Helpdesk migration

Migrate from Heyday AI to Zendesk

Field-level mapping, validation, and rollback between Heyday AI and Zendesk. We move data and schema; workflows are rebuilt natively in Zendesk.

Heyday AI logo

Heyday AI

Source

Zendesk

Destination

Zendesk logo

Compatibility

60%

6 of 10

objects map 1:1 between Heyday AI and Zendesk.

Complexity

CModerate

Timeline

1-3 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Heyday AI to Zendesk is a migration from a retail-focused conversational AI chatbot platform to an enterprise helpdesk with full ticketing, SLA management, and knowledge-base infrastructure. Heyday AI does not publish a standalone public API, which means conversation history, automation rules, and bot training data require manual extraction from the Hootsuite admin interface or direct vendor assistance before any data can move. We scope the extraction method during discovery, build a custom field map against whatever schema is visible in the customer instance, and convert Heyday conversations to Zendesk Tickets with channel metadata preserved. We do not migrate FAQ automation flows, keyword triggers, or routing logic as code; we deliver a written specification of every observed automation for the customer's admin to rebuild in Zendesk. Historical conversation threads migrate where exportable; any gaps are documented explicitly rather than silently dropped.

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

Heyday AI logo

Heyday AI

What's pushing teams away

  • Lack of a documented standalone public API makes Heyday difficult to integrate with custom internal tools or migrate away from without vendor assistance
  • Pricing requires direct sales consultation rather than transparent published tiers, which creates friction for SMBs evaluating cost
  • When Heyday's AI cannot resolve a query, routing to human agents can feel inconsistent, and some reviews note response quality drops on complex issues
  • Brands outgrowing generic retail FAQ automation need deeper customisation or vertical-specific workflows that Heyday does not provide
  • The platform is tightly coupled to Hootsuite; brands seeking a standalone conversational AI or a platform with richer API access look to alternatives

Choosing

Zendesk logo

Zendesk

What's pulling them in

  • Mature omnichannel routing across email, chat, phone, messaging, and social — one unified inbox for support teams regardless of size or complexity.
  • Deep automation with Triggers, Automations, and SLA Policies lets high-volume teams enforce consistent workflows without manual ticket handling.
  • Large ecosystem of third-party integrations and a public app marketplace reduce friction for teams already using Salesforce, Jira, or Slack.
  • Industry-leading brand recognition and trust signal — many enterprise buyers default to Zendesk as a known quantity in vendor procurement cycles.
  • Generous documentation library and community mean onboarding teams can self-configure without needing a services engagement to get started.

Object mapping

How Heyday AI objects map to Zendesk

Each row shows how a Heyday AI 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.

Heyday AI

Conversations

maps to

Zendesk

Ticket

1:1
Not supported

Heyday conversation threads map to Zendesk Tickets. Each Zendesk Ticket captures the conversation subject, description (first message), requester (customer), assignee (agent), status, priority, tags, and channel metadata. The channel field on the Zendesk Ticket reflects the original source channel (web chat, Facebook Messenger, Instagram, WhatsApp) pulled from Heyday's conversation metadata. Timestamps on Zendesk Comments preserve the original message timestamps from Heyday for full conversation timeline fidelity.

Heyday AI

Conversations

maps to

Zendesk

Comment

1:many
Not supported

Individual messages within a Heyday conversation thread map to Zendesk Comments on the corresponding Ticket. We preserve the sender role (customer, agent, bot) using the Comment author field, and internal notes in Heyday map to Zendesk internal Comments. Any bot-generated auto-responses are flagged with a system-generated author note for the customer's admin to review. Message attachments migrate as Zendesk Ticket Attachments linked to the Comment.

Heyday AI

Customers

maps to

Zendesk

End User

1:1
Mapping required

Heyday customer profiles (pulled from connected e-commerce platforms or created during chat) map to Zendesk End Users. We map the customer's name, email, phone, and any custom properties stored in Heyday to Zendesk user fields or custom user fields. Heyday-specific customer identifiers are preserved in a custom field heyday_customer_id__c for audit. If a customer appears across multiple Heyday conversations, we deduplicate by email at migration time to produce a single Zendesk End User record.

Heyday AI

Products

maps to

Zendesk

Product

1:1
Mapping required

Heyday product catalogue data (synced from connected e-commerce platforms) maps to Zendesk Article or Custom Object depending on the customer's use case. If the migration includes a product reference workflow where agents look up product information during support conversations, we map product records to a Zendesk Custom Object called Product_Reference__c with fields for name, SKU, category, and any pricing or inventory attributes carried in Heyday. The customer selects the preferred schema during scoping.

Heyday AI

Orders

maps to

Zendesk

Custom Object (Order_Reference__c)

1:1
Mapping required

Heyday order tracking queries rely on e-commerce platform integrations rather than holding order data natively. We extract any order references surfaced in Heyday conversation metadata (order ID, status, product items, customer reference) and map them to a Zendesk Custom Object called Order_Reference__c. This object links to the Zendesk End User via a lookup relationship and stores order ID, status, total, and date. Native order management remains in the e-commerce platform; we preserve the reference context for agent visibility inside Zendesk tickets.

Heyday AI

Agent Profiles

maps to

Zendesk

Agent (User)

1:1
Mapping required

Heyday human agent accounts and assignment rules map to Zendesk Agent User records. We resolve agents by email match against the Zendesk destination. Any Heyday-specific role (bot operator, social manager, escalation tier) is preserved in a custom user field heyday_role__c. Agent group assignments in Heyday map to Zendesk Groups, and individual ticket assignments map to Zendesk Agent assignments at the Ticket level. Inactive Heyday agents are migrated as inactive Zendesk Users for historical record integrity.

Heyday AI

Tags and Labels

maps to

Zendesk

Tag

1:1
Mapping required

Heyday conversation tagging schemas vary by implementation and may include channel tags, topic tags, sentiment flags, or custom internal labels. We extract all tags applied to conversations during the migration window and map them to Zendesk Tags on the corresponding Tickets. Tag naming conventions are preserved as-is; tag hierarchies in Heyday (if any) are flattened to a flat tag namespace in Zendesk. We document the complete tag taxonomy during discovery so the customer can reorganize if needed.

Heyday AI

Bot Trained FAQ Content

maps to

Zendesk

Zendesk Guide Article

lossy
Fully supported

Heyday FAQ automation flows contain trained question-and-answer pairs that are not exposed as exportable data. We perform a discovery walkthrough of the Heyday bot configuration, document every observed FAQ intent and its corresponding answer, and produce a written handoff specification for the customer's admin to recreate in Zendesk Guide as Articles and in Zendesk AI Agents as Answer intents. The specification includes the original question phrasings, answer text, and any conditional routing rules observed.

Heyday AI

Integrations

maps to

Zendesk

Configuration Documentation

lossy
Mapping required

Heyday connects to 20-plus external platforms including Shopify, WooCommerce, Magento, Facebook, Instagram, and WhatsApp. We audit all active integrations during discovery and document each connection's purpose, data flow direction, and Zendesk equivalent. For e-commerce integrations (Shopify, WooCommerce), we recommend reconnecting via Zendesk's native apps or the Zendesk Shopify integration. Social integrations require reconfiguration in Hootsuite post-migration if Hootsuite remains in use. We do not migrate integrations as live connections; we deliver a connection map for the customer's IT team to rebuild.

Heyday AI

Conversation Metadata

maps to

Zendesk

Ticket Custom Fields

lossy
Fully supported

Heyday conversation threads carry metadata beyond the message text, including conversation source channel, customer locale, bot vs. human routing outcome, and any custom fields configured inside Heyday's admin. We map these to Zendesk Ticket custom_fields with matching data types (text, dropdown, checkbox, date). Custom field creation in Zendesk is done via the Admin API before migration begins. Any Heyday custom fields that cannot be mapped to a typed Zendesk field are stored as a private internal Comment on the Ticket for manual review.

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.

Heyday AI logo

Heyday AI gotchas

High

No documented public API for data export

Medium

Pricing requires sales consultation

High

Automation rules and bot logic do not export

Medium

Limited public documentation on schema

Zendesk logo

Zendesk gotchas

High

Data export requires API scripting on non-Enterprise plans

Medium

Automations cap at 500 active rules and 1,000 tickets per hour

Medium

Help Center has no native export feature

High

Custom Objects and full data export are Enterprise-only

Pair-specific challenges

  • Heyday has no standalone public API for data extraction

    Heyday AI does not publish a standalone API in public developer documentation. This means conversation history, customer profiles, automation rules, and bot training data cannot be pulled via standard API calls during migration. We work directly with the Hootsuite backend where API access is available through the Hootsuite admin console, or we request customers to use Heyday's admin UI to extract whatever is exportable manually, then reconstruct the data in Zendesk. This adds significant time and manual effort to any migration project. We scope the extraction method during discovery and flag any records that cannot be extracted programmatically before the project begins.

  • Automation rules and bot logic do not export and must be rebuilt

    Heyday FAQ automation flows, keyword triggers, and routing logic are configured inside Heyday's conversational flow builder and are not exposed as exportable data. Any investment in training the bot or building complex automation must be recreated from scratch in Zendesk. We document all observed automation logic during the discovery phase as a written specification that the customer's admin uses to rebuild triggers, macros, and SLA policies in Zendesk. We do not migrate automation as code.

  • Heyday schema is undocumented in public sources

    Public sources do not contain Heyday's internal data schema or object definitions. This makes it difficult to know in advance which fields exist on Customer, Conversation, or Order objects. We handle this by performing live schema discovery against the customer's instance where Hootsuite admin API access is available, and by advising customers to request a schema export from Hootsuite support as part of migration preparation. Any fields discovered during discovery are documented in the mapping specification before data migration begins.

  • Historical conversation history may require manual extraction

    Conversation threads and message history in Heyday are not accessible via a documented public API. Export requires either Hootsuite backend involvement or manual extraction from the admin UI. For large conversation histories (tens of thousands of threads), manual extraction is not practical and vendor assistance is required. We flag this early in scoping and advise customers to engage Hootsuite support for a data export before migration begins. Any gaps in conversation history are documented explicitly rather than silently omitted.

  • Zendesk triggers fire during import unless disabled

    When migrating Tickets via the Zendesk API, standard notification triggers (customer confirmation emails, agent assignment emails, status update emails) fire by default. We suppress these by disabling triggers and automations in the Zendesk Admin interface before migration begins, or by using a migration flag that bypasses notification triggers where available. We re-enable triggers after the migration cutover and document which triggers were active so the customer's admin can review the notification sequence post-migration.

Migration approach

Six steps for a successful Heyday AI to Zendesk data migration

  1. Discovery and extraction method scoping

    We audit the Heyday instance via Hootsuite admin access where available, document active integrations, conversation volume, customer count, agent count, and tagging conventions. We assess whether the customer's contract with Hootsuite provides API access or whether data must be extracted manually from the admin UI. We also confirm the Zendesk destination edition and plan the custom field schema before any data moves. The discovery output is a written migration scope document specifying what migrates, what requires vendor assistance, and what requires admin rebuild documentation.

  2. Zendesk environment preparation

    We configure the Zendesk destination environment before migration begins. This includes provisioning custom fields (with types matched to Heyday's data), setting up Groups and agent Roles, creating Tags taxonomy based on Heyday's tagging conventions, and disabling triggers and automations to prevent notification spam during import. If the customer uses Zendesk Guide, we also prepare the article section hierarchy based on the bot FAQ content documented during discovery. The environment is validated in a Zendesk Sandbox or staging subdomain before production migration begins.

  3. Customer and agent data extraction and mapping

    We extract customer profiles and agent accounts from Heyday (via Hootsuite admin API where available, or via admin UI export) and map them to Zendesk End Users and Agent Users respectively. We deduplicate customers by email, preserve Heyday-specific identifiers in custom fields, and resolve agent email matches against the Zendesk User table. Any unmapped custom fields are stored as private comments on the first ticket created for each customer.

  4. Conversation-to-ticket migration

    We convert Heyday conversation threads to Zendesk Tickets in dependency order: End Users first, then Tickets with Comments. The Zendesk Ticket captures conversation metadata (channel, timestamps, requester, assignee, status, priority, tags) and each individual message becomes a Zendesk Comment. Internal notes in Heyday map to internal Comments in Zendesk. We use the Zendesk REST API with batch chunking and rate-limit handling to maintain data integrity at scale. Any records rejected due to validation rules or required field constraints are logged and retried after schema correction.

  5. Bot FAQ content documentation and knowledge base handoff

    We perform a discovery walkthrough of Heyday's bot configuration, documenting every observed FAQ intent, answer text, and routing rule. This is delivered as a written specification that the customer's admin uses to recreate the FAQ knowledge base in Zendesk Guide and to configure Zendesk AI Agents with the equivalent intents. We do not migrate the bot training data as code; the rebuild specification is the handoff artifact.

  6. Cutover, validation, and rebuild handoff

    We freeze Heyday writes during cutover, run a final delta migration of any conversations created or updated during the migration window, then switch Zendesk to active. We deliver a reconciliation report comparing source and destination record counts, a sample record validation against the source, and the bot FAQ rebuild specification. We provide a one-week hypercare window for the customer to report any data discrepancies. We do not rebuild Zendesk triggers, automations, or macros as part of the migration scope; those are documented separately for the customer's admin to configure.

Platform deep dives

Context on both ends of the pair

Heyday AI logo

Heyday AI

Source

Strengths

  • Automates up to 80% of repetitive customer FAQ queries with an always-on AI chatbot
  • Unified inbox combines social and chat channels into a single agent interface
  • Connects to e-commerce platforms, product feeds, and order tracking systems for real-time customer support
  • Provides live chat and video shopping capabilities alongside bot automation
  • Backed by Hootsuite's enterprise infrastructure and global support network

Weaknesses

  • No standalone public API documented for data export or third-party integrations
  • Pricing is not publicly available and requires a sales consultation to obtain
  • Automation rules and bot training data cannot be exported and must be rebuilt from scratch at the destination
  • Platform is tightly coupled to Hootsuite; standalone use cases are limited
  • Limited information in public sources about custom object support or enterprise configuration options
Zendesk logo

Zendesk

Destination

Strengths

  • Well-documented REST API with broad endpoint coverage for Tickets, Users, Organizations, and Help Center.
  • Rich automation primitives: Triggers (event-driven), Automations (time-based), and Macros with variable substitution.
  • Multi-brand support enables large organizations to route and isolate support by product line or subsidiary.
  • Scalable from small teams on Team plan to global enterprises on Enterprise Plus with sandbox and disaster recovery options.
  • Large partner ecosystem and marketplace with hundreds of pre-built integrations reduces integration work at deployment.

Weaknesses

  • Per-agent pricing with aggressive feature gating makes lower tiers feel artificially limited.
  • No native full-KB export — Help Center content requires API scripting to extract.
  • AI features are add-on priced and behave inconsistently, not deeply embedded in core workflows.
  • Implementation timelines for complex multi-channel setups routinely exceed initial estimates by weeks or months.
  • Knowledge base and help center functionality are separate from core ticketing with their own permission model and versioning.

Complexity grading

How hard is this migration?

Moderate Helpdesk migration. 1 of 7 objects need a manual workaround.

C

Overall complexity

Moderate migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Heyday AI and Zendesk.

  • Object compatibility

    C

    1 of 7 objects need a manual workaround.

  • 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

    Heyday AI: Not publicly documented.

  • Data volume sensitivity

    B

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

Estimator

Estimate your Heyday AI to Zendesk 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 Heyday AI to Zendesk data migrations

Answers to the questions buyers ask most during Heyday AI to Zendesk migration scoping. Not seeing yours? Book a call.

Can't find your answer?

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Most migrations land between one and three weeks for straightforward cases with under 5,000 customer profiles and 2,000 conversation threads where admin exports are available. Migrations requiring schema discovery against the Hootsuite backend, manual conversation extraction from the admin UI, or large historical volumes (over 50,000 conversation records) extend to three to six weeks. The primary time variable is how Heyday data is extracted: programmatic extraction through any available Hootsuite API access is faster than manual admin UI export.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Heyday AI.
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