Semantic Search in Airbyte Context Layer
Semantic search is now available for Airbyte sources synced to BigQuery and Snowflake. This feature allows AI agents to query data based on meaning rather than keywords.
Also onPaydays(Pay schedule)
Semantic search is now available for Airbyte sources synced to BigQuery and Snowflake. This feature allows AI agents to query data based on meaning rather than keywords.
Agents can read Zoho CRM leads, contacts, accounts, deals, and more and search them by attributes, from any Zoho data center region. The connector is read-only and available in the SDK.
A new Reddit Ads connector lets agents read businesses, ad accounts, campaigns, ad groups, and ads and search them by attributes. Performance metrics are not included.
On Pro and Enterprise Flex plans, actions Airbyte staff take in an organization as part of a support case are attributed to Airbyte Support in audit logs instead of an employee email address.
The api_search action for connector-native search such as Salesforce SOSL or Jira JQL is now called search. api_search still works but logs a deprecation warning.
Unused credits now roll over for 3 months instead of 2.
Organizations without a subscription see the Flex plan alongside Standard, Plus, and Pro on the Billing page. Flex pairs Airbyte's managed control plane with customer-run data planes.
Very long PDFs from file-syncing connectors such as Google Drive are processed in smaller sections so agents can search their full content.
Agents can search Klaviyo email templates by meaning, including template name and email body.
Everyone in an organization can view the API client ID and secret on the Profile page; previously only administrators could.
The Billing page shows the date the next invoice is scheduled to be issued, also shown when cancelling a subscription or deleting a workspace.
The Greenhouse connector signs in with OAuth and uses Greenhouse's latest Harvest API, adding interviews and file attachments.
Search filters separate text matching (contains, case-insensitive) from list matching with the new array_contains operator.
Connections created or updated through the API can set a time zone for cron sync schedules instead of always using UTC.
Search by meaning now covers Slack, HubSpot, Intercom, Monday.com, Asana, Greenhouse, and TikTok Marketing.
Text filters on synced data use startswith, endswith, and case-insensitive contains, replacing the previous like operator.
Agents can search Freshdesk tickets, contact and company notes, and satisfaction survey feedback by meaning, and filter by status, priority, or account tier.
On Enterprise Flex, audit log files stored in a customer's own bucket are organized into folders by organization and date.
Google Ads list methods no longer take a page size; pass the previous response's page token with the same query to page.
Searches against synced data filter out weakly related results by default, and the minimum similarity cutoff can be adjusted or turned off.
Agents can search Zendesk Support by meaning, including ticket comment text, with each result carrying its ticket's title, status, and priority.
Agents can combine data from more than one connector in a single query against synced data.
For ambiguous requests, chat asks a short clarifying question with options; users can pick, answer, or skip.
Community deployments no longer accept HTTP Basic credentials on the API. Callers must switch to an access token from /api/v1/applications/token.
Gmail is available to connect. Agents can read and organize messages, threads, drafts, and labels, with Google sign-in during setup.
Connectors whose latest data update failed show Action Required for invalid sign-in details or Failing for other errors, while synced data stays searchable.
A connector's Context Store stays on as long as agents use the connector for anything, not only searching.
Chats can be pinned from the sessions table, chat header, or sidebar, and the sessions list can be filtered to pinned chats. Pins are personal.
LinkedIn Ads is GA. Agents can manage campaigns and campaign groups and pull ad analytics by device, company, country, job title, and more, via OAuth or a LinkedIn access token.
Chat answers display tables as real tables with horizontal scrolling, and the sessions list has a Created by column.
Invitation codes for joining an organization or workspace are sent only to the invitee and are no longer visible in the pending invitations list.
Updated records are re-indexed so agents search the current version of synced data; previously only new records were indexed.
OAuth authorization for the Amazon Seller Partner source now works for Seller or Vendor accounts in the Ireland (IE) region.
Agents can search Granola transcripts and summaries by meaning.
The agent_tool decorator wires connector tools into agent frameworks the SDK doesn't natively support. Tool failures raise a catchable AirbyteToolError.
The Google Drive SDK supports typed Context Store searches across file content and applies the required media parameter on downloads automatically.
With the Airbyte Agent MCP, read-only SQL queries against synced data no longer prompt for write approval.
Connector download operations can return file content in JSON-safe chunks with byte range and remaining-content information.
New workspaces have Context Store search enabled automatically.
Agents can create, update, and delete notes, calls, emails, meetings, and tasks with the HubSpot connector.
Chat gathers more results before stopping and says when results are partial.
Google Ads campaign queries return start and end dates, and the connector moved to a newer Google Ads API version.
Semantic search can return multiple passages from the same record by setting dedup to none; the default max returns one best match.
Agents can create, update, and delete contacts, companies, and conversations with the Intercom connector.
Users in multiple organizations can list and switch organizations within an MCP session using list_organizations and use_organization.
Search results from Freshdesk, Gong, Linear, Slack, and Zendesk Support include related names and context such as requester or author names.
The Google Ads connector was upgraded from API version 20 to version 23.
The Facebook Marketing connector uses Facebook Graph API v25.0.
The Monday connector v2.0.0 adds forward-compatibility with monday.com's July 2026 API changes and removes some deprecated User fields from the cached schema.
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