
Production migration with dependency ordering
We run production migration in record-dependency order: Organizations first (from account-like Custom Tables), then Persons (with organization_id resolved), then Deals (with person_id and organization_id resolved), then custom field values (appended to the relevant entity). Each phase emits a row-count reconciliation report before the next phase begins. We use Pipedrive's bulk API with chunking and exponential backoff on rate limit responses. A final delta migration captures any records modified during the cutover window.
Cutover, validation, and handoff
We freeze Actito writes during cutover, run a final delta migration, and enable Pipedrive as the system of record. We validate record counts, spot-check Person-Organization linkage, and confirm Deal values and probabilities are preserved. We deliver the Scenario and Campaign inventory document to the customer's admin for post-migration rebuild. We provide a one-week hypercare window for reconciliation issues. We do not rebuild Actito Scenarios as Pipedrive Workflows inside the migration scope; that is a separate engagement.
Platform deep dives
Actito
Source
Strengths
Weaknesses
Pipedrive
Destination
Strengths
Weaknesses
Complexity grading
Standard CRM migration. 3 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 Actito and Pipedrive.
Object compatibility
3 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
Actito: 100 requests per minute per licence; 5 concurrent requests maximum; 5 API keys per licence.
Data volume sensitivity
Actito 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
Answers to the questions buyers ask most during Actito to Pipedrive migration scoping. Not seeing yours? Book a call.
Walk through your Actito to Pipedrive migration with a real engineer — 30 minutes, free, written quote within 24 hours.
Book a free 30 minute consultationAdjacent paths
Other ways to leave Actito
Other ways to arrive at Pipedrive
Ready when you are
Tell us record counts and timeline. We'll come back with a written quote inside 1 business day — no commitment, no sales pitch.