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September 2026 Release Note

These are the Treasure AI features and improvements released in September, 2026.


AI Studio

New Feature: Treasure AI Voice Connector for AI Studio

Posted on: Sep 02, 2026

  • AI Studio now connects to Treasure AI Voice through the same Connector/Connection model as Databricks, Snowflake, GitHub, and Treasure Data CDP, so an agent can read your meeting recordings, AI summaries, action items, and speaker-separated transcripts directly in a chat.
  • Designed for sales teams and anyone who runs meetings, it turns conversations Treasure AI Voice has already captured into working material — drafting a follow-up from this morning's client call, or pulling every commitment made across a week of conversations — without exporting a file.
  • The connection is read-only and inherits your Treasure AI Voice role: a Regular User's agent reads only that user's own recordings and an Enterprise Admin's reads the whole organization, and no agent can delete a recording, edit its tags, or start an export.
  • Learn more by visiting the Connect Treasure AI Voice and Connections pages.

New Feature: Slack Connector for AI Studio

Posted on: Sep 03, 2026

  • AI Studio agents can now search, read, and post Slack messages on your behalf, across the channels, direct messages, threads, and files your own Slack account can see.
  • Designed for teams whose decisions and context live in Slack, it lets an agent recover an answer from months of conversation, summarize a thread alongside your CDP data, and post the result back to the channel that needs it.
  • The agent acts as the member who connected, reading only what that person can read and posting, editing, and deleting under their name, so enabling the connector grants write access that cannot be narrowed per member or per channel.
  • Learn more by visiting the Connect Slack and Connections pages.

New Feature: Shared Work Folders in AI Studio

Posted on: Sep 17, 2026

  • An AI Studio work folder can now be shared with your account. A shared work folder keeps its files in one tree that every member reads and works in with their own AI, so what a colleague receives is the whole setup — folder structure, standing instructions, skills and actions — rather than a copy of the files.
  • Work modes decide where each member, and the agent acting for them, may write: nowhere on the shared side, named top-level folders only, the whole folder, or the whole folder plus its settings. Every member also gets a private my/ area inside the folder that no one else can see. Sharing and importing are done on Web and Desktop.
  • Learn more by visiting the Shared Work Folders and Work Modes pages.

New Feature: Treasure AI Studio for Android

Posted on: Sep 30, 2026

  • Treasure AI Studio is now available for Android on Google Play, joining the iOS app, so you can chat with Studio, check on work in progress, and send follow-up instructions from an Android device running Android 7.0 or later.
  • The app signs in with your existing Treasure AI SSO and uses the same account, work folders, chat history, skills, and data access as Web and Desktop, because every command runs server-side rather than on the device.
  • The Android and iOS apps share the version 1.2.0 mobile experience: the app opens straight to a new chat saved in your default work folder, a navigation drawer holds your work folders and Recent Chats, and you can long-press a chat to rename or delete it.
  • Learn more by visiting the Getting Started page.

New Connector: Google Analytics for AI Studio

Posted on: Sep 30, 2026

  • AI Studio agents can now read your Google Analytics (GA4) data during a chat, including acquisition, page, event, and key-event reports for any property you have access to, custom reports built from the dimensions and metrics you name, and a realtime view of who is on the site right now.
  • Designed for teams who want traffic answers next to the rest of their data rather than in a GA4 tab and an export, it lets an agent compare the channels that drove a campaign's traffic against the segment that converted.
  • The connection is read-only and deliberately narrow: the agent can read reports and the dimensions and metrics available to build them, but cannot change anything in Analytics or read a property's configuration or administration.
  • An administrator enables the connector once in Connector Settings with no fields to fill in, and each member authorizes their own connection with their Google account, so the agent reaches only the properties that account can access.
  • Learn more by visiting the Connect Google Analytics page.

New Connector: Google Calendar for AI Studio

Posted on: Sep 30, 2026

  • AI Studio agents can now work with your schedule during a chat: they can read the calendars your Google account can see, search months of events, compare several people's busy time to find a slot that works, and create or update events.
  • Designed for teams where scheduling is the last step of something the agent already did, it lets an agent book the review after it finishes the analysis instead of leaving the calendar entry to a separate window.
  • The connection can write within a narrow surface: it creates and updates events, but cannot delete events, create or delete calendars, or change who a calendar is shared with, and Google invites any guests on an event the agent creates or updates.
  • An administrator enables the connector once in Connector Settings with no fields to fill in, and each member authorizes their own connection with their Google account, so the agent reaches only the calendars that account can access.
  • Learn more by visiting the Connect Google Calendar page.

New Connector: Google Search Console for AI Studio

Posted on: Sep 30, 2026

  • AI Studio agents can now read how your site performs in Google Search during a chat, including clicks, impressions, click-through rate, and average position broken down by query, page, country, device, or search appearance, whether a specific URL is indexed, and what Google reports about your submitted sitemaps.
  • Designed for teams who want organic search answers next to the rest of their data, it lets an agent find which queries are losing position, which pages Google has not indexed, or whether last week's sitemap was picked up.
  • The connection is read-only: the agent cannot add or remove a property, submit or delete a sitemap, or change anything else in Search Console.
  • An administrator enables the connector once in Connector Settings with no fields to fill in, and each member authorizes their own connection with their Google account, so the agent reaches only the properties that account can access.
  • Learn more by visiting the Connect Google Search Console page.

Enhancement to AI Studio: Approval Before tdx Commands

Posted on: Sep 30, 2026

  • In an AI Studio chat, the agent now normally asks for your approval on a question card before it runs a tdx command, showing the exact command, what it does, and, for a write, what it will change, so you can approve it or choose not to run it.
  • Designed to give you a chance to catch a change before it reaches your Treasure Data CDP, it covers every tdx command, read-only queries included, and lists several planned commands on one card rather than interrupting you before each one.
  • Runs started by an action schedule do not ask.
  • Learn more by visiting the Security Overview page.

Engage Studio

Posted on: Sep 08, 2026

  • Engage Studio now supports link shortening and click tracking for SMS One-off and Always-On Campaigns, helping marketers reduce message length and measure engagement with links in their SMS messages.
  • Enable Use TD shortened URL at the campaign level to replace eligible HTTPS URLs with shorter Treasure AI links. Shortened links use the t6e.ai domain, are generated uniquely for each recipient when the campaign is sent, and remain active for 90 days.
  • Enable Link Click Tracking in workspace settings to record click events asynchronously in your Treasure Data account. Where detection is available, automated requests are identified with the suspected_bot field.
  • Click tracking requires link shortening; UTM parameters alone do not create native Engage click events. Link shortening, click tracking, and UTM tracking can be used together, with UTM parameters continuing to support attribution in analytics platforms such as Google Analytics and Adobe Analytics.
  • Learn more by visiting the Shorten links in SMS campaigns and Track clicks in SMS campaigns pages.

Enhancement to Subscription Events: AlwaysOn Campaign Attribution

Posted on: Sep 14, 2026

  • The subscription_events table now records campaign attribution for unsubscribes from AlwaysOn email campaigns, so downstream analysis can connect each unsubscribe to the campaign that sent the message.
  • A new campaign_model field identifies whether the campaign is a one-off Campaign or an AlwaysOnCampaign, allowing consumers to distinguish IDs from the two campaign types.
  • Existing records remain compatible: records written before this enhancement do not have the new field, and template or test sends have no campaign attribution.
  • Learn more by visiting the Subscription Events Table page.

Enhancement to Test Email Subjects: Automatic [TEST] Prefix

Posted on: Sep 15, 2026

  • Engage Studio now automatically adds a [TEST] prefix to the subject line of email messages sent with Send Test, making test messages immediately recognizable in recipients' inboxes.
  • Designed for marketers and reviewers who validate email content, the prefix makes it easier to distinguish test messages from live campaign emails and reduces confusion during review.
  • The prefix is applied only to test email sends; live campaign subject lines remain unchanged.
  • Learn more by visiting the Engage Content Creation page.

Enhancement to Email Delivery Events: Bot Event Classification

Posted on: Sep 30, 2026

  • Open and Click event notifications now include an isBotEvent field that indicates whether an event was likely triggered by an automated system or a human recipient.
  • The Likely or Unlikely value is recorded in the is_bot_event column of the Engage Studio email delivery events table, giving marketers and analysts added context for campaign engagement.
  • is_bot_event is null when a notification does not include isBotEvent and for event types other than Open and Click.
  • The field does not filter or remove events.
  • Learn more by visiting the Email Delivery Events Table page.

Personalization Studio

Enhancement to Personalization Studio Campaigns: Pause and Resume

Posted on: Sep 17, 2026

  • Personalization Studio now supports pausing campaigns with Active or Stale status directly from the campaign card, stopping personalized content delivery without deleting the campaign configuration.
  • Paused campaigns remain in the campaign list and can be resumed later. Resuming changes the status back to Active and restarts content delivery.
  • To delete an active campaign, pause it first. Active campaigns cannot be deleted.
  • Learn more by visiting the Personalization Studio campaigns page.

Treasure AI Voice

Posted on: Sep 30, 2026

  • Treasure AI Voice for iOS 1.9.1 now accepts treasureaivoice://recording links in other apps or files and saves query parameters, such as recordRef and sessionRef, as external metadata on the resulting recording.
  • Teams can start a recording from a link in the app or file they already use and keep references to their own records or activities with the conversation instead of entering them manually.
  • If the paired PLAUD device is not connected when the app opens, Treasure AI Voice retains the metadata in the current app session; after the device connects, the user can start a recording manually with that context.
  • The metadata appears on the AI Voice Console's Recordings page and is included as external_metadata in the recordings table when you export to Treasure Data CDP.
  • Learn more by visiting the Deep Link Integration page.

Enhancement to Treasure AI Voice CDP Export

Posted on: Sep 03, 2026

  • Treasure AI Voice CDP exports now support recurring schedules and include an updated_at timestamp, enabling incremental processing and downstream deduplication.
  • Learn more by visiting the Treasure Data CDP Integration and Administrator Guide pages.

Data Workbench

New Feature: DROP TABLE Support for Hive

Posted on: Sep 01, 2026

  • The Hive query engine now supports the DROP TABLE statement, so data engineers can delete tables directly using HiveQL — completing the basic table lifecycle alongside the CREATE TABLE support added in July — without switching to Trino.
  • Learn more by visiting the DROP TABLE Statement Syntax page.

New Feature: Table and Column Comments in Trino

Posted on: Sep 09, 2026

  • Data Workbench's Trino query engine now supports table and column comments in SQL, including comments in CREATE TABLE and ALTER TABLE ... ADD COLUMN statements and updates through COMMENT ON TABLE and COMMENT ON COLUMN.
  • Designed for data engineers and analysts, this capability lets you keep business context with your schemas so teammates and AI tools can interpret datasets more accurately.
  • The system-managed time column cannot be assigned a custom comment.

Integration Hub

Enhancement to Salesforce Marketing Cloud V2 Export Connector

Posted on: Sep 02, 2026

  • The Salesforce Marketing Cloud V2 Export connector now supports the Add operation, which inserts only records whose primary key does not already exist in a Data Extension.
  • Designed for marketers and integration engineers who add new audience members to Salesforce Marketing Cloud, Add preserves existing Data Extension records by skipping matching primary keys rather than updating them.
  • Add uses Salesforce Marketing Cloud's Asynchronous API and requires the target Data Extension to have a primary key; Treasure AI automatically enables the asynchronous API when you select Add in the Console.
  • Learn more by visiting the Salesforce Marketing Cloud V2 Export Integration page.
Data Operation menu in the Salesforce Marketing Cloud V2 Export connector showing Add, Upsert, and Replace options

New Feature: Asynchronous Delivery for LINE OA Streaming Import

Posted on: Sep 08, 2026

  • LINE OA Streaming Import can now return a 200 OK response as soon as it accepts and validates a webhook, then write its raw and event data in the background to help avoid LINE Messaging API timeouts when data delivery is delayed.
  • Designed for teams that use a webhook relay to connect LINE Official Account events to Treasure AI and experience delivery timeouts, the per-source Return response immediately (asynchronous delivery) setting is off by default and lets you choose faster webhook responses where avoiding timeouts outweighs the risk of a lost event.
  • When asynchronous delivery is enabled, 200 OK confirms that the connector accepted the webhook rather than that its data was written; a later background delivery failure or connector restart can result in an unrecoverable lost event.
  • Learn more by visiting the LINE OA Streaming Import Integration page.

New Feature: Airship Channels Import

Posted on: Sep 08, 2026

  • The Airship Import Integration now supports Channels as a data source, so you can import every channel in a project or retrieve one channel by its Channel ID.
  • Designed for teams that need device-level audience data, channel imports bring Airship channel information such as opt-in state, tags, and attributes into Treasure AI for analysis.
  • Select Channels as the data source in the Console and optionally enter a Channel ID to import a single channel; existing Reports, Named Users, and Static Lists imports continue to work unchanged.
  • Learn more by visiting the Airship Import Integration page.

Now Generally Available: Customer.io Export Connector

Posted on: Sep 22, 2026

  • The Customer.io Export Connector lets you export Treasure Data CDP query results to Customer.io, keeping customer profiles and segments synchronized after each workflow run.
  • Designed for teams that use Customer.io for campaign activation, it supports creating, updating, and removing profiles, as well as adding and removing customers from segments with automatic segment creation.
  • Configure the connector in Integrations Hub and select profile or segment operations, then identify customers with id, cio_id, or email.
  • Learn more by visiting the Customer.io Export Integration page.

New Connector: Adform Export Connector

Posted on: Sep 22, 2026

  • The Adform Export Connector sends audience definitions and member data from Treasure AI to an Adform-managed S3 bucket, where Adform DMP makes the audience available for targeting in Adform DSP.
  • Designed for marketing operations teams and channel marketers using Adform, it routes data to the correct client DMP account and supports hashed email, mobile advertising IDs (MAIDs), and cookie-based identifiers.
  • Configure the connector with your Adform DMP Account ID, ID type, Owner ID, and upload mode; Treasure AI keeps the shared S3 credentials in the connector so clients do not need to manage them.
  • Cookie-based identifiers require User ID Sync through the client's website before they can be used for audience activation, while hashed email and MAIDs do not require this step.
  • The connector is currently in beta and requires an Adform DMP account and account-specific onboarding.
  • Learn more by visiting the Adform Export Integration page.

Real-Time

New Feature: Real-Time Profile Lookup

Posted on: Sep 28, 2026

  • Real-Time profile lookup lets you investigate a profile's current identity graph by submitting an identity selector from Treasure Workflow. The result is written to the profile_lookup table in the parent segment's real-time database.
  • Each result includes the resolved profile RID, its associated IDs and their update timestamps, and persisted real-time attributes. An optional td_rt_lookup_id helps you match the result to the workflow input; unmatched selectors also produce a result.
  • Profile lookup is intended for targeted debugging, not bulk ID graph export. Batch attributes and dynamically evaluated attributes are not included.
  • Learn more by visiting the Real Time Profile Lookup page.

New Feature: Real-Time Identity Log Tables

Posted on: Sep 14, 2026

  • Real-Time now records its identity decisions to two queryable tables: validation_failures, listing key/value pairs on an incoming event that failed validation and were excluded from stitching, and id_changes, which now also records the IDs evicted when an event stitches to a profile holding 200 associations.
  • Merge rows in id_changes now report the incoming IDs that triggered the merge in current_id_attributes, separately from the profile's full association set in key_values, so you can tell which ID caused a profile to merge rather than only that it did.
  • Identity logging is on for every instance with no opt-in required, and live traffic is never blocked: an event carrying an invalid key is still processed, so the log table is the only place a tracking misconfiguration surfaces.
  • Both tables are ingested rows that persist indefinitely by default, so set an expiration period on them to match your investigation window.
  • Learn more by visiting the Real Time Identity Log Tables page.

Enhancement to Real-Time Observability Event Tracking

Posted on: Sep 14, 2026

  • The reserved td_rt_tracking_id column now reaches the id_changes and validation_failures tables in addition to activations, so one tracking ID follows a single event across its activation, identity, and validation outcomes.
  • Attaching the column stays optional, and events without it behave exactly as before.
  • Learn more by visiting the Real Time Observability Event Tracking page.

Composable CDP

New Feature: Snowflake Query Tags in Composable Audience Studio

Posted on: Sep 02, 2026

  • Composable Audience Studio now sets a structured, JSON-formatted Snowflake QUERY_TAG on the segmentation, activation, profile lookup, validation, metadata, and metering queries it runs on your Snowflake account, recording which application ran the query, which parent segment, segment, or activation it belongs to, and what kind of operation it was.
  • Designed for data teams that monitor Snowflake usage, query tags let you separate Composable Audience Studio workloads from the rest of your Snowflake activity, attribute warehouse compute costs to individual audiences, segments, and activations, and set up monitoring or chargeback directly in Snowflake's query history.
  • Query tagging requires no configuration — tags appear automatically in SNOWFLAKE.ACCOUNT_USAGE.QUERY_HISTORY, where you can parse them with Snowflake's JSON functions and filter on the fixed application identifier TreasureAudienceStudio.
  • Learn more by visiting the Snowflake Query Tags page.

Enhancement to Snowflake Query Tags: Journey and User Attribution

Posted on: Sep 22, 2026

  • Composable Audience Studio Snowflake query tags now include journey_id for journey workflows and user_id for supported user-initiated queries, helping data teams attribute query activity to journeys and operators.
  • Existing journeys receive tags on their next run without republishing. Activation and journey workflow queries omit user_id.
  • Learn more by visiting the Snowflake Query Tags page.

Treasure Workflow

Enhancement to Workflow Templates with the ${json:...} Placeholder

Posted on: Sep 09, 2026

  • Treasure Workflow templates now support the ${json:...} placeholder, which evaluates a JavaScript expression and stores the result in the task configuration with its JSON type (string, number, object, array, boolean, or null), while the ${...} placeholder always stores the result as a string.
  • For example, a task that sends a number or an array in the JSON body of an http> request no longer needs to write the whole body as one manually quoted string.
  • Write the placeholder as the whole value, such as count: ${json:count}.
  • Learn more by visiting the Calculating Variables page.

Enhancement to Parallel Task Execution with the Eager Option

Posted on: Sep 09, 2026

  • The _parallel option of Treasure Workflow now supports an eager option, which starts the next task as soon as a running task finishes instead of running tasks in fixed groups of the limit size.
  • Designed for workflows whose parallel tasks have uneven run times, eager: true keeps the number of running tasks at the configured limit, so a single slow task does not delay the start of the remaining tasks.
  • A failed task does not block the other tasks in an eager group, so the remaining tasks run to completion and only the failed tasks run when the attempt is resumed.
  • Set eager: true together with limit in the _parallel configuration, and workflows that do not set eager keep the same behavior as before.
  • Learn more by visiting the Parallel Task Examples for Treasure Workflow page.

New Policy: Workflow Data Retention Policy

Posted on: Sep 25, 2026

  • Treasure Workflow now has a published data retention policy: workflow execution history — sessions, attempts, and task logs — is retained for 2 years after the attempt completes, and each workflow project keeps its latest 100 revisions plus any older revision that an attempt used within the last 2 years.
  • Learn more by visiting the Data Retention Policy page.

Administration

New Feature: Consolidated Account Utilization Dashboard

Posted on: Sep 24, 2026

  • The Consolidated Account Utilization Dashboard shows the last 18 months of monthly resource usage across your organization's Treasure AI accounts.
  • Account owners and administrators can compare usage between accounts, track total usage, and compare usage with available plan allowances.
  • Filter charts by account or open a daily breakdown to investigate changes in usage within a month.
  • To get started, open Control Panel > Utilization > Consolidated Account Utilization in Treasure Console as an account owner or administrator.
  • Learn more by visiting the Consolidated Account Utilization Dashboard page.