Admin

Add a key file for Snowflake key pair connections

When configuring a Snowflake connection, you can add a PKCS#8-formatted key file (.p8) instead of pasting your private key when setting up key pair authentication for the connection or an OAuth service account.

For more details, see Connect to Snowflake.

Audit log support for Azure EU (West Europe) region

Sigma now supports audit log events for organizations hosted in the Azure EU (West Europe) region. For a list of all supported regions, see Enable or disable audit logging.

Enable a unique SAML SP entity ID (GA)

When setting up SAML-based authentication for a Sigma organization, you can now assign a unique service provider (SP) entity ID for the SAML configuration. With the unique entity ID for Sigma as an SP, you can configure your IdP to allow SAML authentication to multiple Sigma organizations.

For details, see Enable unique SAML entity IDs.

Performance

Improved error handling for non-compliant WAL schema

Sigma now detects when input table edits are unsuccessful due to a non-compliant write-ahead log (WAL) schema. This occurs when a user makes one or more changes to the schema in the data platform, leaving Sigma unable to write data to the WAL.

When this error (wrong schema for WAL table) is detected, Sigma sends an email to admins containing information about the error and a link to troubleshooting guidance. For more information, see Troubleshoot input table connection issues .

Workbook elements

Minimum element size removed

Minimum element size is now a suggestion for all elements. When resizing, Sigma indicates when an element is below the recommended size, but allows you to resize it regardless. Elements below the recommended size might experience minor visual issues depending on the element, contents, and display.

Workbook features

Add CC and BCC recipients to emailed exports

You can now specify CC or BCC recipients in ad hoc and scheduled exports by entering a comma-separated list of email addresses or team names.

Bug fixes

• Content validation now updates elements from a data model used in a join.
• Content validation was incorrectly performed on tagged versions of workbooks that used an untagged version of a data model as the source, causing those tagged versions to display errors. Tagged versions with errors caused by content validation continue to display errors until they are re-tagged.
• The :hide_explore_toggle parameter now hides the Show customize panels option in the element menu.
• In some cases, the Edit option in securely embedded content was not functional.

Admin

Audit log support for GCP KSA region

Sigma now supports audit log events for organizations hosted in the GCP KSA (ME Central 2) region. For a list of all supported regions, see Enable or disable audit logging.

API

New export API rate limits

The following endpoints now have rate limits:

• The Export data from a workbook (POST v2/workbooks/{workbookId}/export) endpoint is rate limited to 100 requests per minute.
• The Export a workbook (POST v2/workbooks/{workbookId}/send) endpoint is rate limited to 100 requests per minute.

For all rate limits, see Get started with the Sigma REST API.

Data apps

PostgreSQL input table support (GA)

Input table support on PostgreSQL connections is now generally available.

Input tables enable structured data entry, allowing you to add new data points, update existing inputs, and supplement existing data from your data platform.

For more information about input tables and how to use them, see the following documentation:

• Intro to input tables
• Create new input tables
• Edit existing input table columns

Input table editing for workbook viewers (Beta)

Data entry permission on input tables now includes a new option: Editable in published version - all users. When this option is selected, any user with the Edit input tables permission enabled on their account type and access to the workbook—including those granted Can view access—can edit input table data.

For more information, see Change the data entry permission on input tables.

Edit input tables account type permission (Beta)

The ability to edit input table data is now enabled through the new Edit input tables account type permission. By removing it from the Basic explore permission, Sigma allows admins to provision input table editing separately from explore capabilities like viewing unaggregated underlying data, using drill paths, filtering columns, etc.

For more information, see Account type permission availability matrix.

📘

The Edit input tables permission is automatically enabled for all existing account types with the Basic explore permission enabled. For information about managing these permissions, see Create and manage account types.

Data modeling

Validate content in a data model (Beta)

When you make changes to a data model, those changes affect users of workbooks that use the data model as a source. You can now validate content to prevent breaking changes to those workbooks. Instead of manually replacing and updating deleted or changed columns and elements in affected documents, you can validate content in the data model and prevent these errors.

For details, see Validate content in a data model (Beta) and Sync a draft with the latest published version.

CSV upload number parsing (Beta)

When a column in an uploaded CSV file contains numbers with separators (commas, periods, spaces, etc.), Sigma parses the data as text strings by default. To parse the data as numbers, you can choose one of the following options:

• Auto-detect: Sigma automatically detects the format pattern and parses the data as numbers accordingly. Sigma can currently detect US standard number format and European number format.
• Custom format: Specify the number format pattern for Sigma to parse.

For more information, see Parse numbers with separators.

Workbook elements

Run Python code (Beta)

Add a Python element to any workbook or data model to write and run Python code. Support for Python code is now available for organizations with a connection to Snowflake. See Set up a Snowflake connection for Python (Beta).

You can 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, including custom libraries, configured when you set up the connection.

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 in Sigma.

Create sparklines in a table (GA)

The ability to create sparklines in a table is now generally available. You can now also configure sparkline tooltips and endpoint labels.

See Create sparklines in a table.

Vertical alignment options for controls

All control types (except the legend control) now have vertical alignment options, allowing you to change the position of the control within the element boundaries to the top, center, or bottom.

Bug fix

• The Ask Sigma usage dashboard was unavailable to some organizations.

Data apps

If/else control flow in action sequences (GA)

If/else control flow is now generally available.

Use if/else statements to create dynamic workflows within action sequences. If/else control flow adds flexibility to a sequence by allowing it to check one or more conditions and execute actions for the first condition that evaluates to true.

Key advantages of using an if/else control flow:

• Simplify action workflows by consolidating multiple conditions into a single sequence. See an example use case with and without if/else.
• Set conditions that reference results of previous actions in the sequence, including called stored procedures. See an example sequence that calls a stored procedure then uses the returned value to apply different logic in the if/else statement.
• Prevent workflow errors and incomplete logic by using an else component to define a default action path.

For more information, see Build if/else control flow in an action sequence.

Embeds

Copy paste elements across embedded content

Sigma now supports copy pasting elements from one embed to another. To support this in embedded content, update your iframe to allow copy paste actions. For example:

<iframe src="<embed URL>" allow="clipboard-read; clipboard-write">

You can only copy paste from and to embedded content with this iframe configuration. For more details, see Manage iframes for embeds.

Workbook features

Add user-added text translations for default locales

You can now add user-added text translations for both default and non-default locales in a workbook. Previously, uploading and downloading user-added text translations was only supported for non-default locales.

For more information, see Manage workbook localization.

Updated Exports tab in Administration

The Exports tab in Administration has been updated with additional functionality and information. You can now:

• Filter export schedules by when they were last run.
• Retry errored exports.
• View additional information like when your export was last run and the current status of each scheduled export.

See Manage organization schedules.

Version tagging for input tables (Beta)

You can apply version tags to documents that contain input tables, creating a copy of the input table data in the tagged version. Optionally, you can create the copy on a different connection than the original input table. For more information, see Use input tables with version tagging.

Version tagging for warehouse views (Beta)

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 fix

• On Snowflake connections, using the specifier %A in the format argument of the DateFormat function returned the abbreviated name for the day of the week. Now, it returns the full name for the day of the week as expected. To return the abbreviated day, use the specifier %a.

Admin

Enable a unique SAML SP entity ID (Beta)

When setting up SAML-based authentication for a Sigma organization, you can now assign a unique service provider (SP) entity ID for the SAML configuration. With the unique entity ID for Sigma as an SP, you can configure your IdP to allow SAML authentication to multiple Sigma organizations.

Use Snowflake as your OAuth authorization server (Beta)

When you connect to Snowflake using OAuth, you can choose to authenticate directly with Snowflake functioning as the OAuth authorization server instead of configuring an external identity provider (IdP) to access Snowflake. You can only use Snowflake as your OAuth authorization server to authenticate to a Snowflake connection.

For more details, including setup instructions, see Use the Snowflake authorization server for connection-level OAuth.

Protect data with customer-managed keys in AWS and Azure

For Sigma organizations hosted in AWS or Azure cloud regions, you can now protect your data in Sigma with customer-managed keys. For details about what can be encrypted by customer-managed keys, key management architecture, and key rotation processes, see About using customer-managed keys in Sigma. For setup instructions, see Set up customer-managed keys.

Sigma now supports the GCP KSA region

Sigma is now deployed in GCP KSA (me-central2). This deployment gives customers in the Middle East lower latency and enhanced performance when connecting to Sigma.

Data apps

App notifications (GA)

You can create actions that send notifications to users via email, Slack, and Microsoft Teams using the Notify and export action. These actions can be configured independently of an export or attachment. Notification actions support dynamic messages and lists of recipients based on workbook data. For more information, see Create actions that send notifications and export data.

Dynamic recipients and messages for notify and export actions to MS Teams

You can configure a list of dynamic recipients and dynamic message contents for Notify and export actions sent to Microsoft Teams. For more information, see Send notifications by Microsoft Teams

Workbook elements

Format plugin background colors

You can now use the Format tab to set a background color for your plugin. This includes an Auto setting to automatically match the background color to the color of your workbook theme. See Use your organization’s plugins.

Workbook features

View available columns for a source

When working with a data element in a workbook or data model, you can more easily see the available columns from the data source, including related columns from a data model.

Bug fixes

• When changing the visibility of a column in a dataset, an invalid value that caused errors is no longer set.
• When calling the List bookmarks for a workbook (GET /v2/workbooks/{workbookId}/bookmarks) endpoint, the isDefault option is correctly returned for saved views set as the default for the workbook.
• When calling the Update a workbook bookmark (PATCH /v2/workbooks/{workbookId}/bookmarks/{bookmarkId}) endpoint, setting the isDefault option for a saved view that was not previously set as the default correctly succeeds.
• When adding a table in an embedded workbook, previewing a dataset resulted in an error. Now, the dataset can be previewed as expected.
• Date-truncated bar charts with a time scale type are now correctly labeled. Previously, mismatches between organization and user timezones could sometimes cause labels for time axes to be incorrect.
• Opening a tagged workbook now logs an OBJECT_OPENED event on the tagged version, as opposed to logging it on the untagged version.
• In localized workbooks, actions that show or hide columns with names matching control values (dynamic show/hide) now correctly reference the translated labels. Previously, the actions were referencing the source labels, resulting in no matches with manually entered control values.

API

Impersonate a user in API calls (Beta)

A user assigned the Admin account type can impersonate other users in API calls, for example to retrieve and display the contents of their My Documents folder in embedded content.

For more details and an example test Python script, see Impersonate users.

New endpoint to assign multiple user attributes to a team

The following endpoint to assign user attributes to a team in bulk is now available:

• Assign user attributes to a team (POST /v2/teams/{teamId}/assignedUserAttributes)

Workbook elements

Configure chart axis marks

Configuring custom chart axis marks, like ticks and grid lines, is now supported. You can change the count or step size of both major (labeled) and minor (unlabeled) chart axis marks.

See Configure chart axis marks.

Workbook features

Configure global BCC email addresses

You can now configure global BCC recipients for all emails in your custom email branding settings.

See Custom email branding .

Bug fixes

• The Last sync date visible when browsing connection objects reflects the last time Sigma attempted to sync an object, even if a sync was not performed because no data had changed.
• Workbooks created using the Create workbook from template endpoint (POST /v2/templates/save_workbook) with updateAutomatically set to true now update properly for cases when the template was shared from another organization.

Admin

IP Allowlist for UI/Application (GA)

You can configure an IP allowlist for the Sigma UI. After enabling the allowlist, you can add individual IP addresses or ranges of addresses in CIDR notation. Only users in the allowlist are able to access the Sigma application through the user interface. For more information, see Restrict access to Sigma by IP.

Previously, the IP allowlist applied only to the API. Existing IP allowlists for the API have been preserved with a Scope of API.

Dutch now supported as a workbook locale

You can now set Dutch (nl-nl) as your workbook locale. Apply the Dutch language, date format, and currency can to workbook previews and embedded workbooks.

See Manage workbook localization.

Audit log support for AWS UK region

Sigma now supports audit log events for organizations hosted in the AWS UK region.

Data apps

Single-select columns in input tables (Beta)

Add a single-select column to an input table to allow users to select one value per row from a predefined list of values (text, number, or date). You can manually create and manage a list of distinct and repeatable values, or you can populate the list from 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, see Configure single-select or multi-select columns on input tables.

Functions and calculations

ArrayConcat function

You can use the ArrayConcat function to combine multiple arrays, maintaining all items and their order. For more information, see ArrayConcat.

Workbook features

Option to unshare a shared view of a workbook

In the Saved views panel, you can quickly change a shared view to a personal view to remove visibility for other users with access to the workbook. Click More next to the name of a shared view, then select Set as personal view to make it only visible to you.

Copy and paste multiple elements at once

You can now copy and paste more than one element at a time in a workbook or data model. See Copy and paste workbook elements.

Bug fixes

• When an action with an On select trigger is configured on a bar chart, selecting an axis label of an unaggregated value no longer generates column rank instead of the defined value.
• When a Set control value action is triggered by selecting any column in a table, pivot table, or input table, pressing the up arrow key to select the column header (consequently selecting the entire column) no longer clears the control value.
• The list of database or catalog objects visible when browsing a connection in Sigma can now be expanded to view more information without hovering, such as long table names.
• Sigma now correctly displays the selected state for a workbook page based on the selected Customize page visibility setting.

Admin

Support for specific OAuth scopes for Snowflake connections

You can now define specific scopes by role for OAuth authentication to your Snowflake data warehouse, enabling you to use separate connections for fixed roles, instead of just your default role.

See Connect to Snowflake with OAuth.

Data apps

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

Create actions that can bulk update or delete rows in input tables and linked input tables.

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

• Delete row(s) action: Delete one or more rows based on the specified criteria.

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

Data modeling

Work with Snowflake semantic views in Sigma (Beta)

You can browse, query, and extend Snowflake semantic views in workbooks and data models. Semantic views allow you to model metrics, dimensions, and relationships in a declarative, version-controlled, and queryable format. Work with the metrics and related columns defined in the semantic view:

• Browse the semantic views in your Snowflake connection in the data catalog.
• Build a table in a data model using the semantic view as a source.
• Add tables, pivot tables, and charts to a workbook that use the semantic view as a source.
• Query the view with custom SQL

For more details, see Query and extend Snowflake semantic views in Sigma (Beta).

Resources

Sigma Fundamentals for Builders tutorial series

See the new tutorial, Sigma Fundamentals for Builders, for an eight-part, guided series that walks you through the development of an interactive dashboard. Along the way, you’ll learn about key features, design patterns, and core concepts for building in Sigma. To start learning, see Sigma Fundamentals for Builders.

Bug fixes

• The Allow keyboard to trigger actions option is now disabled by default for action sequences created on new elements (added to workbooks on or after October 6, 2025).
• When configuring an Open link action, the Link URL field no longer accepts hyperlinked link text.
• JWT elements are no longer ignored in embeds when users only have access to a specific workbook tag.
• When configuring an Open Sigma document action, you can now select a multi-select list values control in the Pass control value > Set value as field.
• Signing into an OAuth connection from the Connections page now redirects users to their IdP sign on page for login.
• When you select a non-PDF file format in the Notify and export > Download action configuration, the modal (when closed and reopened) now accurately reflects the selection and no longer displays PDF in error.

Admin

New account type permissions for exports, user attributes, and branding settings

The following admin feature permissions are now available for the Build account type and can be granted to custom account types:

• Manage users
• Manage user attributes
• Manage teams
• Manage export integrations

The Branding settings permission is now the Manage email branding permission and now only controls access to the Customize your email settings for your organization. Branding settings for workbook themes and custom fonts are restricted under the Manage all workbook themes and fonts permission.

See Account type and license overview.

Data apps

Input table support on BigQuery connections (GA)

Input tables are now compatible with BigQuery connections. The dynamic workbook elements support structured data entry, allowing you to integrate new data points into your analysis and augment existing data from your data platform.

For more information about input tables and how to use them, see the following documentation:

• Intro to input tables
• Create new input tables
• Edit existing input table columns

Data modeling

Python element in data models (Beta)

If your organization is connected to Databricks, you can add Python elements to data models to write and run Python code. For more information, see Write and run Python code in Sigma.

Embeds

Ability to disable the Explore button on the embed toolbar.

You can now use the hide_explore_toggle URL parameter to hide the Explore toggle from the embed menu for JWT embeds.

See Embed URL parameters.

Functions and calculations

NullIf function

You can use the NullIf function to return Null if the first argument is equal to the second. Otherwise, it returns the first argument. See NullIf .

SparklineAgg (Beta) support for Azure SQL Database and SQL Server

The SparklineAgg function is now supported for Azure SQL Database and SQL Server.

See SparklineAgg.

Deprecated features

Unpaginated responses from list endpoints (Deprecated)

Returning unpaginated responses from list endpoints is now deprecated. When this functionality reaches end of support, the following list endpoints that currently do not return a paginated response will only return a paginated response:

• List members (GET /v2/members)
• List teams (GET /v2/teams)
• List workspaces (GET /v2/workspaces)
• List materialization schedules for a workbook (GET /v2/workbooks/{workbookId}/materialization-schedules)
• List scheduled exports for a workbook (GET /v2/workbooks/{workbookId}/schedules)

If you use these endpoints, update your API requests to include the limit query parameter to return a paginated response. After the end of support, requests without the limit parameter will return a paginated response of the default page size (50). If you are already using the paginated response from list endpoints, no action is needed.

Admin

Audit logging events for app-based two-factor authentication (Beta)

You can now view app-based two-factor authentication login events in the audit logs.

OAuth redirect URI on connection forms

Sigma now displays the redirect URI on your connection forms that OAuth providers should use when redirecting users back to Sigma after authentication.

Data apps

Input table editing on mobile

Users can now edit input table data on mobile devices. This update enables mobile data app workflows, including direct data input and row updates via actions.

Functions and calculations

Geography functions on Databricks (Beta)

All geography functions except for Centroid, Intersects, and Within are now available on Databricks connections. This includes the passthrough functions CallGeography and AggGeography. For more information, see Geography functions.

Azure SQL connections now support record formulas and the ArrayAgg function

You can now use record formulas and the ArrayAgg function on an Azure SQL connection.

For more information, see Generate and access structured objects and ArrayAgg.

Workbook elements

New design for date and date range controls

Date and date range controls have a new design that enables navigating the controls with your keyboard, improving accessibility and usability.

3 digit zip codes on region maps

3 digit US zip codes are now supported when creating map visualizations. This allows for less granular visualizations in maps to be created.

For more information, see Maps.

Workbook features

Linked references in workbook template shares

Linked references to datasets are now included when you share a workbook template between organizations.

Bug fixes

• When creating a linked input table, the modal now displays the write-back destination selection field first (above the list of columns) for improved visibility.
• After deleting a materialization schedule on a published workbook, the workbook no longer opens a custom view.

Admin

App-based two-factor authentication for users (Beta)

You can now enable app based authentication for two factor authentication for individual user profiles in Sigma. Admins can reset app based authentication enrollment for users in their organization who have enabled it.

See App-based authentication for users.

API

New response output for the List columns for a workbook endpoint

The List columns for a workbook element (GET /v2/workbooks/{workbookId}/elements/{elementId}/columns) endpoint now includes the column formula in the response output.

New API endpoint to swap data model sources

The following endpoint to swap the sources of a data model is now available:

• Swap data model sources (POST /v2/dataModels/{dataModelId}/swapSources)

The endpoint supports swapping datasets and tables from your data platform, or swapping the connection used by the data model.

Data apps

If/else control flow in action sequences (Beta)

Use if/else statements to create dynamic workflows within action sequences. If/else control flow adds flexibility to a sequence by allowing it to check one or more conditions and execute actions for the first condition that evaluates to true.

Key advantages of using an if/else control flow:

• Simplify action workflows by consolidating multiple conditions into a single sequence. See an example use case with and without if/else.
• Set conditions that reference results of previous actions in the sequence, including called stored procedures. See an example sequence that calls a stored procedure then uses the returned value to apply different logic in the if/else statement.
• Prevent workflow errors and incomplete logic by using an else component to define a default action path.

For more information, see Build if/else control flow in an action sequence.

Workbook elements

Navigation element (Beta)

You can use the navigation element to display a list of destinations users can visit. The navigation element shows each option as an individual button, which you can configure to send users to a workbook page, workbook element, or external link when clicked. Submenus allow you to nest additional navigation options under a top-level option. See Use the navigation element to guide user exploration .

Workbook features

Run Python code in a workbook (Beta)

Add a Python element to any workbook to write and run Python code. Support for Python code is now available for organizations with a connection to Databricks. See Set up a Databricks connection for Python.

You can 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, including custom libraries, available in your Databricks instance.

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 in Sigma.

Custom page headers (Beta)

You can enable custom page headers to appear on one or more workbook pages. Page headers allow you to repeat contents like titles, filters, or navigation options across multiple pages in a single configuration. Scroll options allow you to create a sticky header that moves with the user as they scroll. See Add custom page headers to a workbook.

Transpose a table (GA)

The ability to transpose a table from rows to columns and columns to rows is now generally available. This feature allows you to pivot or unpivot data according to your use case.

For more details, see Transpose a table.

AI export schedule names (Beta)

For all organizations that have an AI provider assigned, Sigma now uses AI to generate export schedule names based on your export attachment name, export destination type and format, and set conditions. These names are visible when viewing all your or your organization's scheduled exports in Sigma, and do not affect the contents of the export itself.

For more information, see Use AI export schedule names (Beta).

New IP address for email burst exports

If your organization restricts email traffic sent from specific IP addresses, add 134.128.103.81 to the allowlist by September 22, 2025. This IP address is in addition to the 198.37.153.185 address that Sigma currently uses. Organizations without this new IP address allowlisted might have issues receiving email burst exports after September 22, 2025.

Alternatively, you can configure a custom SMTP server to use instead. See Custom SMTP server.

Organize columns into folders (GA)

When working with data elements in data models and workbooks you can organize columns into folders, letting you nest columns into relevant groups. Folders that you create in a data model or parent element are available to downstream elements, like a data element that uses a data model as a data source, or a child element.

For more details on folders, see Organize columns into folders.

Bug fix

• Users with Can explore workbook access can now trigger an Open modal action when a formula-based condition on the sequence references elements on hidden pages.
• Previously, text elements sometimes snapped to fit the length of their contents when resizing. Now, text elements can be resized regardless of the length of their contents.
• When swapping the source of a workbook with the API, a joined table no longer displays an "Invalid argument" error and has its sources swapped successfully.