CRM migration
Field-level mapping, validation, and rollback between Dialytica - Marketing Automation Platform and Salesforce Sales Cloud. We move data and schema; workflows are rebuilt natively in Salesforce Sales Cloud.
Dialytica - Marketing Automation Platform
Source
Salesforce Sales Cloud
Destination
Compatibility
6 of 12
objects map 1:1 between Dialytica - Marketing Automation Platform and Salesforce Sales Cloud.
Complexity
BStandard
Timeline
3-6 weeks
Overview
Migrating from Dialytica to Salesforce is a specialization-to-platform migration: Dialytica's outbound call-center data model has no direct Salesforce equivalent, and Dialytica's absence of a public API means every migration begins with an export feasibility audit before we confirm automation capability. We map Dialytica Contacts to Salesforce Contacts, Call Campaigns to a combination of Campaign and Task records, SMS Activities to Salesforce Tasks with custom type flags, and QA Reviews to custom Case or Task records depending on the destination org's configuration. Call Records land as Salesforce Tasks with custom disposition and duration fields, preserving the agent, timestamp, and AI-evaluated metadata. Dialytica's internally developed LLM rules that drive campaign targeting and call optimization do not export as structured logic — we capture the resulting contact assignments and campaign membership data but document the AI optimization layer for your team to rebuild. We do not migrate workflows, dial plan scripts, or sequences as code; we deliver a written inventory of every active automation for your admin to rebuild in Salesforce Flow or Marketing Cloud Account Engagement.
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 Dialytica - Marketing Automation Platform 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.
Dialytica - Marketing Automation Platform
Contact
Salesforce Sales Cloud
Contact
1:1Dialytica Contact records map directly to Salesforce Contact. We preserve the full name, phone number (mobile, work, home), email, custom field values, and campaign assignment history. The Dialytica contact_id becomes a custom external ID field (dialytica_contact_id__c) on Salesforce Contact for deduplication and cross-reference. Any Dialytica contact properties that have no Salesforce standard equivalent become custom fields on Contact.
Dialytica - Marketing Automation Platform
Call Campaign
Salesforce Sales Cloud
Campaign
1:1Dialytica Call Campaigns map to Salesforce Campaign records. Campaign Name, status (active/paused/completed), scheduled start and end dates, targeting criteria text, and script reference migrate as Campaign fields. We map Dialytica campaign targeting rules (the AI-driven contact selection outcome, not the logic itself) as Campaign Member status records so that the selected contacts appear as Campaign Members in Salesforce. Dialytica does not export the AI targeting algorithm; we migrate the resulting assignment data only.
Dialytica - Marketing Automation Platform
SMS Campaign
Salesforce Sales Cloud
Campaign
1:1Dialytica SMS Campaigns map to a separate Salesforce Campaign or to the same Campaign as Call Campaigns when the customer uses a unified campaign structure. We apply a campaign type distinction (Outbound Call vs SMS) using the Salesforce Campaign Type picklist. SMS template body text migrates to Campaign Custom Fields (sms_body__c) since Salesforce standard Campaigns do not natively store SMS content.
Dialytica - Marketing Automation Platform
Call Record
Salesforce Sales Cloud
Task (TaskSubtype = Call)
1:1Dialytica Call Records map to Salesforce Task with TaskSubtype set to Call. Duration, disposition code, agent assignment (mapped to Salesforce User by email lookup), call recording URL, and AI-evaluated metadata (sentiment scores, talk-to-listen ratio where available) migrate as custom fields on Task. ActivityDate is set to the original Dialytica call timestamp to preserve timeline ordering. The WhoId on Task points to the migrated Contact record.
Dialytica - Marketing Automation Platform
QA Review
Salesforce Sales Cloud
Case or Custom Object (QA_Review__c)
lossyDialytica QA Reviews (supervisor scorecards tied to call records) map to either Salesforce Case (if the org has Service Cloud) or a custom QA_Review__c object we create during schema design. The review criteria and scores migrate as custom fields on the chosen object, and the related Call Record migrates as the parent Task lookup. Free-text supervisor notes migrate as Description or as a separate Long Text Area field. If the destination org has no Service Cloud license, we recommend the custom object approach to avoid Case license constraints.
Dialytica - Marketing Automation Platform
SMS Activity
Salesforce Sales Cloud
Task (custom type)
1:1Individual SMS message events from Dialytica (message body, delivery status, timestamp, phone number) map to Salesforce Task records with a custom sms_type__c flag set to 'Inbound' or 'Outbound'. We set Task.ActivityType to 'SMS' if the org has Sales Engagement licensed, or use the custom field approach otherwise. The WhoId on Task links to the migrated Contact. Delivery status maps to a custom sms_delivery_status__c picklist field.
Dialytica - Marketing Automation Platform
SMS Template
Salesforce Sales Cloud
Custom Field or Content
lossyDialytica SMS message templates with variable placeholders migrate as Salesforce Custom Fields on the Contact or Campaign object (sms_template_body__c), or as Salesforce Content records if the customer uses Content. Merge field structures are preserved as bracketed variable names (e.g., {{first_name}}) in the migrated template text.
Dialytica - Marketing Automation Platform
User / Agent
Salesforce Sales Cloud
User
1:1Dialytica Agent and User accounts export with roles and permissions. We resolve agents by email match against the destination Salesforce org's User table. Any Dialytica agent without a matching Salesforce User goes to a reconciliation queue for the customer's admin to provision before record import resumes. Active status and agent permissions do not map directly to Salesforce profiles and permission sets — these require manual admin configuration post-migration.
Dialytica - Marketing Automation Platform
Payments
Salesforce Sales Cloud
Custom Object (Payment__c) or Opportunity
lossyDialytica Payment records (transaction amounts, statuses, timestamps tied to campaigns or contacts) migrate to a custom Payment__c object or to Opportunity records depending on whether the customer uses Salesforce Opportunity as their revenue tracking object. We assess this during scoping. Payment__c uses a Lookup to Contact and optionally to Campaign. We flag that Dialytica payment data schema may be limited and recommend a data quality review before migration.
Dialytica - Marketing Automation Platform
Agent Schedule
Salesforce Sales Cloud
Custom Object (Agent_Schedule__c) or Event
lossyDialytica Agent Schedules (shift configurations and availability) migrate to a custom Agent_Schedule__c object or to Salesforce Event records with a custom schedule_type__c flag. Availability windows, shift start/end times, and agent assignment migrate as custom fields. This object is often partially structured in Dialytica exports; we extract what is available and flag gaps for the customer to supplement manually if needed.
Dialytica - Marketing Automation Platform
Script / Dial Plan
Salesforce Sales Cloud
Content Document or Custom Field
lossyDialytica Call Scripts and dial plan logic (agent workflow text and sequence) migrate as Salesforce Content Documents (ContentVersion) or as long-text Custom Fields on the Campaign object. We extract the script body text and sequence order but note that branching conditions, conditional logic, and dynamic routing rules are not stored as structured exportable data in Dialytica. The script document is provided as a reference file for the customer's admin to use when rebuilding Salesforce Flow or Sales Engagement cadences.
Dialytica - Marketing Automation Platform
Campaign Cross-Channel History
Salesforce Sales Cloud
Campaign Member
lossyDialytica maintains Call Campaigns and SMS Campaigns as separate objects, but a single contact's journey often spans both channels. We stitch cross-channel activity by merging Dialytica call engagement history and SMS engagement history into Salesforce Campaign Member records on the same Campaign, so that the migrated contact shows both call and SMS touchpoints in Salesforce's campaign timeline. This requires a deduplication step during transformation to avoid duplicate Campaign Member records for contacts targeted in both campaign types.
| Dialytica - Marketing Automation Platform | Salesforce Sales Cloud | Compatibility | |
|---|---|---|---|
| Contact | Contact1:1 | Fully supported | |
| Call Campaign | Campaign1:1 | Fully supported | |
| SMS Campaign | Campaign1:1 | Fully supported | |
| Call Record | Task (TaskSubtype = Call)1:1 | Fully supported | |
| QA Review | Case or Custom Object (QA_Review__c)lossy | Fully supported | |
| SMS Activity | Task (custom type)1:1 | Fully supported | |
| SMS Template | Custom Field or Contentlossy | Fully supported | |
| User / Agent | User1:1 | Fully supported | |
| Payments | Custom Object (Payment__c) or Opportunitylossy | Mapping required | |
| Agent Schedule | Custom Object (Agent_Schedule__c) or Eventlossy | Fully supported | |
| Script / Dial Plan | Content Document or Custom Fieldlossy | Fully supported | |
| Campaign Cross-Channel History | Campaign Memberlossy | 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.
Dialytica - Marketing Automation Platform gotchas
No publicly documented API endpoint reference
AI-generated campaign rules do not export cleanly
SMS and Call data are separate campaign objects
Single G2 review limits independent evaluation
Pricing not publicly published
Salesforce Sales Cloud gotchas
Workflow Rules and Process Builder are retired
Bulk API batch quota exhaustion during large imports
Storage overage billing is non-obvious
Account-Contact many-to-many relationship mapping
Territory and team member import ordering dependencies
Pair-specific challenges
Migration approach
Export feasibility audit and discovery
We assess the source Dialytica account for available export mechanisms: admin-panel bulk export capabilities, any available API access (even informal or undocumented), and CSV extraction paths. We catalog all object types present (Contacts, Call Campaigns, SMS Campaigns, Call Records, QA Reviews, SMS Activities, Payments, Users, Agent Schedules, SMS Templates, Scripts), estimate record volumes per object, and identify any objects that appear only partially structured or requiring manual capture. This step produces a written migration feasibility report and confirms whether the migration can proceed with automated extraction or requires manual CSV preparation from the customer.
Salesforce schema design
We design the destination Salesforce schema in a Sandbox org. This includes creating the custom QA_Review__c object (or Case record type if Service Cloud is present), custom fields for AI-evaluated call metadata, SMS activity type flags, disposition codes, and Dialytica cross-reference IDs. We map Dialytica's Call and SMS Campaigns to Salesforce Campaigns with a campaign type distinction, and configure the cross-channel stitching logic to merge contact assignments from both campaign types into unified Campaign Member records. All custom fields use the Dialytica source field name as a label with a __c suffix and a corresponding external ID field (dialytica_id__c) for deduplication.
Data extraction and CSV preparation
We extract data from Dialytica in the most automated manner available: admin bulk exports, CSV downloads from the Dialytica panel, or manual CSV preparation by the customer's Dialytica admin if no automated path exists. We transform the extracted data into migration-ready CSVs aligned to the Salesforce schema design, stitching Call and SMS campaign activity together per contact. We flag any records with missing required parent references (orphaned Call Records with no matching Contact) and return them to the reconciliation queue.
Sandbox migration and reconciliation
We run a full migration into a Salesforce Sandbox using production-like data volume. The customer's admin and RevOps lead reconcile record counts (Contacts in, Campaigns in, Call Records in, SMS Activities in, QA Reviews in), spot-check 25-50 random records against the Dialytica source data, and verify cross-channel activity is correctly stitched. Schema corrections, custom field additions, and mapping adjustments happen in Sandbox before production migration. We also validate that parent-record lookups (Contact, User, Campaign) resolve correctly and that activity records attach to the correct parent.
Production migration in dependency order
We run production migration in record-dependency order: Salesforce Users (manual provisioning, validated by email match), Contacts (with dialytica_contact_id__c as external ID), Campaigns (Call then SMS, with cross-channel stitching applied), Call Records and SMS Activities via Salesforce Bulk API 2.0 with chunking and exponential backoff, QA Reviews to the custom QA_Review__c object, Payments to the custom Payment__c object, Agent Schedules, and SMS Templates last. Each phase emits a row-count reconciliation report before the next phase begins.
Cutover, validation, and automation handoff
We freeze Dialytica writes during cutover and run a final delta migration of any records modified during the migration window. We deliver a written automation inventory listing every active Dialytica campaign, QA scoring rule, SMS template, and dial plan script with a recommended Salesforce Flow, Sales Engagement cadence, or Marketing Cloud Audience Builder equivalent. We do not rebuild automations inside the migration scope; that is a separate engagement or an internal admin task. We support a one-week post-migration window to resolve data reconciliation issues raised by the customer's team.
Platform deep dives
Dialytica - Marketing Automation Platform
Source
Strengths
Weaknesses
Salesforce Sales Cloud
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 Dialytica - Marketing Automation Platform and Salesforce Sales Cloud.
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
Dialytica - Marketing Automation Platform: Not publicly documented.
Data volume sensitivity
Dialytica - Marketing Automation Platform doesn't expose a bulk API — REST + parallelization used for high-volume runs.
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.
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