Migrate from Ada to Desk365 with precision & ease

A seamless, customizable migration solution for moving your Ada data with perfect fidelity and minimal disruption.

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Ada
Desk365
MIGRATION OVERVIEW

Why teams migrate from Ada to Desk365

Migrating from Ada to Desk365 requires translating between two fundamentally incompatible data models: Ada is an agentic conversational AI platform that stores conversations, messages, chatters, and bot variables, while Desk365 is a Microsoft 365-native, ticket-centric helpdesk with no native import path from Ada. There is no built-in migration tool or direct export-import path; custom engineering is required to extract data via Ada's Data Export API, transform conversational records into Desk365's ticket schema, and load them via Desk365's Import Tickets with Conversations API endpoint (capped at 30 conversations per call). Critical constraints include Ada's hard 12-month data retention limit on the export API, a 60-day maximum date range per query, text-only message export support, and the requirement to manually reconstruct conversation message threads as Desk365 ticket reply sequences. Bot automations, playbooks, and coaching configurations have no Desk365 equivalent and must be fully rebuilt as Desk365 Automation Rules.
KEY CHALLENGES

What makes this migration complex

These are the architectural mismatches and technical hurdles specific to a Ada to Desk365 migration.

Most Critical

12-Month Retention Hard Limit

Ada's Data Export API only provides access to conversation data from the past 12 months, meaning any history older than that is permanently inaccessible via API and cannot be included in the migration unless already archived externally.

60-Day Date Range Constraint

Each API query to Ada's Data Export API is capped at a 60-day date window, requiring a minimum of 7 sequential paginated requests to cover 12 months of data per endpoint, significantly increasing extraction complexity and runtime.

Conversation-to-Ticket Thread Reconstruction

Ada stores support interactions as continuous conversation threads with individual message objects that must be individually fetched from a separate messages endpoint and reassembled into ordered Desk365 ticket reply sequences during transformation.

Variable and Metavariable Field Mapping

Ada's flat and multi-level variable structures must be mapped and flattened into Desk365 custom fields using the required `cf_` prefix convention, with multi-level variables requiring explicit denormalization logic before import.

Channel and Source Attribute Loss

Desk365's API import assigns all records a fixed source value of `15` (API), discarding Ada's original channel metadata (chat, email, voice), which must be explicitly preserved by creating a dedicated custom field such as `cf_ada_channel` during transformation.

Automation and Playbook Rebuild Requirement

Ada's playbooks, coaching configurations, and bot automations have no equivalent data structure in Desk365 and cannot be migrated programmatically; they must be manually recreated as Desk365 Automation Rules after cutover.

COMPLETE COVERAGE

Intelligent Human-Verified Data Mapping

Our migration engineer precisely maps every data point from Ada to Desk365, ensuring perfect continuity for your customer support operations.

Ada
Desk365
Conversations
Tickets
Messages
Ticket Conversations
Tags
Tags
Users (Agents)
Agents
Knowledge Articles
Knowledge Base Articles
Topics
Knowledge Base Categories
Answers
Canned Responses
Handoffs
Tickets
Variables
Custom Fields
Analytics Reports
Not Available
Intents
Not Available
Training Data
Not Available
Multilingual Content
Not Available

Looking for more entity mappings?

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MIGRATION RISK ASSESSMENT

Every migration risk, already solved

Migration between platforms is full of edge cases. Our engineers have identified every risk from Ada to Desk365 and built proven solutions for each one.

Migration Challenge ClonePartner Status
High Complexity —
Solved
Messages
Messages must be fetched from a separate endpoint, joined to conversations by `conversation_id`, and reconstructed into ordered ticket reply threads, with rich content such as images and structured messages unsupported by Ada's export API.
Solved
CSAT and Survey Data
Ada CSAT scores, feedback text, and NPS values cannot populate Desk365's native survey reporting system when imported via API, requiring storage in custom fields with a resulting loss of native analytics fidelity.
Solved
Channel Source Metadata
Desk365's API import endpoint overwrites all source channel data with a fixed value of `15` (API), permanently losing Ada's original platform attribution unless explicitly preserved in a dedicated custom field during transformation.
Solved
Automations and Playbooks
Ada playbooks, coaching configurations, and bot automation logic have no equivalent importable structure in Desk365 and represent a complete data loss that requires full manual reconstruction as Desk365 Automation Rules post-cutover.
Solved
Custom Engineering —
Handled
Conversations
Conversations map one-to-one to Desk365 tickets, but the 12-month API retention limit and 60-day query window constraint mean older records may be permanently inaccessible and extraction requires careful date-range pagination.
Handled
Contacts
Ada's `chatter_id` and `end_user_id` fields must be resolved to valid Desk365 Contacts identified by `ContactEmail`, and any gaps in email data will result in orphaned or anonymous ticket records.
Handled
Custom Fields
Ada variables and metavariables must be pre-mapped and flattened into Desk365 custom fields with the `cf_` prefix, and all target custom fields must be created in Desk365 before import begins to avoid data loss.
Handled
Categories and Topic Labels
Ada's AI-generated topic classifications are unstable labels that must either be pre-created as Desk365 categories before import or stored in custom fields to avoid routing field contamination.
Handled
Knowledge Base Articles
Knowledge base content requires a fully separate migration effort because Ada structures articles with sources, tags, and availability rules while Desk365 uses KB categories, folders, and visibility rules with no automated mapping path.
Handled
Clean Transfer
Agent Assignments
Agent assignment data is only relevant for escalated conversations and maps directly to Desk365's `AssignedTo` field, provided agent accounts are pre-created in Desk365 with matching identifiers before import.
Clean
4 high-complexity solved
5 custom-engineered
1 clean transfers
CUSTOM MIGRATION

Fully customizable engineer-led migration

Tailor your migration from Ada to Desk365 exactly to your needs with our flexible customization options. Our experts will configure the perfect migration plan for your business.

Migration Filters

Conversation Type

Filter by chat, email, or social media conversations

Tag-Based Selection

Migrate tickets with specific tags only

User Selection

Migrate tickets for specific users or agents

Time Range

Migrate tickets from a specific time period

Data Types

Tickets & Conversations

Full conversation history with all metadata

Automations & Macros

Workflows, templates, and automation rules

Knowledge Base

Articles, categories, and help center content

Customer Profiles

Customer information and interaction history

ZERO DOWNTIME

Your timeline. Our engineers.

A dedicated engineer runs your migration, planned around your schedule and your data.

No babysitting a wizard. Avoid debugging errors yourself.

Looking for a more detailed migration timeline?

Contact our team

Speed

The migration timeline depends on both our turnaround time and yours.

We can complete a migration in under a day when the accounts are connected and the sample migration is approved promptly.

Background Sync

We also support migrating the newest records first, so you can go live faster while the rest of the data is synced in the background.

Data Volume Impact

Larger data volumes may require longer migration windows.

Continuous Operation

Weekend migrations minimize disruption to your customer service operations.

MIGRATION TIMELINE

Your Ada to Desk365 migration, step by step

See how long your migration will take from start to finish. Drag the slider to estimate based on your data volume.

How many records are you migrating?

<10K 50K 100K 250K 500K 1M 2M 5M 10M+
Checklist ~3 days
Sample 1 day
Review ~2 days
Full 2 days
Delta 1 day
Your team ClonePartner

Estimated total

~9 business days

1

Migration Checklist

1 day · ClonePartner ~2 days · Your team

We prepare the optimal data mapping as a shareable spreadsheet. Your team reviews, approves, and adds any customizations.

2

Sample Migration

1 day · ClonePartner

We run a test migration with a representative sample of your data to verify mapping accuracy and identify any potential issues before the full run.

3

Review & Approve

~2 days · Your team

Your team reviews the sample migration results, confirms data accuracy and mapping, and gives the go-ahead for the full migration.

4

Full Migration

2 days · ClonePartner

We execute the complete migration of all your data to your new Desk365, with real-time progress tracking and comprehensive logging.

5

Delta Migration

1 day · ClonePartner

We capture and transfer any new data that was added or updated during the main migration to ensure no data is lost. This final sync keeps everything current.

Timeline is an estimate. Actual duration depends on API rate limits, data complexity, and your team's availability.

Get an exact timeline

Related Guides

Ada to Desk365 Migration: A Technical Guide

Complete Technical Guide

Ada to Desk365 Migration: A Technical Guide

Ada to Desk365 migration requires extracting conversations via Ada's Data Export API (12-month limit, 60-day windows) and loading via Desk365's Import Tickets with Conversations endpoint (30 per call).

26 min read Read
How to Export Data from Ada: API Limits, Methods & Portability

Export Guide

How to Export Data from Ada: API Limits, Methods & Portability

Ada's Data Export API is the primary path for conversations and messages. Key limits: 12-month retention, 60-day query windows, 10 req/sec, and no way to re-import historical conversations.

19 min read Read

Pros and cons of different migration options

Choosing the right approach is key because migrating from Ada to Desk365 isn't just about moving data – it's about protecting customer relationships.

Feature / Criteria ClonePartner Automated Tools CSV Import In-house migration
Custom Scripting for complex data ✓ Engineers build & maintain ✗ No ⚠ Manual ✓ Yes – but costly
Sandbox & Pilot Migrations ✓ Full sandbox + pilot plans ⚠ Limited ✗ No ⚠ Often Informal
Manual validation & reconciliation ✓ Automated + manual QA ✗ No ✓ Yes (Manual) ✓ Heavy manual effort
Backup & rollback plan ✓ Robust procedures ✗ No ✗ No ⚠ Often incomplete
Handles automation and integrations ✓ Full support ⚠ Partial ✗ No ⚠ Possible but fragmented
Post-migration engineer support ✓ Dedicated engineers ✗ No ✗ No ⚠ Limited SLA
Adaptable to API changes ✓ Proactive adaptation ✗ No ⚠ Manual fixes ⚠ Slower response
Turnaround / SLA predictability ✓ Predictable SLAs ⚠ Fast but brittle ⚠ Slow and manual ⚠ Often slower
Data Security & Compliance ✓ High – enterprise grade ⚠ Medium (depends) ⚠ Low (manual) ⚠ Hidden gaps common
Pricing predictability ✓ Transparent & fixed ⚠ Low (per-job) ⚠ Low (manual hours) ⚠ High/variable OPEX
End-to-end project management ✓ Full E2E delivery & PM ✗ No ✗ No ⚠ Often partial
Business impact & opportunity cost ✓ No diversion of staff ✗ No ✗ No ⚠ Diverts engineering

What does an Engineer-led migration mean anyway?

Speed & Accuracy: Our Blended Method

We blend automation (smart scripts, bulk APIs) with human expertise for speed without risk. Our engineers manually check every mapping, validation, and exception.

You get:

  1. Speed of automation for bulk record migration
  2. Precision of engineers verifying integrity and business logic
  3. Pilot migrations and sandbox testing to catch issues early
  4. Real-time validation reports and rollback readiness
Result: 50x faster migrations than manual imports — with near-zero error rates.

Handling the Tricky Tech and API Details

The Ada and Desk365 APIs each behave differently, which is where our engineers shine. We build custom logic to handle the data quirks where generic tools typically break.

We handcraft API logic for:

  1. Field mapping and transformation
  2. Pagination, rate-limit handling, and throttling
  3. Preserving conversation threads, attachments, and internal notes
  4. Syncing custom fields, SLAs, and macros without breaking structure
Our scripts: Natively retry failed calls, re-queue large attachments, and ensure data parity.

No Guesswork

We don't just promise smooth migrations—we measure and prove them. Every client receives a Migration Validation Report with all metrics.

Typical results across projects:

  1. 100% record-count parity between your Ada data and Desk365
  2. Zero downtime during staged cutovers
  3. 99.9% attachment integrity (verified via checksum)
  4. Full automation and preservation of all business rules
Our standard: Includes full SLA preservation and 48 hours of engineer-assigned support post go-live.

We Adapt to Your Setup (Not the Other Way Around)

No two teams configure Ada or Desk365 exactly the same way—with unique automations and data. We customize every migration script to fit your exact workflow, tags, and triggers.

Our engineers adapt for:

  1. Custom fields, ticket forms, and workflows
  2. Multi-brand or multi-language setups
  3. Historical imports and partial (date-based) migrations
  4. Integration re-mapping for CRMs, chat, or feedback tools
The promise: If your data doesn't fit a standard template, we build one just for you.

Enterprise-Grade Security & Compliance

Your customer data is precious. Our migration process maintains the highest standards of security and regulatory compliance.

SOC 2 Type II

Independently audited compliance with rigorous security standards

ISO 27001

Certified information security management system

GDPR

Full compliance with EU data protection regulations

HIPAA

Certified for handling protected health information

AES-256 Encryption

Bank-grade encryption for all stored credentials

Latest TLS

Secure transfer protocol for all data in transit

Role-Based Access

We follow role-based access control for every migration project

Scheduled Deletion

Automatic data purging after migration completion

FAQ

Frequently Asked Questions

Everything you need to know about migrating from Ada to Desk365. Can't find what you're looking for? Talk to our team.

Can I migrate Ada conversations to Desk365?
Yes. Extract conversations and messages from Ada's Data Export API, transform them into Desk365's ticket format, and load them via Desk365's Import Tickets with Conversations API endpoint. Each API call supports up to 30 conversation entries per ticket.
Does Ada's API export all historical conversations?
No. Ada's Data Export API only provides access to data from the past 12 months. Each query is limited to a 60-day date range window, and there's a 2-hour ingestion delay for recent conversations.
What Ada data cannot be migrated to Desk365?
Bot playbooks, coaching configurations, answer flows, OAuth session state, active conversation state, and webhook subscriptions cannot be migrated. These must be rebuilt manually in Desk365 using its native automation rules and AI agent features.
What happens if Ada chatters didn't provide an email address?
Desk365 requires a valid ContactEmail to create a ticket. For anonymous Ada chatters, generate a synthetic email like unknown+{chatter_id}@yourdomain.com and store the chatter's Ada ID in the ticket body for auditing. You can merge contacts post-migration if real identities surface.
Can I move Ada knowledge articles into Desk365's knowledge base?
Yes, but the logic changes. Ada uses sources, articles, tags, and article availability rules; Desk365 uses KB categories, folders, articles, and visibility rules for portal users, companies, and agent groups. Treat it as a redesign, not a copy.
How long does the Ada to Desk365 migration take?
Most migrations complete within 1–5 business days, depending on data volume and complexity. We provide a detailed timeline after the initial assessment and can often complete small migrations in under 24 hours.
Will my team lose access to Ada during the migration?
No. Your source system remains fully operational throughout the entire migration. We run the migration in the background with zero downtime to your current operations.
Will there be downtime when migrating from Ada to Desk365?
No. Our migration process is designed for zero downtime. We use a staged approach with background sync and a fast cutover, ensuring no disruption to your live business operations.
How do I validate that everything migrated correctly?
Every client receives a Migration Validation Report with comprehensive metrics including record-count parity, attachment integrity verification via checksum, and full audit logs. We also offer unlimited sample migrations so you can verify before committing.
Do I need professional help for this migration?
While simple migrations can sometimes be handled in-house, professional help ensures zero data loss, proper field mapping, and preservation of relationships between records. Our engineer-led approach catches edge cases that automated tools miss.
Does ClonePartner provide guidance before committing?
Yes. We provide a free consultation and assessment. We'll review your data structure, discuss your requirements, and provide a detailed migration plan and fixed-price quote before you commit to anything.

Still have questions?

Book a free 30-minute consultation with our migration engineers. We'll walk you through the exact approach for your Ada→Desk365 migration.

Contact our team

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Desk365 Migration?

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Attention to Detail

We meticulously handle every aspect of your migration, ensuring no data is lost during transfer and mapping every field correctly between platforms.

Custom Solutions

Every business is unique. We tailor your migration strategy to match your specific requirements, workflows, and data structures.

Security & Compliance

Your customer data is handled with enterprise-grade security protocols, ensuring compliance with GDPR, HIPAA, and industry standards.