AI apps

Call API action (Beta)

You can create actions that call API endpoints in Sigma workbooks. This allows you to trigger workflows, enrich data, and interact with external systems without leaving Sigma. See Create actions that call API endpoints.

To support the Call API action, you can define API credentials and API connectors directly in Sigma, using diverse authentication methods, dynamic query and path parameters, request bodies with typed variables, and more. You can optionally create a connector from an existing OpenAPI specification. See Configure API credentials and connectors in Sigma.

For step-by-step examples configuring credentials, connectors, and actions to call APIs, see the following tutorials:

• Tutorial: Configure API credentials, connectors, and actions for the Sigma REST API
• Tutorial: Configure API credentials, connectors, and actions for the NYC Open Data API

API

New API rate limit

The Export data from a workbook (POST /v2/workbooks/{workbookId}/export /) endpoint is now rate limited to 400 requests per minute, instead of 100 requests per minute.

Embeds

New option for workbook:modal:toggle inbound JavaScript event

The workbook:modal:toggle inbound JavaScript event now supports opening a "Save As" modal with a modalType of save-as.

For more details, see Inbound event reference.

New report:download inbound JavaScript event

A new report:download inbound JavaScript event is now available to download a report.

For more details, see Inbound event reference.

Functions and calculations

DateFromUnixMs and DateFromUnixUs functions

You can use the DateFromUnixMs and DateFromUnixUs functions to calculate a date based on milliseconds and microsends since the Unix epoch.

For more information, see DateFromUnixMs and DateFromUnixUs.

Workbook elements

Choose custom category colors from default theme palette

When you customize the colors used for chart color categories, you can now choose colors from the default color palette that is configured for the workbook's current theme.

See Create and manage workbook themes.

Create ad hoc calculations (GA)

The ability to add ad hoc calculated rows in pivot tables is now generally available. This allow you to perform one-off calculations in a pivot table row, without modifying the underlying dataset or restructuring your pivot table.

For more information, see Create ad hoc calculations

Customize color categories for maps

For maps with custom color categories configured, you can now customize which color is assigned to a category.

Sort filters and controls by a custom order (GA)

The ability to sort list and hierarchy filters and controls by a custom order is now generally available.

See Sort by a custom order.

Workbook features

Use hierarchy controls when customizing export control values (Beta)

When configuring scheduled export options, you can now use hierarchy controls to filter exported data.

See Filter by control values and Hierarchy (Beta) controls.

AI apps

CC and BCC support for email notification actions

You can add CC and BCC recipient lists for email notification actions in workbooks. For more information, see Create actions that send notifications and export data.

Admin

Override the Snowflake warehouse for a workbook

If a workbook uses data from a Snowflake connection, an admin can choose a different virtual warehouse in Snowflake to run the queries in that workbook.

For example, if a few workbooks run complex queries and perform better when run on a large warehouse, you can choose to run only those workbooks on a large warehouse and use a smaller warehouse to run other workbooks.

For more details, see Override the Snowflake warehouse used by a workbook.

Embeds

Embed content from tenant organizations (Beta)

If you use Sigma Tenants, you can embed content from tenant organizations from the parent organization, without setting up embed credentials for each tenant organization. For details, see Embed content from a tenant organization.

New document:navigateto inbound JavaScript event

A new document:navigateto inbound JavaScript event is now available to navigate to a different data model, report, or workbook in an embed.

For more details, see Inbound event reference.

Functions and calculations

RegexpCount function

You can use the RegexpCount function to return the number of times a regular expression pattern is found in a string. For more information, see RegexpCount.

Reports

API support for creating and managing reports

The following endpoints now support reports:

File endpoints:

• List files (GET /v2/files)
• Create a file (POST /v2/files)
• Get file information (GET /v2/files/{inodeId})
• Update a file (PATCH /v2/files/{inodeId})
• Delete a file (DELETE /v2/files/{inodeId})

Member endpoints:

• List member files (GET /v2/members/{memberId}/files)
• List recent files for a member (GET /v2/members/{memberId}/files/recents)
• List all favorite documents of a member (GET /v2/members/{memberId}/files/favorites)

Favorites endpoints:

• Get favorite documents for a user (GET /v2/favorites/member/{memberId})
• Favorite a document (POST /v2/favorites)
• Unfavorite a document (DELETE /v2/favorites/member/{memberId}/file/{inodeId})

Resources

Sigma Fundamentals learning track on DataCamp

Sigma has partnered with DataCamp to provide an interactive learning experience, featuring videos, hands-on exercises, and quizzes to help you check your understanding as you practice. You can find it now at Sigma Fundamentals.

Courses include:

• Introduction to Sigma
• Calculations in Sigma
• Visualizations in Sigma
• Introduction to AI Apps in Sigma
• Data Modeling in Sigma

Try AI before Human Support

Outside of Sigma Support's operating hours, you can chat with our AI chatbot (“Chatbot”) trained on Sigma's public documentation, posts on Sigma Community, and Sigma Quickstarts. The Chatbot, powered by Intercom's FinAI Agent, is available from the Help menu > Live chat > Try AI before Human Support. By interacting with the Chatbot, you agree to Sigma’s AI Chatbot Terms and Privacy Policy. Please do not enter any confidential, sensitive, or personal information into the Chatbot.

For more information, see Sigma support.

Search and discovery

Search across table and input table cells (Beta)

Use the Find in table feature to locate specific values in a table or input table. Sigma searches across all visible (not hidden) columns in the element and highlights each match so you can quickly navigate between results using Next and Previous controls.

For more information see Find a specific value in a table or input table.

Bug fixes

• Errors that occurred on custom SQL elements, pivot table elements, and summary rows in table elements did not produce the workbook:chart:error outbound JavaScript event.

AI apps

CSV upload using customer-owned cloud storage (Beta)

CSV upload can now use a customer-owned cloud storage data flow instead of the default data flow through Sigma's infrastructure.

When customer-owned cloud storage is enabled, raw and processed CSV files are staged in a customer-owned bucket (instead of a Sigma-owned bucket) before loading to the data platform. Your company controls the bucket region, access, TTL, etc., helping your organization meet security and compliance requirements.

For more information, see Configure CSV upload and storage options and Configure storage integration using customer-owned bucket.

Update row(s) and Delete row(s) actions (GA)

The Update row(s) and Delete row(s) actions are now generally available.

• Update row(s) action: Update the value of one or more rows in an input table or linked input table based on specified criteria.

• Delete row(s) action: Delete one or more rows in an input table based on specified criteria.

For more information, see Create actions that modify input table data.

API

New API endpoints to manage account types

The following API endpoints to manage account types are now available:

• Create an account type (POST /v2/accountTypes)
• Delete an account type (DELETE /v2/accountTypes/{accountTypeId})

New API endpoint to remove a tenant from a deployment policy (Beta)

The following endpoint to remove a tenant from a deployment policy is now available:

• Remove a tenant from a deployment policy (DELETE /v2/deploymentPolicies/{deploymentPolicyId}/tenants/{tenantOrganizationId})

New endpoint to delete a user attribute

The following endpoint to delete a user attribute is now available:

Delete a user attribute (DELETE /v2/user-attributes/{userAttributeId})

Workbook elements

Sort filters and controls by a custom order (Beta)

You can now sort list and hierarchy filters and controls by a custom order.

See Sort by a custom order.

Advanced text settings

New text settings, such as underline, strikethrough, superscript and subscript, are now available in both workbooks and reports.

For more information, see Text elements.

Customize "No data" and "Invalid date" messages in KPI charts

For KPI charts that display "No data" or "Invalid date," you can now customize the message that is displayed.

For more information, see Build a KPI chart.

Workbook features

Improved cloud storage exports (Beta)

When exporting to cloud storage, you can now generate files directly in Sigma, instead of in your data warehouse. This allows for more supported file types and data platforms, and more reliable export formatting.

See Export to cloud storage.

Select Snowflake role for a connection (Beta)

If you have access to a Snowflake connection authenticated with OAuth, you can select which Snowflake role to use when performing tasks in Sigma.

For more details, see Choose your Snowflake role for an OAuth connection.

Bug fixes

• When you migrate a dataset to a data model from the Administration > Dataset migration page, related datasets now correctly show that they have been migrated as well.

• You no longer need to wait for a dataset migration to complete before starting another migration from the Administration > Dataset migration page.

Admin

Audit logs for Sigma Tenants (Beta)

You can enable audit logs for tenant organizations. When audit logs are enabled for tenant organizations:

• Admin users in each tenant organization can review their own audit logs.
• Admin users in the parent organization can review audit logs for the parent organization and each tenant organization with audit logging enabled.

Audit logging is not automatically enabled on tenant organizations, even if the parent organization has audit logging enabled. To enable audit logging in a tenant organization, follow the instructions to open a tenant organization as an admin from the parent organization, then enable audit logging.

Configure a BigQuery connection to use OAuth (Beta)

You can now authenticate to BigQuery from Sigma using connection-level OAuth.

For more information, see Connect to BigQuery with OAuth (Beta).

Customer managed keys supported for Google Cloud Platform

Sigma now supports the use of customer-managed keys for all GCP regions, allowing you to use your own key management services to encrypt the secrets and data that Sigma uses.

For more information, see Set up customer-managed keys.

Usage dashboard for Sigma Tenants (Beta)

View usage details for Sigma Tenants on the Tenants tab of the usage dashboard.

For example, review the following details:

• Organization type: Whether the organization is the parent or a tenant.
• Organization name and slug
• Total queries performed over the last 90 days
• User activity over the last 90 days, such as total users and total active users.
• Document activity over the last 90 days, such as number created and number queried.
• Embed activity over the last 90 days, such as number of embedded documents and number of embed sessions.
• Export and materialization activity, such as total exports and total materializations.
• Types of connections in each organization.

Only users with access to view usage dashboards in a parent organization can view the Tenants usage dashboard.

Data modeling

Migrate a dataset to a data model (GA)

Create a data model from a dataset and its links by choosing to migrate a dataset. Optionally choose to update documents that reference the dataset automatically.

When you migrate a dataset, the dataset is unchanged and the contents of the dataset are recreated in the data model. You can also track the status of all datasets in your organization.

For more details about how to migrate a dataset and what is and isn't migrated to the new data model, see Migrate a dataset to a data model.

Validate metrics and relationships in a data model (Beta)

Changes made to metrics and relationships in a data model can affect users that use those metrics and related columns in their documents. If you make changes such as changing columns, deleting metrics, deleting relationships, or swapping sources, you can validate content in the data model to prevent breaking documents that use those metrics and related columns.

For details, see Validate content in a data model (Beta)

Embeds

Embed URL parameter integration with plugin development API

The Sigma plugin development API now features new methods related to working with embed URL parameters in plugins.

If you are using the plugin development API with React Hooks:

• useUrlParameter(): Returns a given URL parameter's value as well as a setter method to update the returned URL parameter

If you are using the plugin development API without React Hooks:

• getUrlParameter(): Returns the current value of an embed URL parameter

• setUrlParameter(): Set an embed URL parameter

• subscribeToUrlParameter(): Subscribe to changes made to the embed URL parameters

For more information, see Plugin development API.

Workbook elements

Forms (Beta)

Use the form element to create a clear interface for user data entry. Create a form manually, or based on an existing input table or stored procedure.

Forms can submit data to multiple data sources at the same time, and trigger action workflows at the time of submission, allowing you to centrally manage user input in AI apps.

For more information, see Use forms to streamline user data entry.

Improved chart tooltips layout

The layout of chart tooltips has been improved. Additionally, a new divider line has been added to certain tooltip configurations to make tooltip values easier to read.

New chart tooltip formatting options available

New formatting options are available for chart tooltips:

• Show all column names: You can now choose to hide column names in a tooltip. If Sigma detects that hiding a column name reduces a user's ability to discern between tooltip values, the column name is not hidden in the tooltip.

  

• Show multiple series: For bar, line, and area charts, you can now choose to show a single series or multiple series in the chart tooltip.

  

Workbook features

Manage locales panel no longer displays default workbook locale

The Manage locales panel in Workbook settings no longer lists the workbook's default locale. Only manually added locales and custom translations now display in the Manage locales panel.

Workbooks that have custom translations added to their default locale still display the locale in the Manage locales panel.

See Manage workbook localization for more information.

Page-level formatting options

You can configure page background color, background images, and widths at the level of individual pages. These settings override workbook layout and theme settings, enabling more customization options.

For more information, see Workbook page settings overview.

Bug fix

• With the latest Chrome update to version 144, embedded content with the :responsive_height query string parameter in the embed URL could not be scrolled in an iframe.

AI

Documentation MCP server available (Beta)

If you use AI tools to work with Sigma and want to enrich agent behavior or questions with context about officially supported Sigma functionality, the Sigma documentation can now be accessed using the model context protocol (MCP) server at https://help.sigmacomputing.com/mcp.

For more details about what is and is not supported, and the available tools, see Use the Sigma documentation MCP server.

AI apps

Single-select and multi-select columns in input tables (GA)

Single-select and multi-select columns in input tables are now generally available, except for on Databricks connections, which don't support multi-select columns.

Use single-select and multi-select columns to enable users to add discrete values as follows:

• Single-select: Users can select one value in each row from a predefined list of options. A new selection replaces the existing row value.
• Multi-select: Users can select one or more values in each row from a predefined list of options. New selections are added to the existing row values.

You can manually create and manage a list of distinct and repeatable options, or you can populate the list of options from a column in an existing data source or element in the workbook. Values can then be formatted as pills and assigned different colors for visual differentiation and clarity.

For more information and an interactive demo, see Configure single-select and multi-select columns in input tables.

API

Create and manage data models from code (Beta)

You can create and manage data models programmatically using the Sigma API. The endpoints use a JSON representation of the data model to retrieve contents, make updates, and create new data models. For information on the JSON representation, see Create and manage data models from code.

The following endpoints are now available to read, create, and update data models programmatically:

• Get the JSON representation of a data model (GET /v2/dataModels/{dataModelId}/spec)
• Create a data model from a JSON representation (POST /v2/dataModels/spec)
• Update a data model from a JSON representation (PUT /v2/dataModels/{dataModelId}/spec)

For example representations of data sources and data model elements, see the Data model representation example library.

New API endpoints available for managing SAML authentication

The following new API endpoints to manage SAML authentication configurations in Sigma are now available:

• List SAML service providers (GET /v2/saml/service-providers)
• Create a SAML service provider certificate (POST /v2/saml/service-providers/{samlServiceProviderId}/certificates)
• List SAML service provider certificates (GET /v2/saml/service-providers/{samlServiceProviderId}/certificates)
• Get a SAML service provider certificate (GET /v2/saml/service-providers/{samlServiceProviderId}/certificates/{samlServiceProviderCertificateId})
• Activate a SAML service provider certificate (POST /v2/saml/service-providers/{samlServiceProviderId}/certificates/{samlServiceProviderCertificateId}/activate)
• Deactivate a SAML service provider certificate (POST /v2/saml/service-providers/{samlServiceProviderId}/certificates/{samlServiceProviderCertificateId}/deactivate)
• Remove a SAML service provider certificate (DELETE /v2/saml/service-providers/{samlServiceProviderId}/certificates/{samlServiceProviderCertificateId})

Admins can use these API endpoints to manage SAML authentication certificates used by Sigma as a service provider.

New API endpoint to tag a data model

The following endpoint to tag a data model version is now available:

• Tag a data model (POST /v2/dataModels/tag)

Admin

Sigma Tenants (Beta)

Set up a multitenant architecture with multiple Sigma organizations to centralize governance while supporting self-contained and isolated tenants. You can create tenants in the same region or different regions.

Example use cases for Sigma Tenants include:

• Comply with data residency requirements with different tenants in different regions
• Fully isolate data for different customers as a managed service provider.
• Centralize governance for multiple business units, but isolate the business units from each other.

Different deployment architectures are supported. Deploy content from the parent organization to tenants or from one tenant to other tenants. See Deploy content to tenant organizations.

Sigma Tenants is a premium feature. For more details, see Sigma Tenants.

Reports

Add and manage multiple report headers and footers (Beta)

You can now create and manage multiple headers and footers for each report.

For more information, see Edit report page setup, headers, and footers (Beta).

Workbook elements

Aggregate table cells by highlighting

You can now aggregate cells in pivot tables by highlighting them. Previously, this ability was only available in level tables. For both pivot and level tables, you can now select from multiple aggregation methods.

For more information, see Working with pivot tables.

Workbook features

Pick from an existing organization locale when adding a workbook locale

When adding a workbook locale, you can now select from a dropdown of existing organization locales, instead of manually entering a custom translation file.

See Add a custom translation for a language.

Run Python code in a document (GA)

Add a Python element to any workbook or data model to write and run Python code. You can run Python code against a connection to Databricks or Snowflake. For setup instructions, see Set up a Databricks connection for Python and Set up a Snowflake connection for Python.

Write Python code that performs complex tasks like data transformation, data analysis, forecasting, prediction, or retrieve and send data to third-party API endpoints. When writing Python in Sigma, you can also:

• Reference data elements like tables, pivot tables, and input tables as DataFrames.
• Incorporate user input into your code by referencing control values.
• Build tables and charts with the output from your Python code.
• Use autocomplete to reference data sources available in your connection.
• Import libraries available in your Databricks or Snowflake account.

Run Python code directly on the Python element, or trigger the code to run from an action. Workbooks with a Python element can be exported and embedded. For more details, see Write and run Python code and Python method reference.

Bug fixes

• Deployment policies with more than 50 documents no longer error.

• When sharing templates from one organization to another, the data sources failed to swap to the correct data source when the data source used OAuth to authenticate to the connection.

• Clicking a pivot table subtotal now correctly passes the subtotal/total value and row/column context into actions (e.g., actions that set control values from the selected subtotal).

Admin

Use other supported IdPs for Databricks OAuth via OAuth token federation

Using OAuth token federation, you can now use other supported identity providers to authenticate to Databricks. Previously, you could only authenticate with Databricks as your identity provider.

See Configure Databricks OAuth token federation for more information.

Reports

Use custom page sizes in reports

You can now specify custom page sizes in reports.

For more information, see Edit report page setup, headers, and footers (Beta).

Search and discovery

My documents and Shared with me renamed

The following sections of the product have been renamed:

• My documents is now Documents
• Shared with me is now Shared with you

The functionality of these sections remains the same.

User profile

Added warning banner for OAuth token expiration

If you access data from a connection that uses OAuth to authorize you, a banner now appears 3 days before your OAuth session expires. You can sign in from the banner to reauthorize your session and avoid losing access to data.

Workbook elements

Create ad hoc calculations (Beta)

Adding ad hoc calculated rows in pivot tables is now supported. This allow you to perform one-off calculations in a pivot table row, without modifying the underlying dataset or restructuring your pivot table.

For more information, see Create ad hoc calculations (Beta).

Repeated container (Beta)

The repeated container is a layout element that connects to a data source. For each row in the data source, the repeated container generates a layout card, allowing you to quickly generate identical, dynamic layouts from your data.

For more information, see Use repeated containers to generate layouts from data.

Single row container (Beta)

The single row container is a layout element that connects to a data source. By selecting a key column and value, you can choose a row from the data source to display inside the container, allowing for dynamic, focused views at individual rows.

For more information, see Use single row containers to show records in detail and Create actions that control single row containers.

Value list (Beta)

Add a value list element to create an organized display of details from a data source. You can customize the value list to show custom formula results, control values, static values, and more. When paired with a single row container, you can create a dynamic list that shows individual records from a data based on user input.

For more information, see Value lists.

Bug fixes

• If you embed Ask Sigma, usage data for Ask Sigma is now available for all embed users and appears in the Ask Sigma Usage dashboard.

AI apps

File upload columns, controls, and form fields (Beta)

Use file columns in input tables to upload images, documents, and videos directly to Sigma. You can also use file upload controls to select files and upload them to destination input tables.

File columns can accept the following file types, which can be restricted at the column level or in the control properties, if applicable.

• Images: JPEG/JPG, PNG, GIF, TIFF, BMP, WebP, SVG
• Documents: PDF, CSV, DOC/DOCX, XLS, XLSX, Pages, Numbers, Keynote, JSON, Text file, XML
• Videos: MP4, MOV, AVI, MKV, WebM, M4V

For more information, see Configure file columns on input tables and Create and configure a file upload control. To access file columns and file upload controls, your organization must configure a storage integration to support file uploads.

API

New API endpoints to retrieve data model details

The following endpoints to retrieve data model details with a dataModelId are now available:

• List lineage for a data model (GET /v2/dataModels/{dataModelId}/lineage)
• List elements in a data model (GET /v2/dataModels/{dataModelId}/elements)
• List columns for all elements in a data model (GET /v2/dataModels/{dataModelId}/columns)

Use these endpoints to efficiently retrieve details about elements in a data model.

New API endpoints to retrieve workbook details

The following endpoints to retrieve workbook details with a workbookId are now available:

• List lineage for a workbook (GET /v2/workbooks/{workbookId}/lineage)
• List elements in a workbook (GET /v2/workbooks/{workbookId}/elements)
• List columns for all elements in a workbook (GET /v2/workbooks/{workbookId}/columns)

Use these endpoints to more efficiently retrieve details for an entire workbook, instead of details for a specific workbook page or element.

Workbook elements

Hide or show fixed pivot table headers (GA)

The ability to hide or show fixed row and column headers in pivot tables is now generally available.

See Hide or show fixed pivot table headers.

Image alignment settings

Image elements and container background images now support Vertical and Horizontal alignment options within the element frame. For more information, see Image elements and Use containers to organize workbook layouts.

Image shape setting

You can use the Shape setting on an image element to change the shape of an image uploaded to Sigma. For more information, see Image elements.

Workbook features

Copy input table data when swapping sources and applying version tags (GA)

When changing the connection used by input tables in a document or applying a version tag to a document with an input table, you can copy the input table data to the new connection or tagged version.

For more information on copying input table data when changing connections, see Swap the connection used by an input table.

For more information on copying input table data when applying a version tag, see Use input tables with version tagging.

Version tagging for warehouse views (GA)

You can create warehouse views from a tagged version of a workbook or data model. By creating a warehouse view from a tagged version, you can maintain a stable query for a virtual table in your warehouse, regardless of changes made to the published version. For more information, see Use warehouse views with version tagging.

Bug fixes

• Custom page headers now span the full workbook width, instead of matching the selected page width.

• Tagging a workbook or data model version updates the owner of the tagged version to the user who tagged the version of the document.

• When tagging a workbook version that uses a data model as a source, selecting the checkbox to Allow user to use data sources when they "Save as" resulted in an error: "Error: Cannot grant access to Hidden inodes".

As part of this change, if you select Allow user to use data sources when they "Save as" when tagging a workbook that uses a data model as a source, you must manually grant access on any data models used in the workbook to any users or teams with whom the tagged workbook version is shared.

For more details, see Set a tag on a document.

API

New API endpoint to list tags of a data model

The following endpoint to list version tags of a data model is now available:

List tags of a data model (GET /v2/dataModels/{dataModelId}/tags)

Embeds

New URL parameters available for JWT-signed secure embeds

The following embed parameters are now available for JWT-signed secure embeds:

• :hide_element_interactions
• :hide_schedule
• :hide_send

For details and usage instructions, see Embed URL parameters.

Workbook features

Export to cloud storage external stages

You can now export to an external stage when configuring ad hoc and scheduled cloud storage exports. For more information, see Export to cloud storage.

Bug fixes

• Updated metrics from Snowflake semantic views to use correct metrics syntax when referenced in the formula bar.

• When migrating a dataset that contained a SQL statement that used a user attribute to reference a data model, users received an error indicating "There is a cycle in this element's dependencies" and referenced workbooks were not updated.

Admin

Account type permissions for reports

The following account type permissions are now available to enable access to reports:

• View reports: Enables users to view reports shared with them.
• Create, edit, and publish reports: Enables users to create new reports, manage existing ones, and share published versions.

For more information, see Account type permission availability matrix.

Audit log support for Azure UK (UK South) region

Sigma now supports audit log events for organizations hosted in the Azure UK (UK South) region.

See Enable or disable audit logging for more information.

AI

New supported Databricks model family for inference

Sigma now uses the GTE v1.5 model family instead of the BGE v1.5 model family for inference when using Databricks as the warehouse model connection.

See all supported models in Configure a warehouse-hosted model as AI provider.

AI apps

Input table edit log updates

Sigma now creates edit logs (also known as write-ahead logs or WALs) at the individual input table level and stores each edit log in the same schema as its corresponding input table data.

For non-OAuth connections, edit logs continue to use the same user configurations or service account credentials to access and write to the destination schema. OAuth connections, however, no longer require a service account and instead use the same OAuth credentials to write input table data and the corresponding edit log.

For more information, see How input table data is handled and Write-back architecture for input tables with OAuth.

Reports

Create pixel-perfect reports (Beta)

Create reports in Sigma to generate predictable and pixel-perfect exports. Reports allow you to:

• Match compliance and branding requirements with granular font, layering and positioning capabilities.
• Organize your analyses into distinct numbered pages.
• Add and paginate table and input table data up to 10,000 rows.
• Send tailored reports to the right users with controls and email bursting. Reports can also be embedded. For more information about reports, see Reports overview (Beta) and Tutorial: Build and export a sales report.

Workbook elements

Language support for specific Python libraries (Beta)

The Python element in Sigma now supports inline error linting and autocomplete for the following libraries:

• pandas, numpy, scikit-learn, requests, and scipy
• Connection-specific libraries:
  • For Databricks: pyspark library completions as well as spark and dbutils globals
  • For Snowflake: snowflake-snowpark-python as well as session global

Language support is on by default, but can be turned off by each user. For more details, see Write and run Python code in Sigma.

Bug fixes

• For chart interactions, data is now correctly scoped in the Selection action variable. By including values from all columns relevant to a chart selection and excluding values that are not applicable, this fix addresses formula evaluation errors and unexpected variable output.

• The Update row(s) action in a version tagged workbook now references the correct workbook ID (that of the tagged version instead of the published version) to run as expected.

• When migrating a dataset, the migration tool attempted to migrate deleted datasets that referenced the dataset.

• When migrating a dataset joined to another dataset sourced from SQL, the SQL was not migrated to the new data model.

Admin

Enable multiple identity providers for your organization (Beta)

You can now enable multiple identity providers (IdPs) for your Sigma organization. If you would like to enable multiple IdPs for your organization, please contact Sigma support.

For more information, see Using multiple identity providers for your Sigma organization (Beta).

Updated authentication method for Snowflake Partner Connect connections

New and existing connections to Snowflake created from Snowflake Partner Connect are authenticated using key pair authentication instead of basic authentication.

For more details about connecting to Snowflake, see Connect to Snowflake.

AI

New AI model version available

If you have an AI provider configured to use a Snowflake connection, the model version used by Ask Sigma and other AI features has been updated:

• Connections to Snowflake accounts hosted in AWS regions now use claude-4-sonnet

For more details, see Configure warehouse AI model integration.

API

Ability to copy bookmarks when duplicating a workbook

The Duplicate a workbook (POST /v2/workbooks/{workbookId}/copy) endpoint now includes the copyBookmarks parameter that determines if saved views (formerly called bookmarks) are copied from the duplicated workbook.

• If set to all (available to admins only), every saved view (bookmark) applied to the workbook is copied.
• If set to accessible, only personal saved views and those shared with the user initiating the operation are copied.
• If not set, saved views are not copied.

Ownership of all saved views in the duplicate workbook transfers to the user initiating the operation.

Data modeling

Column-level security in data models with user attributes (GA)

Set column-level security (CLS) rules in a data model according to the assigned value of a user attribute. Users and team members assigned a user attribute value that matches the value specified in the CLS rule can view the contents of the protected column. Users assigned other user attribute values, or not assigned a user attribute value, cannot view the contents of the protected column.

For more details, see Configure column-level security in a data model.

View datasets and Create and edit datasets permissions renamed

The following account type permissions have been renamed:

• View datasets is now View data models
• Create, edit, and publish datasets is now Create, edit, and publish data models

The functionality allowed by the permissions is unchanged.

For more details, see Account type and license overview.

Functions and calculations

ConvertTimezone function accepts dynamic arguments

The ConvertTimezone function now accepts a column of IANA time zones in the timezone and from_timezone arguments. For more information, see ConvertTimezone.

User profile

Set up an app for two-factor authentication (GA)

If you use a username and password to log in to Sigma, you can set up an authenticator app to generate two-factor authentication codes instead of having codes sent to your email address.

You can turn off the app-based two-factor authentication at any time, or an admin can reset it, to receive two-factor authentication codes via email instead.

See Set up an app for two-factor authentication.

Workbook elements

Aggregate totals across higher grouping levels (GA)

The ability to aggregate totals across higher grouping levels is now generally available. When displaying subtotals in your pivot table, you can now change whether the row subtotals are aggregated and displayed just for the immediate parent pivot rows, or also displayed at higher grouping levels.

See Aggregate totals across higher grouping levels for more information.

Reference multi-select control values in custom SQL

You can now reference the selected values of a multi-select list values control in custom SQL queries. The selected values can be used to filter results in subqueries and CTEs, combined with formulas like ArrayLength, and more. For more information, see Reference multiple values from a multi-select list in SQL.

Set heavier group dividers in pivot tables

When formatting pivot tables, you can now turn on heavier horizontal and vertical group dividers to make the distinction between groups clearer.

See Format and customize a table.

Workbook features

Add Cc and Bcc recipients to email bursts

You can now add Cc and Bcc recipients to email bursts.

See Export as email burst for more information.

Implicit TLS now supported for custom SMTP servers

You can now use implicit Transport Layer Security (TLS) when configuring custom SMTP servers by using port 465.

See Configure a custom SMTP server.

Bug fixes

• When a user triggers an action that exports a PDF via email, Sigma now adheres to the page size selected in the action configuration.

• When migrating a dataset sourced by two joined datasets to a data model, the join is recreated correctly.