Helpdesk migration
Field-level mapping, validation, and rollback between Octadesk and Zendesk. We move data and schema; workflows are rebuilt natively in Zendesk.
Octadesk
Source
Zendesk
Destination
Compatibility
9 of 12
objects map 1:1 between Octadesk and Zendesk.
Complexity
BStandard
Timeline
2-4 weeks
Overview
Moving from Octadesk to Zendesk is a migration from a Brazilian-market helpdesk built for LATAM omnichannel support to the global enterprise helpdesk standard. Octadesk stores custom fields as an array of customField objects on each Ticket, while Zendesk expects a custom_fields array keyed by field ID. We parse the Octadesk array, resolve field IDs against the destination schema, and restructure the data before import. Octadesk's GET /chat endpoint caps at 100 items per page, so conversation histories require sequential pagination across all pages before upload. Automations, AI agents, and chatbot flows have no export API in Octadesk and must be rebuilt manually in Zendesk; we deliver a written automation audit inventory during scoping. Zendesk's Suite model bundles Support, Guide, and messaging on a per-agent-per-month basis, which requires comparing the customer's current Octadesk seat and channel count against Zendesk tier capabilities before cutover.
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 Octadesk object lands in Zendesk, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Octadesk
Ticket
Zendesk
Ticket
1:1Octadesk Tickets map directly to Zendesk Tickets. The primary challenge is Octadesk's customField array (each entry containing field type, label, and value) versus Zendesk's custom_fields keyed by field ID. We export the full field definition from Octadesk during discovery, map each customField entry to its Zendesk equivalent by field name or label match, and restructure the data as a {id: value} dictionary on import. Ticket status, priority, channel metadata, and owner assignment migrate 1:1. Historical timestamps (created_at, updated_at) preserve to maintain SLA audit trails.
Octadesk
Chat
Zendesk
Ticket Comment (from Chat)
1:manyOctadesk Chats represent real-time conversation sessions and are paginated at 100 items per GET /chat request. Each Chat has nested conversation events (messages, agent responses, customer replies) that we extract and flatten into Zendesk Ticket comments attached to a parent Ticket record. If the Chat is not linked to a Ticket, we create a standalone Zendesk Ticket and populate it with the conversation history as comments. Conversation author attribution maps to the Zendesk comment author (agent or end-user) by email lookup.
Octadesk
Contact
Zendesk
User (end-user)
1:1Octadesk Contacts migrate to Zendesk Users with role=end-user. The Contact email becomes the User email, and name, phone, custom properties, and tags transfer to corresponding Zendesk fields. Custom Contact properties follow the same array-to-flat-field transformation as Ticket custom fields. We deduplicate by email and flag any Contacts that share an email address with an existing Zendesk Agent (a separate User with role=agent) for manual resolution.
Octadesk
Company
Zendesk
Organization
1:1Octadesk Companies map to Zendesk Organizations. Company domain, name, and custom properties transfer. The Organization is created before any related Contact import so that the organization_id lookup is satisfied at Contact insert time. If Zendesk does not have a separate Organization object in the customer's tier, we map Companies to a custom field on the User record or skip the object with customer approval.
Octadesk
Agent
Zendesk
User (agent)
1:1Octadesk Agents (users with agent role) map to Zendesk Users with role=agent. We resolve by email match. Any Octadesk Agent without a matching Zendesk User is held in a reconciliation queue for the customer's admin to provision before migration resumes. Agent group memberships map to Zendesk Groups; team routing maps to Zendesk Views and SLA Policies if configured.
Octadesk
Team
Zendesk
Group
1:1Octadesk Teams group Agents for routing and SLA purposes. We preserve team membership by mapping each Team to a Zendesk Group. Agent-to-team assignments are resolved at migration time by looking up each Agent's team_id and creating the corresponding GroupMembership record in Zendesk.
Octadesk
Custom Fields (Ticket)
Zendesk
Custom Fields (Ticket)
lossyOctadesk Ticket custom fields use a customField array with type metadata. We parse each customField entry, identify the field type (text, numeric, dropdown, date, checkbox), and map to the equivalent Zendesk field type. Dropdown and multi-select fields require value enumeration mapping between Octadesk option labels and Zendesk option IDs. Date fields stored as strings in Octadesk are normalized to ISO 8601 before import.
Octadesk
Attachment
Zendesk
Attachment
1:1Attachments on Tickets and Chats are referenced by URL in Octadesk. We download each file during migration, validate file size (Zendesk caps at 1MB per attachment), and upload to the corresponding Zendesk Ticket comment. Files exceeding 1MB are flagged for the customer's admin to upload manually to the Zendesk interface or as a Zendesk Dropbox reference. Inline images embedded in conversation history migrate as separate ContentDocument records linked to the Ticket.
Octadesk
Tag
Zendesk
Tag
1:1Tags applied across Tickets and Contacts export with the full tag assignment per record. We recreate tags on Zendesk, applying the same tag to each migrated record. Zendesk restricts tag characters and enforces a 30-character maximum; we normalize tags that exceed this limit by truncation with a suffix and flag the change in the reconciliation report.
Octadesk
Automations/Rules
Zendesk
Trigger / Macro (documentation only)
1:1Octadesk automation rules (triggers, routing logic, macros) reference internal identifiers that have no export API. We do not migrate automations programmatically. During discovery, we document every Octadesk automation rule, trigger condition, and action in a written automation audit inventory with field names, condition logic, and recommended Zendesk Trigger or Macro equivalent. The customer's admin rebuilds these in Zendesk Admin.
Octadesk
AI Agents
Zendesk
Zendesk AI (configuration documentation only)
1:1Octadesk's proprietary AI agents and chatbot flow configurations use internal schemas not exposed via public API. These cannot be migrated. We deliver a structured export of the chatbot flow logic as described by the customer during discovery, with recommended equivalents in Zendesk's native AI features (Intelligent Triage, Macros, and Bot Builder) for the customer's admin to evaluate.
Octadesk
Reports/Dashboards
Zendesk
Report (metadata export)
lossyOctadesk dashboards and performance reports reference internal metric definitions and aggregation logic. We export report configurations as structured metadata but cannot replay them on Zendesk because metric definitions differ between platforms. We deliver a report audit listing every Octadesk dashboard, its component metrics, and the equivalent Zendesk Explore report or built-in report to recreate. Zendesk Guide and reporting require activation before migration if the customer does not already hold those tiers.
| Octadesk | Zendesk | Compatibility | |
|---|---|---|---|
| Ticket | Ticket1:1 | Fully supported | |
| Chat | Ticket Comment (from Chat)1:many | Fully supported | |
| Contact | User (end-user)1:1 | Fully supported | |
| Company | Organization1:1 | Fully supported | |
| Agent | User (agent)1:1 | Fully supported | |
| Team | Group1:1 | Fully supported | |
| Custom Fields (Ticket) | Custom Fields (Ticket)lossy | Fully supported | |
| Attachment | Attachment1:1 | Fully supported | |
| Tag | Tag1:1 | Fully supported | |
| Automations/Rules | Trigger / Macro (documentation only)1:1 | Not supported | |
| AI Agents | Zendesk AI (configuration documentation only)1:1 | Not supported | |
| Reports/Dashboards | Report (metadata export)lossy | Mapping required |
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.
Octadesk gotchas
/chat endpoint pagination capped at 100 items
Automations and AI agents have no export API
Per-seat and per-channel pricing complicates migration sizing
Custom fields on Tickets use an array-based schema
API authentication uses non-standard header
Zendesk gotchas
Data export requires API scripting on non-Enterprise plans
Automations cap at 500 active rules and 1,000 tickets per hour
Help Center has no native export feature
Custom Objects and full data export are Enterprise-only
Pair-specific challenges
Migration approach
Discovery and API audit
We audit the Octadesk account via REST API across all supported objects: Tickets (with customField arrays), Chats (paginated at 100-item pages), Contacts, Companies, Agents, Teams, Tags, and Attachments. We confirm the number of active seats, connected channels, and total record counts for each object. We also document any Octadesk automation rules, chatbot flows, and AI agent configurations described by the customer. The output is a written migration scope with record counts, field inventory, and a decision point on how much historical chat and ticket history to include in the migration.
Zendesk environment preparation
We confirm the customer's Zendesk tier and available products (Support, Suite, Guide). We create the destination schema: Groups matching Octadesk Teams, custom fields matching Octadesk customField arrays (with type mapping from Octadesk field types to Zendesk field types), and User records for Agents matched by email. If the customer holds Zendesk Guide, we confirm article sections and categories are pre-created. We temporarily disable Zendesk triggers and automations during migration to prevent unwanted notifications or workflow triggers from firing on imported records.
Sandbox migration and field mapping validation
We run a full migration into a Zendesk Sandbox or demo environment using production-like data volume. The customer's support operations lead reconciles record counts (Tickets in, Chats converted, Contacts in, Organizations in, Agents mapped), spot-checks 25-50 random Tickets against the Octadesk source (custom field values, conversation history, attachment presence), and validates that Zendesk field types correctly display the imported data. Field mapping corrections are made here before any production migration begins.
Sequential chat history export and chunking
We export Octadesk Chat records in sequential 100-item pages using the GET /chat endpoint. Each Chat's nested conversation events are extracted and flattened into Zendesk Ticket comments. We download and validate attachments per-Ticket. Large chat histories (5,000+ Chats) are chunked into export batches with cursor-based resume, and the Octadesk API rate limit is respected with backoff between requests. The customer approves the historical depth (e.g., last 12 months, last 24 months, or full history) before export begins.
Production migration in dependency order
We run production migration in record-dependency order: Zendesk Users and Groups (manual provisioning validated), Organizations (from Octadesk Companies), Users (Contacts as end-users), Tickets (with resolved requester_id, assignee_id, group_id, and custom_fields), then Chat conversation comments appended to the correct Tickets. Attachments upload via Zendesk API with 1MB file validation. Each phase emits a row-count reconciliation report before the next phase begins.
Cutover, delta sync, and automation rebuild handoff
We freeze Octadesk writes during cutover, run a final delta migration of any records modified during the migration window, then enable Zendesk as the system of record. We deliver the automation audit inventory document listing every Octadesk automation rule, chatbot flow, and AI agent configuration with recommended Zendesk equivalents. We support a one-week hypercare window for reconciliation issues. We do not rebuild Octadesk automations as Zendesk Triggers inside the migration scope; that is a separate engagement for the customer's Zendesk admin or an implementation partner.
Platform deep dives
Octadesk
Source
Strengths
Weaknesses
Zendesk
Destination
Strengths
Weaknesses
Complexity grading
Standard Helpdesk migration. 1 of 7 objects need a mapping; the rest are 1:1.
Overall complexity
Standard migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Octadesk and Zendesk.
Object compatibility
1 of 7 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
7-object category — typical timelines run 2–7 days end-to-end.
API constraints
Octadesk: Not publicly documented.
Data volume sensitivity
Octadesk 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
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