Helpdesk migration
Field-level mapping, validation, and rollback between Gladly and Zoho Desk. We move data and schema; workflows are rebuilt natively in Zoho Desk.
Gladly
Source
Zoho Desk
Destination
Compatibility
8 of 12
objects map 1:1 between Gladly and Zoho Desk.
Complexity
CModerate
Timeline
4-7 weeks
Overview
Moving from Gladly to Zoho Desk is an architectural translation, not a direct record copy. Gladly centers every interaction around a Customer Profile with a single open Conversation at a time; Zoho Desk organizes support around Tickets with a department-centric hierarchy and multiple simultaneous cases per contact. We split each open Gladly Conversation into individual Zoho Desk Tickets by Topic or issue type, preserving the full message history across all channels. Customer Profile data maps to Zoho Desk Contacts and Accounts, with primary contact details carried forward and secondary identifiers stored as custom fields. Topics (Gladly) map to Tags (Zoho Desk) so routing and analytics context survives the transition. Historical conversation data requires a separate export request from Gladly Professional Services or API-based extraction, which we include as a scoping milestone. Gladly Workflows, routing rules, and spam-filtering logic do not migrate as configuration; we document every active Workflow for the customer's admin to rebuild in Zoho Desk's Blueprint and workflow rule engine.
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 Gladly object lands in Zoho Desk, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Gladly
Customer Profile
Zoho Desk
Contact + Account
1:manyGladly Customer Profiles carry the primary contact identity (name, email, phone, address) and all associated conversation history. We split each Customer Profile into a Zoho Desk Contact record (primary identity fields) and optionally an Account record (for B2B or multi-contact households). The Gladly Customer ID is stored as a custom field gladly_customer_id__c on the Zoho Desk Contact for audit and reconciliation. If the customer uses Gladly's secondary contact fields, those map to Zoho Desk Contact custom fields.
Gladly
Conversation
Zoho Desk
Ticket
1:manyGladly enforces one open Conversation per Customer Profile at any time. Each Conversation maps to one or more Zoho Desk Tickets based on issue type or channel split. The Conversation subject, creation timestamp, last-modified timestamp, and status (open, paused, closed) map to Zoho Desk Ticket subject, createdTime, modifiedTime, and status. If a single Gladly Conversation contains multiple distinct issue threads, we split by Topic or message gap into separate Tickets to preserve clean issue tracking in Zoho Desk.
Gladly
Conversation Item
Zoho Desk
Comment
1:1Gladly Conversation Items represent individual messages across email, SMS, voice call summary, and chat. We map each Conversation Item to a Zoho Desk Ticket Comment with direction (customer/agent), channel metadata, timestamp, and agent attribution preserved. Voice call recordings are stored as attachments in Gladly; we map the recording URL to a Zoho Desk Ticket attachment and flag it for re-link if Zoho Desk supports the same file hosting. Channel metadata (email, SMS, voice, chat) migrates as comment channel type via Zoho Desk's channel field.
Gladly
Topic
Zoho Desk
Tag
lossyGladly Topics are taggable labels applied to Conversations for routing and analytics. We export Topic assignments per Conversation and apply them as Zoho Desk Tags on the corresponding Tickets. Tags preserve the routing and category context that agents use for filtering and reporting. If Zoho Desk's department-scoped tags are in use, we coordinate tag names across departments during scoping.
Gladly
User/Agent
Zoho Desk
Agent
1:1Gladly User records (name, email, role, permissions) map to Zoho Desk Agent records. We match by email address. Role mapping from Gladly (Admin, Supervisor, Agent) to Zoho Desk role profiles (Support Admin, Agent) is defined during scoping, and any role without a direct equivalent is escalated to the customer's admin for manual assignment post-migration. Inactive Gladly users migrate as inactive Zoho Desk agents to preserve historical attribution.
Gladly
Workflow
Zoho Desk
Blueprint + Workflow Rule
1:1Gladly Workflows encode routing logic, spam filtering, required disclosures, and agent handoff rules as platform configuration. Zoho Desk Blueprint and workflow rules handle escalation, SLA timing, assignment, and notification flows differently. We audit every active Gladly Workflow during discovery and deliver a written specification document mapping each Workflow trigger, condition, and action to its Zoho Desk Blueprint or workflow rule equivalent. The customer's admin or a Zoho consultant rebuilds these in the destination. We do not migrate Workflows as code.
Gladly
Topic-Based Routing
Zoho Desk
Department + Assignment Rules
lossyGladly uses Topics to route Conversations to queues or agents. Zoho Desk uses Departments as the primary organizational unit with ticket assignment rules within each department. We map Gladly Topics to Zoho Desk Departments or to tag-based assignment rules depending on the customer's routing complexity. Multi-topic routing requires either department restructuring or a custom assignment rule configuration in Zoho Desk that we design and hand off.
Gladly
Webhooks
Zoho Desk
Webhooks
1:1Gladly exposes a webhook system with configurable events, retry policies, and ping events. Zoho Desk has a separate webhook and third-party integration architecture. We export the customer's Gladly webhook configurations (event types, endpoints, payload structure, retry settings) during discovery and provide a written specification for reimplementing the same triggers in Zoho Desk. Any downstream systems consuming Gladly webhooks (CRMs, analytics tools, order management) need to be updated to the new Zoho Desk endpoint post-migration.
Gladly
Knowledge Base (Gladly Answers)
Zoho Desk
Help Center (Zoho Desk)
1:1Gladly Answers articles (title, body, categories, metadata) map to Zoho Desk Help Center articles. We export article content, category structure, and internal/external visibility flags. Article URLs change after migration, so we document the full URL mapping for the customer's web team to set up redirects. AI-generated response templates in Gladly Answers do not migrate as AI configurations; they become standard articles that the customer's admin can re-train in Zoho Desk's Zia AI or similar tool.
Gladly
Custom Objects
Zoho Desk
Custom Fields (Contacts, Tickets, Accounts)
1:1Gladly supports custom data mappings on Customer Profiles and Conversations for complex rules and custom objects. Zoho Desk implements equivalent data as department-scoped custom fields on Tickets, Contacts, or Accounts. We audit the customer's Gladly configuration for any custom objects, map them field-by-field to Zoho Desk custom fields of matching type (text, number, date, picklist, checkbox), and create the destination schema before migration. Zoho Desk enforces per-module custom field limits (total 230 across all field types) which we verify during scoping.
Gladly
Reports (Work Sessions Report)
Zoho Desk
Reports (Zoho Desk)
1:1Gladly's Work Sessions Report retains old Customer IDs after profile merges, which we use to preserve both current and historical IDs during migration. Zoho Desk reporting captures agent handle time, first response time, resolution time, and CSAT natively. We export the customer's Gladly CSV reports for historical context and deliver a reconciliation note flagging any Work Sessions Report data that uses merged Customer IDs. Post-migration, the customer's admin rebuilds any custom Gladly reports as Zoho Desk report configurations.
Gladly
Secondary Contact Data
Zoho Desk
Contact Custom Fields
1:1Gladly Customer Profiles store secondary contact data beyond primary email and phone (loyalty IDs, preferences, social handles, birthday). We map these to Zoho Desk Contact custom fields. Social profile URLs and messenger handles from Gladly become Zoho Desk Contact text fields. Loyalty program status and custom identifiers become picklist or text custom fields depending on the data type.
| Gladly | Zoho Desk | Compatibility | |
|---|---|---|---|
| Customer Profile | Contact + Account1:many | Fully supported | |
| Conversation | Ticket1:many | Fully supported | |
| Conversation Item | Comment1:1 | Fully supported | |
| Topic | Taglossy | Fully supported | |
| User/Agent | Agent1:1 | Fully supported | |
| Workflow | Blueprint + Workflow Rule1:1 | Fully supported | |
| Topic-Based Routing | Department + Assignment Ruleslossy | Fully supported | |
| Webhooks | Webhooks1:1 | Mapping required | |
| Knowledge Base (Gladly Answers) | Help Center (Zoho Desk)1:1 | Fully supported | |
| Custom Objects | Custom Fields (Contacts, Tickets, Accounts)1:1 | Mapping required | |
| Reports (Work Sessions Report) | Reports (Zoho Desk)1:1 | Fully supported | |
| Secondary Contact Data | Contact Custom Fields1:1 | 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.
Gladly gotchas
Historical conversation import is a paid Gladly add-on
Customer IDs change on profile merges
One open Conversation per customer constraint
Default API rate limit of 10 requests per second
Workflows do not export as data records
Zoho Desk gotchas
Agent email identity determines comment ownership after migration
Blueprints and SLA policies do not export via API
File upload capped at 10GB per migration batch
Tier-gated export and migration capabilities
Inbound migration is two-phase with a hard Phase 2 cutoff
Pair-specific challenges
Migration approach
Discovery and export request
We audit the Gladly account across object types: Customer Profiles (count, merge history), Conversations (open, paused, closed), Conversation Items (volume by channel), Topics (active list), active Workflows, active Users/Agents, Knowledge Base articles, and webhook configurations. We simultaneously request the historical conversation export from Gladly (paid add-on) or scope an API-based extraction with pagination throttled to Gladly's 10 req/sec limit. On the Zoho Desk side, we audit the department structure, existing custom fields, role profiles, and any active workflows. The discovery output is a written migration scope with projected record counts, a Zoho Desk department design recommendation, and the Workflow inventory document.
Zoho Desk schema design and department mapping
We design the destination schema in Zoho Desk. This includes mapping Gladly Topics to Zoho Desk Departments or Tags depending on routing complexity, creating custom fields on Contacts, Accounts, and Tickets (with Zoho Desk's per-module field limits verified), designing ticket layouts per department, and defining the Conversation-to-Ticket split rule based on issue type or message-channel gaps. If the customer uses multiple Zoho Desk departments, we resolve the department-scoped custom field constraint during this step. Schema is validated in a Zoho Desk sandbox or trial account before production migration begins.
Data extraction from Gladly with ID reconciliation
We extract all Customer Profiles with both current and historical Customer IDs (to handle post-merge ID retention from the Work Sessions Report), all Conversation records with status and Topic assignments, all Conversation Items with channel metadata, timestamps, and agent attribution, all active and inactive Users/Agents, and Knowledge Base articles. We export webhook configurations for the handoff document. Gladly API pagination handles large volumes at the 10 req/sec rate limit with exponential backoff. For historical conversations, we coordinate with the customer's Gladly Professional Services contact to receive the export file and ingest it into our extraction pipeline.
Transformation and conversation split
We run the Conversation-to-Ticket split logic: each Gladly Conversation becomes one or more Zoho Desk Tickets based on Topic or detected issue boundary. Customer Profile fields map to Contact and Account fields with the Gladly Customer ID preserved in a custom field. Topics map to Zoho Desk Tags. Conversation Items map to Ticket Comments with direction, channel, timestamp, and agent attribution preserved. Any Customer ID that changed due to a Gladly profile merge is resolved to the surviving ID using the historical ID map, ensuring agent-level handle-time reporting is complete in the destination. We run a reconciliation count (Contacts in, Accounts in, Tickets in, Comments in) before the Zoho Desk import phase begins.
Production migration in dependency order
We run production migration into Zoho Desk in dependency order: Agents (first, so OwnerId references resolve), Accounts (from Gladly Company data if B2B), Contacts (with AccountId resolved and gladly_customer_id__c custom field populated), Tickets (with ContactId lookup resolved, Tags applied, and original timestamps passed via API), Comments (linked to Tickets with direction, channel, and agent attribution), Knowledge Base articles, and webhook specification delivered separately. We use Zoho Desk's API (not CSV import) for Tickets and Comments to preserve original creation timestamps. Each phase emits a row-count reconciliation report before the next phase begins.
Cutover, validation, and Workflow rebuild handoff
We freeze Gladly writes during cutover, run a final delta migration of any records modified during the migration window, then enable Zoho Desk as the system of record. We deliver the Workflow inventory document and routing specification to the customer's admin team for rebuilding in Zoho Desk Blueprint and workflow rules. We provide a URL mapping table for Gladly Answers articles migrated to the Zoho Desk Help Center. We do not rebuild Gladly Workflows as Zoho Desk automation inside the migration scope; that is a separate engagement or an internal admin task. We support a one-week post-migration validation window where we resolve reconciliation issues raised by the customer's support team.
Platform deep dives
Gladly
Source
Strengths
Weaknesses
Zoho Desk
Destination
Strengths
Weaknesses
Complexity grading
Moderate Helpdesk migration. 5 of 7 objects need a mapping; the rest are 1:1.
Overall complexity
Moderate migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Gladly and Zoho Desk.
Object compatibility
5 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
Gladly: 10 requests per second across all HTTP methods, with documented 429 responses and retry guidance.
Data volume sensitivity
Gladly 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.
Category
FAQ
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