Helpdesk migration

Migrate from Gmelius to Zoho Desk

Field-level mapping, validation, and rollback between Gmelius and Zoho Desk. We move data and schema; workflows are rebuilt natively in Zoho Desk.

Gmelius logo

Gmelius

Source

Zoho Desk

Destination

Zoho Desk logo

Compatibility

57%

8 of 14

objects map 1:1 between Gmelius and Zoho Desk.

Complexity

CModerate

Timeline

3-5 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Gmelius stores support data as Gmail labels, threads, and extension-local configuration rather than a standalone database, which means migrating to Zoho Desk requires extracting through the Google Workspace API surface rather than a direct API connection. We export shared inboxes as label-mapped Views in Zoho Desk, full email threads as Tickets with their conversation Threads, and contacts via Google Contacts API into Zoho Desk Contacts. SLA configurations are preserved as custom fields on Ticket records rather than as native SLA rules, since Zoho Desk SLA enforcement requires specific plan tiers. Automation Rules, Kanban boards, and Email Templates do not migrate as functional equivalents; we deliver written inventory documents for each requiring manual reconstruction in Zoho Desk Blueprint. Because Zoho Desk processes imports in dependency order — Agents first, then Accounts, then Contacts, then Tickets — we stage the migration to satisfy those foreign-key constraints before any Tickets are loaded.

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

Gmelius logo

Gmelius

What's pushing teams away

  • Slow email loading times (6+ mentions on G2) damage productivity for high-volume support teams who need sub-second response, pushing them toward dedicated helpdesk platforms.
  • Gmail-only constraint eliminates teams using Outlook or mixed email environments, forcing an either/or decision that enterprise IT departments often cannot make.
  • Steep learning curve for Automation Rules and Kanban boards means new team members require guided onboarding before they can operate independently.
  • No public API documentation on lower tiers and limited mobile app functionality frustrates technical teams needing programmatic access or mobile support workflows.
  • Extension conflicts with other Gmail add-ons (documented in Gmelius own help center) cause UI glitches that require disabling competing extensions.

Choosing

Zoho Desk logo

Zoho Desk

What's pulling them in

  • Deep Zoho ecosystem integration lets support data tie directly to CRM contacts, invoice records in Zoho Books, and custom apps built in Zoho Creator, providing a unified customer view without third-party middleware.
  • Pricing undercuts comparable platforms significantly: Enterprise at roughly $40 per agent per month versus Zendesk at comparable tiers, making it attractive for cost-sensitive teams scaling past 10 agents.
  • Blueprints and multi-level escalations allow teams to codify support workflows and enforce SLA routing automatically, reducing manual triage for mid-size support operations.
  • Multi-channel ticket ingestion unifies email, social media, live chat, and phone into a single queue view, giving agents one inbox without context-switching across channels.
  • The free tier up to 3 agents lets small teams validate the platform before committing, reducing financial risk for startups and micro-businesses evaluating help desk software.

Object mapping

How Gmelius objects map to Zoho Desk

Each row shows how a Gmelius 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.

Gmelius

Shared Inbox

maps to

Zoho Desk

Department + View

lossy
Fully supported

Gmelius shared inboxes are Gmail label-backed workspaces. We map each shared inbox to a Zoho Desk Department, then create Views scoped to that Department that filter tickets by the label-equivalent tag. The Zoho Desk View configuration replicates the shared inbox's conversation scope. Multi-department Gmelius setups require a Zoho Desk Department per shared inbox with cross-department escalation routes configured separately in Blueprint.

Gmelius

Email Conversation

maps to

Zoho Desk

Ticket + Thread

1:1
Fully supported

Gmelius email threads export as full message chains via the Gmail API. We reconstruct each thread as a Zoho Desk Ticket with the initial message as the Ticket Description and subsequent replies as Thread entries. The original Gmail Message-ID headers are preserved in a custom Ticket field gmelius_message_id__c for audit traceability. Thread authorship (sender email) maps to Zoho Desk Contact or Agent resolution on the Thread record.

Gmelius

Shared Label

maps to

Zoho Desk

Tag + View Filter

lossy
Fully supported

Gmelius Shared Labels are Gmail label names exported via the Gmail API. We recreate them as Zoho Desk Tags on the Ticket module and apply them during import based on the original Gmail label membership. For labels that represented inbox ownership or routing status, we create Zoho Desk Views with Tag-based filters rather than Tags alone, preserving the label's filtering behaviour as a live View.

Gmelius

Contact

maps to

Zoho Desk

Contact

1:1
Fully supported

Gmelius does not maintain a standalone contact database; contacts live in the Google Contacts layer. We export via Google Contacts API and map to Zoho Desk Contact records. The Google Contact email address becomes the Contact email field and the dedupe key. Any Gmelius-specific contact metadata (contact notes, custom contact properties) migrates as custom fields on the Zoho Desk Contact.

Gmelius

Company (label-stored)

maps to

Zoho Desk

Account

1:1
Fully supported

Gmelius companies are not a distinct object — company associations live as email domain annotations on contacts or as part of shared label naming conventions. We reconstruct Account records from Gmelius contact email domains and shared inbox naming, then link Contacts to the reconstructed Account via AccountId lookup. The Zoho Desk Contacts module supports this account lookup hierarchy natively.

Gmelius

Email Template

maps to

Zoho Desk

Macro

1:1
Fully supported

Gmelius shared email templates store structured text with variable placeholders for merge fields. We export the full template library and recreate each as a Zoho Desk Macro. The Macro body preserves the original placeholder syntax as Zoho variable notation so agents can execute the Macro with the same dynamic field substitution. Macro categories map from Gmelius template folders.

Gmelius

Shared Draft

maps to

Zoho Desk

Macro (draft variant)

lossy
Fully supported

Gmelius shared drafts are collaborative email compositions stored as draft messages in Gmail. We export them and convert to Zoho Desk Macro records tagged as draft variants, preserving the draft body text and recipient placeholders. Because Zoho Desk does not have a native shared-draft concept, Macro with draft-prefixed naming is the closest structural equivalent.

Gmelius

Automation Rule

maps to

Zoho Desk

Blueprint + Workflow Rule (documented)

lossy
Fully supported

Gmelius Automation Rules are extension-local configuration with no export mechanism. We capture rule configurations during the discovery walkthrough by screen-recording the Automation Rules UI and documenting each rule's trigger, conditions, and actions. We deliver a written Blueprint inventory with trigger, condition, and action mapping to Zoho Desk Blueprint steps or Workflow Rule criteria. Complex multi-step rules with AI dispatching (Pro tier) require the most manual reconstruction effort.

Gmelius

Kanban Board

maps to

Zoho Desk

Views with Stage Grouping

lossy
Fully supported

Gmelius Kanban boards visualise email pipelines by status columns mapped to board cards. We map board columns to Zoho Desk ticket Status values and create Views grouped by Status to replicate the columnar pipeline view. Custom board layouts with non-standard column configurations are documented as View specifications for the Zoho Desk admin to build after migration.

Gmelius

SLA Configuration

maps to

Zoho Desk

Custom Fields (metadata only)

lossy
Fully supported

Gmelius SLA analytics and first-response/time tracking are tier-gated features. We export SLA rule definitions as custom metadata fields on Zoho Desk Ticket records (e.g., first_response_due__c, resolution_due__c) populated at migration time. Native Zoho Desk SLA rules require Professional tier or above; we flag this during scoping so the customer can upgrade if active SLA enforcement is required post-migration.

Gmelius

User / Team Member

maps to

Zoho Desk

Agent

1:1
Fully supported

Gmelius users are Google Workspace accounts. We export the user list via Google Workspace Admin SDK and map each to a Zoho Desk Agent record by email. Agent department assignment maps from the Gmelius shared inbox membership. Active versus inactive status is preserved from Gmelius account status.

Gmelius

Tag

maps to

Zoho Desk

Tag

1:1
Fully supported

Gmelius tags applied to conversations export as tag metadata from Gmail labels. We recreate the full tag taxonomy as Zoho Desk Tags and apply them to the corresponding migrated Tickets at import time. Tag-to-conversation associations are preserved by matching the original Gmail label-to-message mappings from the export data.

Gmelius

Note / @Mention

maps to

Zoho Desk

Ticket Comment

1:1
Fully supported

Gmelius thread notes and @mentions export as email notes or internal comments attached to specific messages in the thread. We convert these to Zoho Desk Ticket Comments with the comment type set to Internal so they are visible to agents but hidden from customers. Note authorship and timestamp are preserved in the Comment record.

Gmelius

Attachment

maps to

Zoho Desk

Attachment

1:1
Fully supported

Email attachments on Gmelius conversations export via the Gmail API as MIME-encoded files. We attach them to the corresponding Zoho Desk Ticket Thread record using the same file name, MIME type, and content hash. Files larger than 25 MB are linked as URL references in a custom field rather than stored inline, matching Zoho Desk attachment size limits.

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.

Gmelius logo

Gmelius gotchas

High

Gmail-only lock-in is irreversible for mixed email environments

High

No formal public API on lower tiers limits programmatic data export

Medium

Automation Rules are extension-local state with no export mechanism

Medium

All team members must share the same plan tier

Low

Extension conflicts with other Gmail add-ons cause UI instability

Zoho Desk logo

Zoho Desk gotchas

High

Agent email identity determines comment ownership after migration

High

Blueprints and SLA policies do not export via API

Medium

File upload capped at 10GB per migration batch

Medium

Tier-gated export and migration capabilities

Low

Inbound migration is two-phase with a hard Phase 2 cutoff

Pair-specific challenges

  • Gmelius has no public API on lower tiers

    Gmelius does not expose a documented REST API on the Meli or Growth tiers, and the API access listed on Growth carries restrictions and no public endpoint documentation. We extract data via the Google Workspace API surface — Gmail API for conversations and labels, Google Contacts API for contacts, and Google Workspace Admin SDK for users. This extraction layer adds complexity versus a direct API migration and requires that the migrating account has OAuth2 access to Google Workspace admin controls. Customers without Google Workspace admin access cannot authorize the extraction and must provision it before migration begins.

  • Zoho Desk does not migrate Knowledge Base attachments

    When migrating Knowledge Base articles to Zoho Desk via Zitch or manual import, attachment files are not transferred. We export Gmelius knowledge base article attachments separately via Google Workspace export and re-attach them manually to Zoho Desk Knowledge Base articles post-import, or link them as external URLs in the article body. This adds a post-migration step that must be budgeted in the timeline. Additionally, Zoho Desk Knowledge Base article creation dates are set to the migration date rather than the original source date.

  • Zoho Desk imports require strict dependency order

    Zoho Desk's Zitch migration tool and API import process load modules in a fixed dependency order: Agents first, then Accounts, then Contacts, then Tickets. Violating this order causes foreign-key failures (orphaned tickets with no Contact, Contacts with no Account). We stage all Gmelius exports to match this order and resolve parent-record IDs (AccountId on Contact, ContactId on Ticket) before each phase begins. Any Gmelius conversations from addresses not resolvable as Contacts become anonymous ticket requests without a linked Contact record.

  • Gmelius Automation Rules and Kanban boards have no export mechanism

    Gmelius Automation Rules are extension-local configuration stored in the browser extension rather than in any server-side data store, and there is no documented export endpoint. Kanban board column configurations similarly live in extension state. We document both via a discovery walkthrough with screen recording of every active rule and board, then deliver written Blueprint and View specifications for the Zoho Desk admin to rebuild. Multi-step AI dispatching rules (Gmelius Pro tier) require the most extensive manual reconstruction in Zoho Desk Blueprint.

  • Ticket creation timestamps are reset to migration date in Zoho Desk

    Zoho Desk's standard import process sets the ticket creation date to the import timestamp rather than preserving the original email date. We capture the original Gmelius conversation timestamps from Gmail message headers and store them in custom fields original_created_date__c and original_thread_date__c on each Ticket record. Customers requiring historical reporting by original date must use these custom fields for date-filtered reports until Zoho Desk natively supports import-date override.

Migration approach

Six steps for a successful Gmelius to Zoho Desk data migration

  1. Discovery and Google Workspace access audit

    We audit the Gmelius subscription tier (Meli/Growth/Pro), active shared inboxes, Automation Rules, Kanban boards, template library, and contact volume. We simultaneously assess the Google Workspace admin permissions required for Gmail API and Google Contacts API OAuth2 scopes. If the migrating account lacks admin access, we flag the scope gap before scoping proceeds. We also identify which Zoho Desk edition the customer is targeting and confirm SLA feature availability on that tier.

  2. Data extraction via Google Workspace APIs

    We extract data in parallel from three Google Workspace surfaces: Gmail API (email threads, labels, attachments, message headers), Google Contacts API (contacts with custom fields), and Google Workspace Admin SDK (user list with department metadata). Because Gmelius shared inbox scoping is label-based, we use Gmail label filters to isolate each shared inbox's message set. Attachments are extracted as base64-encoded MIME parts and written to a staging file store for re-attachment in Zoho Desk. All extraction uses exponential backoff with retry on rate-limit responses from Google's API surface.

  3. Zoho Desk custom field and Department setup

    Before any data import, we configure Zoho Desk Departments (one per Gmelius shared inbox), custom Ticket fields (original_created_date__c, gmelius_message_id__c, sla_first_response_due__c, sla_resolution_due__c), and Tag taxonomy matching the Gmelius label set. We also create Views per shared inbox using tag-based and status-based filters that replicate the Gmelius shared inbox scoping. This schema setup runs against a staging Zoho Desk portal before production to validate field types and View logic.

  4. Dependency-ordered import into Zoho Desk

    We execute the Zoho Desk import in the required module order: Agents first (from Google Workspace user list), then Accounts (reconstructed from contact email domains), then Contacts (linked to Accounts), then Tickets with Threads (from Gmail message chains). Each phase emits a row-count reconciliation report before the next begins. Thread records are created as children of the resolved Ticket, with sender email mapped to ContactId or left as anonymous for unrecognised senders. Attachments are re-attached to Thread records from the staging file store after the thread body is confirmed.

  5. SLA metadata population and Views validation

    We populate the custom SLA metadata fields on migrated Tickets using the original Gmelius SLA configurations. We validate every View by running a spot-check of 25-50 tickets per shared inbox to confirm that the View filter correctly scopes the migrated conversations. Tag application is validated against the original Gmail label membership by cross-referencing the gmelius_message_id__c field against the original export log.

  6. Cutover, delta migration, and Blueprint rebuild handoff

    We freeze Gmelius writes during a cutover window, run a delta import of any conversations created or modified since the initial extraction, then redirect support routing to Zoho Desk. We deliver the Automation Rules and Kanban board documentation as a written Blueprint and View specification to the Zoho Desk admin team. We support a one-week hypercare window for reconciliation issues. We do not rebuild Gmelius Automation Rules or Kanban boards as Zoho Desk Blueprint workflows inside the migration scope; that work requires a separate engagement or internal admin rebuild using the documentation we provide.

Platform deep dives

Context on both ends of the pair

Gmelius logo

Gmelius

Source

Strengths

  • Gmail-native shared inbox means no new application to launch — team members stay in their existing email workflow.
  • AI assistant Meli handles reply drafting, email sorting, and meeting scheduling directly inside Gmail without additional tools.
  • SOC 2 Type II certified with Swiss privacy-by-design, meeting enterprise security procurement requirements.
  • Per-user pricing model with no per-conversation or per-channel fees makes cost predictable as teams grow.
  • Collaboration features including shared labels, Kanban boards, and real-time email notes reduce inbox clutter for support and sales teams.

Weaknesses

  • Gmail-only platform — no Outlook support eliminates teams in mixed or Microsoft-first email environments entirely.
  • Extension-delivered model means performance depends on browser extension loading times, with documented slow email loading on G2.
  • No permanent free plan and no free tier creates a billing commitment before teams can validate fit for their workflow.
  • Limited mobile app functionality means mobile support teams operate with reduced feature parity versus desktop.
  • Automation Rules and complex workflow configuration requires a learning investment that slows initial team adoption.
Zoho Desk logo

Zoho Desk

Destination

Strengths

  • Generous free tier for teams of up to 3 agents with no time limit, reducing financial risk for small support operations.
  • Per-agent flat pricing across tiers is significantly lower than Zendesk, Freshdesk, or Intercom at equivalent feature levels.
  • Tight integration with Zoho CRM, Zoho Books, and Zoho Creator provides a unified data ecosystem without third-party middleware.
  • Multi-channel ticket aggregation consolidates email, social, chat, and phone into a single queue view.
  • Assisted migration service handles the two-phase transfer process with Zoho's own migration team for inbound moves.

Weaknesses

  • The UI is frequently described as dated, clunky, and inconsistent across modules compared to modern SaaS competitors.
  • Advanced automation features including Blueprints, multi-brand, and live chat are tier-gated, limiting the free and Express plans to basic ticketing.
  • Non-Zoho integrations require custom Deluge scripting or external middleware, reducing flexibility for heterogeneous tech stacks.
  • Steep learning curve and complex customization options mean slower onboarding for new agents and ongoing training investment.
  • Export and migration capabilities are gated by plan tier, with data backup only available on higher plans.

Complexity grading

How hard is this migration?

Moderate Helpdesk migration. 4 of 7 objects need a mapping; the rest are 1:1.

C

Overall complexity

Moderate migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Gmelius and Zoho Desk.

  • Object compatibility

    C

    4 of 7 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

    7-object category — typical timelines run 2–7 days end-to-end.

  • API constraints

    B

    Gmelius: Not publicly documented.

  • Data volume sensitivity

    B

    Gmelius doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your Gmelius to Zoho Desk 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 Gmelius to Zoho Desk data migrations

Answers to the questions buyers ask most during Gmelius to Zoho Desk migration scoping. Not seeing yours? Book a call.

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Migrations under 10,000 tickets and 5,000 contacts land between three and five weeks. Migrations with large attachment volumes, complex shared label hierarchies requiring multi-view reconstruction, Kanban board layouts needing custom Zoho Desk Views, or multi-department Zoho Desk configurations extend to eight to twelve weeks. The timeline depends most heavily on data extraction readiness (whether Google Workspace admin access is in place) and the volume of Automation Rules requiring documentation during discovery.

Adjacent paths

Related migrations to explore

Ready when you are

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