What we’ve shipped
Every release from the last 18 months. Pick a period, browse the features, click any one for the full story.
Aug 2026
Faster Feedback When Adding Datasets
Adding a dataset puts a placeholder row in the Data Library the moment you submit it, so there is no wait before anything appears. The placeholder is replaced by the real dataset when it arrives, with no duplicate row left behind.
Data Connections in the Preview Panel
The preview panel shows a step's connections alongside its query, so it is clear where the data you are looking at comes from.
Smoother Expand and Collapse Transitions
Cards throughout the product animate as they expand and collapse instead of snapping open, so it is easier to follow what changed.
Monitor Error Details
Errors in the Monitor tab now show when they happened and a breadcrumb to the affected view, so the source of a failure is quicker to find.
Automation Options Panel
Automation settings are now organized into an accordion with step-by-step progress indicators, and an automation suspended at the end of a trial offers a clearly labeled manual refresh.
Decimal Separator Detection
A comma used as a decimal separator is no longer misread as a thousands separator, so imported values arrive at their true magnitude. The detected number format is stated on the column profile.
Data Library Performance at Scale
The Data Library's underlying resource-loading system now scales more reliably for workspaces holding large numbers of files and folders.
Fixes in Aug 2026
- Automation — Setting up a refresh schedule for a Mailchimp dataset no longer fails to find the dataset, so the automation can be created successfully.
- Bulk replace — Whitespace characters entered in a replacement rule now appear correctly in the second step of the process.
- Projects — Pressing Enter in the New Project dialog no longer creates two projects at once.
- Connections — Server-side connection errors now show a clearer message instead of a generic one.
- Project permissions — The project menu now shows the correct options for your role in each project, instead of mixing in options from a different one.
- Pipelines — Dataset names in the in/out links panel now show proper spacing instead of running together with surrounding text.
- PostgreSQL export — A missing database now shows a clear notification in the notifications area instead of a generic error toast.
- Automation — The automation modal no longer displays with a distorted layout.
- Pipelines — Running multiple Group & Pivot steps at the same time no longer causes some runs to fail with a file access error.
- Pipelines — Reordering actions no longer causes two steps to share the same sequence number.
- Pipelines — Pasting a copied pipeline no longer shows a false formatting error on numeric columns used in conditions.
- Pipelines — Deleting a rule that adds a column no longer causes the connected export action to fail.
- Dashboards — Dashboard creation timestamps now display in the user's local timezone instead of an incorrect one.
- Data editor — Column menus and explore cards now open correctly for columns after combining reordering, freezing, and filtering.
- Data ingestion — The Open button is no longer disabled for a dataset uploaded into a folder used by an automation.
- Explore cards — Space-count details are now shown again in explore cards, filter rules, and label-insert actions.
- Add more data — Uploading a file with a mismatched schema and a remapped column type now correctly adds a new batch.
- Bulk replace — Running a bulk replace without selecting a new column now updates the existing column by default instead of unexpectedly creating a new one.
Jul 2026
Streamlined Automation Setup
Creating and editing an automation now happens in a single guided modal with clear steps, replacing the separate forms it used to take.
Automation Status on the Resource
Datasets and files now show their automation status directly on the resource, so it is clear at a glance what is running, what has finished, and what needs attention.
Automation Summaries
Automation summaries now show a compact two-line preview with a show more or less toggle, so a long summary no longer stretches the page.
Data Checks Panel
The data checks panel has a redesigned interface that makes reviewing and managing the checks applied to a dataset easier.
Folder Preview in the Data Library
Folders in the Data Library now carry an expand icon, so their contents can be previewed inline without opening the folder.
Drag-and-Drop Organization
Multiple files and folders can now be selected in the Data Library and dragged straight into a folder, making a workspace faster to organize.
Dataset Settings Autosave
The dataset settings modal now saves typed changes automatically instead of requiring Enter, and its confirmation button is labeled “Close” so it is clear nothing is lost on exit.
Snippets Improvements
Snippets in rules now have one-click buttons to copy a value or insert it straight into a formula, the separate SQL and expression tabs are gone, and hovering a snippet shows where it is already in use.
New Data Page
A new Data page brings datasets, automations, and parameters together in one place, so everything in a workspace can be found and managed without switching between sections.
Export Update Method Visibility
Crosstab and BigQuery exports now show their update method, bringing them in line with the refresh-behavior visibility already available for other export types.
Monitor Governance Links
The Monitor governance tab now links straight to the view where a checkpoint approval is pending, so reviewers can jump to it instead of hunting for it.
Redesigned Checkpoints
Checkpoints have a redesigned interface that makes reviewing and approving pipeline steps easier.
Data Ingestion Date Handling
Date formats are recognized and standardized more reliably during ingestion, and the pending batches view now tracks multiple batches at once.
Fixes in Jul 2026
- Lookup rules — Changing a looked-up column from a numeric to a text type no longer triggers a false invalid-column-type error.
- Data Library — Renaming a column no longer shows an error message when the rename actually succeeds.
- File collection — The SFTP folder selection modal now displays all folder contents correctly at every browser resolution.
- View preview — The preview panel now reflects column display changes such as reordering, hiding, renaming, and sorting.
- Join rule — Editing the common key columns now works correctly when fixing a pipeline affected by a missing column.
- Data Library — Switching to a workspace with many datasets and folders no longer briefly shows an empty list before contents load.
- AI query rule — The pipeline task description no longer appears empty when a saved query snippet is used.
- Dropbox connections — Expired connections now show a clear message prompting users to re-authenticate, instead of a generic error.
- SFTP connections — Connecting with a private key, with or without a passphrase, now works correctly.
- Modals — Spacing and layout now look consistent across the Delete Project, Cancel Invitation, Remove Workspace User, and Pipeline Step confirmation dialogs.
- Add Source — The file collection list now wraps into a grid instead of scrolling horizontally, and new columns are focused automatically when the panel opens.
- Sign up — Selecting the Business trial option from the Lite plan step no longer gets stuck on a loading indicator.
- Draft mode pipelines — Suspending or restoring a branch-out or pivot step now correctly shows the Apply and Discard buttons, matching other rule types.
- Draft mode — The confirmation message now states whether draft mode was turned on or off, instead of a generic status update.
- Monitor — The Fix Settings button in the Needs Attention tab now opens the relevant settings instead of doing nothing.
- File upload — The loading and success icons in the upload progress widget are now properly aligned.
- Monitor — The attention count shown on the Monitor badge now matches the number of items listed in the Needs Attention view.
- Bulk Replace — The new column now appears next to the original column and is selected by default.
- Join — Warnings and errors on a Join step now appear at the top of the card, with an icon and tooltip visible even when details are collapsed.
- Resource Finder — Removed an unnecessary horizontal scrollbar that appeared even when there was enough space to show all content.
- Explore Cards — Selecting multiple values with Shift or Ctrl in list view now works correctly.
- Workspace access — Users with no shared dashboards can now log out or return to the landing page instead of getting stuck.
- AI settings — Corrected spacing around the link to add an API key and nearby text for better readability.
- Join — The Join preview no longer goes blank when a common key column is selected.
- Column browser — Column numbers now align correctly after applying an extract JSON rule.
- Extract Date column rule — Changing the extracted date part no longer triggers an invalid column type error that disabled the apply button.
- Manage Storage settings — Dataset lists now load without the extended delay seen previously.
- Manage Storage settings — Deleting a dataset now shows a clear message when it fails, instead of an unexplained error or no response at all.
- Dashboard search — Searching by a dashboard’s name or keywords now returns the matching results.
- Activity Log — The Add Data event no longer shows “undefined” in its details.
- Security — Addressed a vulnerability in a third-party JavaScript library, with no impact on existing features or workflows.
- Workspace settings — Searching for a data source name in the storage management section now returns matching results instead of coming up empty.
- Bulk Replace — Renaming a group repeatedly no longer leaves outdated names showing in the column list.
- Pipeline checkpoints — An approved checkpoint no longer reverts back to a pending state.
- Pipeline checkpoints — Notification emails now include the workspace, project, and data source name instead of just the view name.
- Navigation — Moving from Settings to the Data page no longer redirects to the home page unexpectedly.
- Metrics — Metric values now refresh correctly when a conditional filter rule is applied, instead of showing stale numbers.
- Pipelines — Steps created from AI-generated SQL queries now show their description instead of appearing blank.
- File uploads — The fix-settings option for password-protected files now applies the selected settings correctly.
- Pipelines — Actions no longer change order when copied and pasted between pipelines.
- Lookup rules — The rule description no longer appears blank when the referenced view has been deleted.
- Lookup rules — Editing a rule to point to a different view no longer triggers an invalid destination column error.
- AI rules — Rules configured with a Gemini key no longer fail with a runtime error.
Jun 2026
Trash
Users can now move views and datasets to Trash instead of permanently deleting them, making accidental deletions reversible. Items can be restored individually or in bulk by folder from a dedicated Trash page.
Monitor as Modal
The Monitor panel is now a modal overlay instead of a separate page, keeping users in their current project context when they open or close it.
Parameters Panel Improvements
The Parameters panel now adapts its height to content, eliminates a row-height flicker on hover, and simplifies scope management — parameters are now always workspace-scoped.
Bulk Replace Column Placement
Bulk Replace now places the result column directly next to the source column, making it easier to compare original and replaced values side by side.
Improved Empty View State
When a view has no data, the data editor now shows a clear “This view is empty” message with guidance to add a source or edit pipeline tasks — replacing a “No results found” message that incorrectly implied an error.
Versioned Pipelines
Users can now view and restore the full version history of any pipeline in a dedicated version history modal. Every modification automatically creates a new version with timestamps and task-level details, and users can restore any prior version or copy tasks from it directly.
Copy and Paste Pipeline Tasks
Users can now copy and paste one or more pipeline tasks within the same view or into a different view’s pipeline, including tasks copied directly from the version history. Pasted tasks enter draft mode automatically, and each pasted step is visually labelled for easy identification.
Monitor Tab
The left navigation now includes a consolidated Monitor tab, bringing the data-flow monitor, pending items, and activity log together in a single location.
Column Drag Highlight
Columns now display a visual highlight when being dragged, giving users a clearer indication of which column is being repositioned in the grid.
Kafka Import
Mammoth now supports Apache Kafka as a data source, letting users pull messages from Kafka topics directly into datasets for analysis. Connections support PLAINTEXT and SASL_SSL authentication protocols.
MQTT Import
Users can now ingest IoT sensor data from MQTT brokers by subscribing to topics and collecting streaming messages into Mammoth datasets. This connector is designed for manufacturing and industrial environments.
REST API Export
Users can now push dataset data to any external REST API endpoint using POST, PUT, or PATCH requests, completing two-way integration alongside the existing REST API import connector.
In-App Documentation Links
Help documentation links are now available directly within several product features, including AI SQL Query, Generative AI, Data Check, Checkpoint, Conditional Highlights, Metrics, Parameters & Snippets, and export destinations.
Fixes in Jun 2026
- Data Refresh Orchestration — Datasets from third-party connectors (including Xero) did not appear in the dataset listing when configuring a scheduled refresh; they now list correctly.
- Monitor — The Investigate button in the Needs Attention section did not respond when clicked for error entries; it now navigates to the relevant item.
- Dashboards — Clicking a view name link on a dashboard did not open the corresponding source view; the link now works correctly.
- View menu — Clicking “View profile” in the view options menu had no effect; it now opens the view profile as expected.
- App update banner — When the app update notification banner appeared, view names in the navigation became difficult to read; the layout now keeps view names clearly visible.
- Data editor — Creating a new view briefly displayed 1 row in the data editor before loading correctly; the initial display now reflects the actual row count immediately.
- Bulk Replace — Replacement values were not applied when the input contained a forward slash; forward slashes in replacement values now work correctly.
- Window function — The Count aggregation in Window function displayed decimal values instead of whole numbers; count results now display as integers.
- Explore — For certain aggregation types such as Distinct Count, the column name did not appear in the Explore card header; column names now display correctly for all aggregations.
- Pipeline version history — Restoring a pipeline to a previous version displayed an empty pipeline with only the Apply button; the selected version now restores with its full step history.
- SQL Server export — Exporting to an external SQL Server destination failed silently when the dataset name began with a number; this now shows a clear error message to the user.
- Data Check — Incorrect or unknown error messages appeared when editing a cell under a value range rule, or when first applying a custom expression rule; both cases now validate and report errors accurately.
- File upload — Tab-delimited and pipe-delimited files with unstructured rows now correctly detect the file delimiter, enable the submit button, and import all rows without skipping any.
- BigQuery export — The export modal now shows a connection selector when multiple identities are available, loading the project list from the correct identity.
- Pipeline — The Branch Out action now displays the update method (replace or combine) in its task description, and copy-pasted Branch Out actions allow changing the update method as expected.
- Pipeline — Copying and pasting a Lookup task no longer creates duplicate column IDs in the pipeline.
- Pipeline — When a suspended rule causes a dependent task error, the function panel now correctly disables the Apply button and highlights the affected column.
- Parameters — All breadcrumb items in the Parameters preview panel (project, folder, and view) now navigate correctly when clicked.
- Settings > Projects — User avatar tooltips now display the username immediately on hover anywhere over the avatar.
- Data connections — Cloud data pulls that fail now send a notification email to alert users to the error.
- Window Functions — Result columns now place adjacent to the grouped column, Count aggregation results no longer show decimal values, and task descriptions now use the correct labels to match the function panel.
- Resource finder — The resizable panel no longer disappears on smaller screen sizes.
- Monitor and Trash — Vertical scrollbars now appear correctly when many projects are listed, making it possible to scroll through the full project list.
- Function Panel — The panel’s state and configuration now persist correctly after navigating away and returning to the pipeline.
- Bulk Replace — Suggestion text in the bulk replace panel no longer overlaps with surrounding UI elements.
- Send to Dataset — The “Send to Dataset” action now correctly defaults to placing output at the end of the pipeline.
- Branch Out — Editing a mid-pipeline “Save as Dataset” step no longer allows mapping columns that were added after that step.
- Data Check — The “Notify on Failure” setting now saves correctly when the toggle is turned off and the task is re-edited.
- Data Library — Dataset column and row counts now display in a human-readable format (e.g., 1.2M) instead of raw unformatted numbers.
- Dropbox Connector — Users can now select files and folders when setting up a Dropbox connection; the selector was previously unresponsive.
- Self-Serve Workspaces — User name and profile avatar now display correctly and are no longer clipped.
- Condition Filter — Builder mode with AI intent no longer throws an error when generating filter conditions.
- User Management — A non-functional checkbox has been removed from the manage users modal.
- Self-Serve Billing — Downgrading a workspace plan from Business to Lite now completes without error.
- Dataview / Explore — Dataview and explore cards no longer show a continuous loading indicator after data loads.
- Data Preview — An error message that incorrectly appeared while fetching data for preview no longer shows in unrelated views.
- Tooltips — Tooltip alignment is now correct across the application.
- Funciton panel - Minor UI improvements to the “Place results into” section for a more consistent experience.
May 2026
Dataset Preview Tables
Toggle an optional, resizable preview pane when selecting datasets for joins, lookups, and other operations. Expand the preview modal to inspect more data before confirming your selection.
Tableau Export
Export your data and analysis directly to Tableau. Streamline your reporting workflow by pushing insights to your preferred analytics platform.
Join Interface Improvements
Pre-selected join conditions and expanded default fields make configuring joins faster. Set up complex multi-table analyses with less manual configuration.
SQL Query Transparency
Pipeline step cards now display the Intent and generated SQL query for AI/SQL-based features. Understand the natural-language description of what each step does and inspect the underlying SQL logic.
Conditional Highlights
Create custom highlighting rules to draw attention to specific data patterns. Define conditions to highlight cells matching your criteria, making important values and trends instantly visible.
Multiple LLM Provider Support
Add API keys for multiple LLM providers (OpenAI, Anthropic Claude, Grok, Google Gemini) to use with GenAI and other platform features. Choose the best model for your use case and requirements.
Condition Builder UI Improvements
The condition builder interface has been updated for a more intuitive and accessible experience.
File Collection Orchestration
Automatically retrieve files from external cloud storage on a schedule and deposit them directly into Mammoth, eliminating manual downloads and uploads.
Transform Menu Tab Support
Tab navigation now works across all sections of the new transform menu for faster keyboard-driven workflows.
User Management Enhancements
Invited user UI has been redesigned for a clearer invitation and user management experience.
Functions Panel Export
Export action layout in the functions panel has been refined with improved padding and alignment.
Azure Blob Storage Connector
Seamlessly import from and export to Azure Blob Storage, expanding your data integration options.
Microsoft Dynamics 365 Connector
Connect directly to Microsoft Dynamics 365 to sync and transform your business data.
Notifications API v2
Notifications API now uses the latest v2 specification with improved reliability and extensibility.
JSON Column Header Menu
Extract JSON column headers now appear in the context menu for direct access to column extraction.
SQL and Natural Language Expressions in Math, Metric, and Filter
Math, Metric, and conditional Filter steps now accept SQL expressions directly, with an AI-assisted mode that generates expressions from a plain-language description. Users can choose whichever input method fits their workflow.
Data Check: Custom Expression Type
Data Check now includes a custom expression type, letting users define validation rules as AI-generated expressions from a plain-language description.
New SFTP Import Flow
A redesigned SFTP import experience makes it easier to connect, configure, and refresh data from SFTP-hosted files.
OneDrive Export
Users can now export datasets directly to Microsoft OneDrive from the export destinations panel.
Dropbox Folder-Level Access
Dropbox connections now support folder-level permissions, letting users restrict access to a specific folder rather than the entire drive.
Workspace-Level Permissions and Invite Redesign
The invite users experience has a refreshed interface and now supports workspace-level permission settings for more granular control over member access.
Resource Finder Improvements
The Resource Finder now opens with the search bar expanded and auto-focused for faster dataset lookup, and automatically navigates to the current dataset’s folder when launched from Join or Lookup steps.
Parameters & Snippets Improvements
The Parameters & Snippets panel includes updated interface controls and usability refinements that make managing reusable values more efficient.
Schema Modal: Column Deletion Protection
The schema settings modal now prevents users from removing all existing columns – at least one column must remain, or a new column must be added, before changes can be saved.
Transform Menu Redesign
The transform menu has a refreshed layout that makes browsing and selecting pipeline steps faster and more intuitive.
Updated Application Font
The application interface now uses Inter throughout, replacing the previous typeface for improved visual consistency and readability.
Fixes in May 2026
- Dashboard pipeline cards now display correctly without distortion.
- Resource finder correctly displays selected text and auto-selects when only one matching view exists.
- File collection orchestration no longer throws an error when removing a source from a two-source configuration.
- Workspace modal now displays the workspace name when leaving a workspace.
- Task descriptions now maintain proper spacing when blank lines are inserted.
- Column type conversion in the column browser correctly reflects the converted type in the function panel.
- Metric condition layout no longer appears distorted in backward compatibility mode.
- Column browser scroll bar now scrolls to show all columns in the list.
- Pipeline scroll bar position is retained when minimizing and maximizing.
- Explore card updates correctly after applying a column conversion rule.
- BigQuery export no longer fails due to race conditions during concurrent operations.
- Extract JSON function now operates without errors in the pipeline.
- JSON files display the Extract JSON shortcut in the column menu.
- Data grid sort function now works correctly from the sort footer.
- Branchout draft mode no longer incorrectly treats newly added columns as hidden.
- Pipeline reordering now displays consistent “tasks” terminology in confirmation messages.
- Fixed button placement in various UI components for improved accessibility.
- Minimized pipeline now correctly shows parameters used in branch-out conditions.
- Long snippet names no longer display with overlapping UI elements when duplicated.
- Dataset refresh scheduler now provides specific error messages for invalid end times.
- GA4 dataset creation now completes successfully without failures.
- Preview panel no longer exhibits display glitches when switching between views.
- User Management filter dropdown remains functional with zero-result queries.
- Email notifications now send correctly across all scenario types.
- Plan downgrade now correctly reflects your actual storage limit.
- Activity log now displays all entries without showing continuous loaders.
- SFTP export fields disable properly while data loads.
- Date picker modal buttons now display fully within the modal bounds.
- Column menu changes persist without requiring a page refresh.
- Label insert rules now correctly display values in task descriptions.
- Column menu- Format layout alignment has been corrected.
- Conditions with “between” operators now display properly formatted expressions.
- Export destination cards now display in correct positions.
- Pipeline images now center correctly in all layouts.
- Task display no longer shows unnecessary loading indicators.
- Numeric columns now accept blank values when inserted via label rules.
- Scheduler error messages now clarify when end time is invalid.
- Parameters-Numeric parameters with value 0 now appear correctly in conditions.
- Pipeline reruns now work reliably in draft mode.
- Parameters-Select parameter text no longer overflows its container.
- Parameters-snippet- Long snippet edit and duplicate icons now have proper spacing.
- Third-party dataset creation now succeeds with zero-row tables.
- MSSQL export function panel no longer hangs after credential entry.
- Conditional filter expressions now generate correctly with SQL.
- Edit cell pipeline menu now displays detailed option information.
- Fixed an issue where SQL transforms executed automatically instead of opening in the editor for review before manual execution.
- Data Check — Data checks placed as the last step in a pipeline now execute correctly.
- Data Check — Unique value checks now correctly identify non-unique data instead of passing incorrectly.
- Data Check — Reordering a task above a data check step no longer triggers an infinite loading state.
- Data Check — Pipelines with a data check at the last step no longer show a continuous loader after an app update.
- Data Check — A queued data check no longer shows as passed when a checkpoint is awaiting approval upstream.
- Data Check — Parameters now work correctly as values within data check conditions.
- Data Check — Failed data check email notifications are now delivered as expected.
- Pipeline — A clear error message now appears when a user attempts to add a branch out while a failed data check is blocking the pipeline.
- Data Library — Cloned datasets now appear on the landing page immediately after the cloning confirmation toast.
- Data Library — Landing page cards no longer flicker while content is loading.
- Data Library — Deleting a dataset now also removes its associated scheduled run.
- Google Drive — The folder picker now displays the correct folder hierarchy instead of showing all subfolders at the root level.
- Conditional Filter — The IS condition now behaves correctly when applied to a subset of values in intent-based filters.
- Explore — Filter values in Explore cards now display correctly.
- Explore — Unique numeric value search now works without requiring a comma separator.
- User Management — The team members table no longer appears with a distorted layout.
- Self-Serve — A notification now appears when a workspace cannot be downgraded to the Lite plan due to existing members.
- Self-Serve — Users are no longer unexpectedly redirected to the plan selection page.
- App — The maintenance modal no longer appears unexpectedly after logging in.
- App — Form labels no longer wrap to a new line following the font update, restoring the intended layout across configuration panels.
- Pipeline — The Convert Column Type step now displays source and destination data type names with consistent capitalization.
- Dropbox — The import flow no longer prompts users to reselect files after individual files have already been chosen.
- Profile — Profile settings now correctly reflect two-factor authentication status immediately after enabling it.
- Parameters — Parameters used in branch out conditions now apply correctly.
Apr 2026
MCP server
Mammoth now exposes its resources — datasets, views, pipelines, connections and dashboards — through a Model Context Protocol server, giving external AI agents and developer tooling a standardised way to query Mammoth state, trigger pipelines and read results without bespoke API plumbing. Customers can wire their own AI workflows into Mammoth through any MCP-aware client.
OneDrive Data Import
Users can now import data directly from Microsoft OneDrive by browsing folder structures, selecting one or multiple files, and refreshing connected datasets as new data arrives.
Multiple Value Columns in Group & Pivot
The Group & Pivot step now supports multiple value columns when the Columns section is populated, letting users aggregate several fields simultaneously and assign custom display names to each values column.
Folder-Level Access for Google Drive Connections
Google Drive connections now include a folder picker that lets users scope access to a specific folder, restricting imports to only the files within that selected location rather than the entire drive.
OAuth Authentication for REST API Connector
The REST API connector now supports OAuth, enabling secure connections to APIs that require OAuth-based authorization flows.
Column Reordering in Schema Settings
Users can now drag and reorder columns directly within the Schema settings modal, giving full control over output column order alongside existing options to rename, remove, and change column types.
Column Type Change Alert in Group & Pivot
The Group & Pivot step now shows an alert when a text-based date format is selected for a column, informing users that the column’s data type will change and preventing confusion in downstream pipeline steps.
Users Can Target Specific Columns in Remove Duplicates
Users can now target specific columns in the Remove Duplicates rule, deduplicating rows based on a chosen subset of fields rather than the entire row.
Pipeline Step Reordering by Handle
Pipeline steps can now be reordered using a dedicated drag handle on each card, giving users more precise control over the transformation sequence.
Redesigned Resource Finder
A redesigned resource finder now replaces the previous dataset picker across Join, Lookup, Branch Out, Group Pivot, and other features, providing a faster and more consistent selection experience.
Project Roles & Permissions
Users can now see their project role – Admin or Editor – directly in the project switcher, with a Roles & Permissions view detailing what each role allows across project settings, user management, and data access. The app enforces these boundaries in-app: Editors cannot create new data connections and see a clear prompt to request Admin access.
Smart Column Placement for SQL Query Rule
Enhanced the SQL Query rule to place result columns adjacent to their source columns in the grid, rather than appending them to the end.
Pipeline UI Refinements
Refined the Pipeline UI by replacing the fade effect with a shadow on the plus button area, and reverting the Draft Mode indicator to its previous style with consistent coloring.
Fixes in Apr 2026
- Group & Pivot — The Crosstab preview failed when only columns (or columns and values) were selected; it now renders correctly.
- Pipeline — Hovering over the info icon on a pipeline step displayed a stop cursor instead of batch details; it now shows the correct information.
- Data Connections — The REST API connector retrieved only the first page of results from paginated APIs, limiting imports to 10 rows; it now fetches all available data.
- Webhooks — The configuration panel content overflowed and was cut off on small or zoomed-in screens; the layout now adjusts correctly.
- Join / Lookup — The resource finder allowed selecting the current view as the foreign view in Join and Lookup rules; the current view is now excluded from the foreign view picker to prevent self-referencing.
- Self-Serve — Creating a new workspace during sign-up showed a continuous loader and did not complete; workspace creation now finishes as expected.
- Dataflow Monitor — The dataset selection modal in refresh orchestration listed file-based connector datasets (such as Google Drive, OneDrive, and SFTP) alongside database-sourced ones; only database-sourced datasets now appear.
- Parameters & Snippets — Editing a snippet used in an AI SQL Query rule displayed blank details in the configuration panel; snippet content now loads correctly.
- Data Library — Cloning a dataset with data views did not carry over views that contained tasks, and the clone modal failed to pre-populate the dataset name; both issues are resolved.
- Data Library — Refreshing the page during a dataset clone incorrectly triggered the “Cancel all uploads?” warning dialog; cloning operations no longer show this prompt on refresh.
- Data Connections — Typing in the connector search bar lost focus after the first character, requiring a click to resume typing; search input now works continuously without interruption.
- Data Connections — Importing from Pipedrive failed when date columns contained empty values; these are now handled correctly and the import completes successfully.
- Group & Pivot — The Save button was not visible when formatting a date column with multiple columns configured in the Columns section of a new task; the button now remains accessible.
- Pipeline — Applying a new step in Draft Mode caused all existing steps to re-execute unnecessarily; only the newly added step now runs on apply.
- Dashboard — Clicking a dashboard from the left navigation displayed an error, preventing it from loading.
- Dashboard — After publishing a view as a dashboard, the pipeline card incorrectly showed “last updated by deactivated user” instead of the active user’s name.
- Pipeline — Adding a task to a pipeline in an error state showed a continuous loader without completing.
- Pipeline — A newly created empty pipeline incorrectly displayed two plus-sign buttons at once.
- Pipeline — The Notes display toggle had no effect on the pipeline card.
- Pipeline — Switching from Large to Compact card view caused the accordion toggle to disappear and the add button to misalign.
- Pipeline — Discarding a task in Draft Mode did not apply correctly; toggling Draft Mode off and back on was required to recover.
- Pipeline — Column names renamed in the source data view did not update in the Label rule panel until the rule was reopened.
- Pivot — The Pivot step card did not display the configured output columns in the pipeline view.
- Join — Renaming a source data view column caused it to be automatically deselected when reopening a Join rule.
- Mini Pipeline — Reordered pipeline steps showed no visual indicator of their new position in the mini pipeline view.
- Branch Out — The dataset search in the result dataset selection modal was not functioning correctly.
- Dataflow Monitor — Searching by action name in the Active Tasks tab returned no results for tasks with Auto Sync off.
- Data Quality — Clicking “View data quality” had no effect.
- Data Check — The “Notify on failure” option did not require an email address before the configuration could be saved.
- Messaging Orchestration — Views linked to an orchestration were not visually highlighted when editing the orchestration.
- Filters — Conditional filters did not apply correctly in the app.
- Group & Pivot — After applying a date format to a column, the data type shown in view metadata differed from what the pipeline step displayed.
- Export — Switching an existing pipeline export from one external database destination to another resulted in a failed update; the destination type is now correctly locked once configured.
- On the Plans page, hourly pulls for Business Plan orchestration (self-serve) were incorrectly listed.
- View Summary failed to load from the View menu on the app.
- In Export to DB, the “Keep in the end of pipeline” setting was being unexpectedly changed.
- In Dataflow Monitor, the Active Tasks tab displayed a blank state for tasks with Auto Sync off, despite tasks being present.
- In Dataflow Monitor, long dataset names caused overlapping text over the view name in the Active Tasks tab.
- Fill Missing Values – A backward compatibility issue caused existing rules to go into error after a new batch was added.
- BigQuery Export was not completing successfully.
- In Third-party Connectors, saving as a dataset during import with specific queries was not working.
Mar 2026
Download Dashboard as PDF
Introduced the ability to download dashboards as a PDF directly from the Dashboard view via a download icon, generating a multi-page file with each tab represented as a separate page.
Parameters & Snippets
Introduced project-level Parameters & Snippets accessible from the left navigation, enabling centralized management and reuse of dynamic values and logic across pipelines.
Enhanced Storage visibility
Plan & Storage- Enhanced storage visibility in settings by including detailed dataset size information alongside views for better storage tracking and management.
SharePoint Data Import
Introduced SharePoint as a new import source, allowing users to browse folder structures, select one or multiple files, and retrieve the latest data for imported datasets.
Auto Sync Terminology Update
Replaced Data Update terminology with Auto Sync across the application, with updated states to clearly indicate on (Auto Sync) and off modes.
Pipeline UI Redesign
Introduced a minimized pipeline view and a redesigned function picker with search and categorized transformations, providing a more focused workspace and faster access to pipeline operations.
Dataflow Monitor Enhancement
Enhanced the Dataflow Monitor modal to support project switching via a dropdown, enabling users to view and manage dataflows across different projects more easily.
Streamlined Dataflow Monitoring
Split the unified Dataflow Monitor modal into two distinct modals – Dataflow Monitor for tracking active pipelines, tasks, and orchestrations, and Pending Items for managing pending pipelines, checkpoints, and data checks – providing clearer separation of monitoring and action workflows.
Smart Column Name Formatting
Extended the Schema modal with additional column name formatting options including snake_case, camelCase, and an AI-powered Describe mode, allowing users to auto-generate or standardize column naming conventions across datasets directly from the Dataset Settings.
Guided Export Workflow
Introduced a guided informational step in the Export flow that allows users to review and configure export destination options – including Mammoth managed datasets and external destinations such as Google BigQuery, PostgreSQL, MySQL, Live Link, and Send to Dataset – before applying the export action.
Checkpoint step type
Introduced a new Checkpoint step type in transformation pipelines, supporting two modes – Alert (notifies recipients via email or webhook and continues) and Approval Gate (pauses the pipeline until approved) – with pending checkpoints surfaced across the Pending Items modal and Dataflow Monitor, allowing recipients to review and approve directly without entering the pipeline.
Functions panel
Improved the Functions panel with added tooltips on function names and removed internal card scroll for a cleaner configuration experience.
Profile Settings Enhancement
Introduced a new UI for Profile Settings, providing an improved and more intuitive user experience.
Schema Management Enhancements
Introduced enhancements to schema management in Dataset Settings, enabling easier column updates, naming standardization, and AI-assisted schema improvements directly within the interface.
Background Task Execution for Pipeline Operations
Introduced background execution for pipeline tasks, allowing transformations to run without blocking the interface and enabling continued pipeline development while tasks are processing.
SFTP Directory Listing Optimization
Optimized SFTP file and directory listing to significantly improve performance when browsing directories containing a large number of nested files.
SFTP Connection Configuration Enhancement
Enhanced SFTP connector configuration to support customer-provided private keys and usernames during connection setup.
Project Date Format Default Setting
Updated project settings so that Define date format for this project is unchecked by default, allowing the system to automatically use the user’s local date format settings.
AI Generate Button Repositioning
Repositioned the Generate via AI button to improve visibility and accessibility.
Large View Duplication Handling
Moved View Duplication and Query Rows operations to asynchronous processing to prevent interface blocking when working with very large datasets.
Preview Panel UI Improvements
Improved the Preview Panel interface with enhancements to layout, controls, and overall usability.
XML File Upload Support
Added support for uploading and processing XML files within the platform.
Google Cloud Storage (Bucket) Data Import
Introduced Google Cloud Storage bucket integration to enable seamless data import from GCS with secure configuration and streamlined ingestion workflow.
Data Export Enhancement – SharePoint Integration
Introduced SharePoint as a new export destination under the Data Editor, enabling users to securely export datasets to external SharePoint locations with configurable settings.
New Workspace Creation
Enabled users to create new workspaces directly from the sidebar with integrated plan selection and payment setup, simplifying workspace expansion and onboarding.
Subscription Management Enhancement
Enabled self-serve management of subscription plans, add-ons, and billing settings, removing the need for sales intervention.
In-App Plan Enforcement & Upgrade Flow
Implemented automatic plan limit enforcement with guided self-serve upgrade flows, replacing the previous “contact sales” approach for a more seamless user experience.
Premium Feature Restrictions
Implemented structured restrictions for premium features and add-ons, including storage, seats, connectors, and advanced capabilities, with clear upgrade prompts, comparison visibility, and seamless trial and preview support.
Fixes in Mar 2026
- Renaming a project did not work from the Data Library and Settings page.
- Reopening the Lookup rule after deleting views resulted in an error.
- The horizontal divider between the bottom view tabs bar and the function panel was missing.
- Opening the Function Panel did not show a loader, causing a delay before content appeared.
- In SFTP export, the Apply button was disabled for empty directory names.
- In Activity Log,add data event details did not correctly specify combine or replace actions.
- In Paste from Clipboard, issues with data inclusion, loading state, and validation were resolved.
- SFTP data import showed incorrect folder counts when search was applied.
- In the Data Library, the search bar caused the vertical scrollbar to automatically reset to the top.
- Drag and drop files into the Data Library did not open the New Dataset modal.
- In self-serve plan upgrade, hovering over the back button displayed incorrect text.
- BigQuery import failed when datasets contained JSON type columns.
- In the Preview Panel under Schema Settings, column rename did not take effect when rules or metrics were applied in a view.
- During creation of third-party identity, users were redirected to the file upload tab instead of the connectors tab after completing the OAuth process.
- In workspace settings, inviting a user showed an “Undefined” text in the modal.
- Creating a dataset using AI with the “Let AI Decide” option resulted in an error.
- Live link was not working on the application.
- In User Management, project permission changes did not reflect immediately after updating roles.
- SFTP exports automatically generated a filename and created a new file on every run without allowing users to specify the file name.
- In BigQuery datasets, editing the query from the Preview Panel showed a continuous loader.
- BigQuery export showed a continuous loader when the dataset contained special characters in column names or content.
- BigQuery export to external destinations did not display a clear error when special characters in column names caused failures during subsequent runs.
- PostgreSQL export to external destinations showed a continuous loader in the pipeline when incorrect credentials were provided.
- Hovering over the Column Browser and Dataset Settings icons in the Data Editor did not display the corresponding name/details.
- In Convert Column tasks, the task description incorrectly showed Format Output = Undefined.
- Data update toggle in the Dataflow Monitor required a page refresh to reflect the updated state.
- Pipeline flickering occurred for large datasets when Draft Mode was enabled.
- Preview Data settings failed when Skip Row changes were applied.
- In Connectors → New Connection, field ordering was inconsistent and the modal closed on validation errors (e.g., incorrect password) instead of displaying the error message.
- In SFTP connections using SSH, the Download Key button and related instructions were missing from the modal.
- Continuous loader appeared after uploading the JSON configuration for Google Cloud Storage.
- Group Pivot Rule execution remained in buffering state.
- Dataset Settings page showed an infinite loader on refresh.
- Pipeline tooltip displayed incorrect information in Draft Mode.
- Unable to create Google Drive datasets.
- Unable to create BigQuery datasets in the application.
- Loader was not displayed when navigating to the root directory from the landing page.
- Uploading an unsupported file type through URL upload did not display an error message.
- Duplicate vertical scrollbars were displayed in the Elasticsearch Functions Panel modal.
- Duplicate View functionality was not working as expected.
- “View Insights” feature in the Data Editor was not functioning properly.
- The 2FA enable button was shown even when already enabled; this has been corrected to reflect the active status and remove the redundant action.
Feb 2026
Project Settings Modal Enhancement
Refined the Project Settings modal with improved layout, streamlined user access controls, enhanced search and role management experience, and better alignment between project creation and editing workflows.
Project Access Control Improvements
Enhanced project access options with clearer visibility settings for “Only me,” “Everyone in this workspace,” and selective user access, ensuring more intuitive and consistent project-level permission management.
Email Notifications for Critical Failures
Added email notifications for key failure scenarios across pipelines, data actions, imports, exports, and data updates to improve visibility and timely response.
Join Rule – Match Within Range Support
Introduced an optional “Match within range” capability in the Join rule, enabling numeric and date key columns to be joined using an inclusive range condition instead of strict equality, providing greater flexibility for time- and value-based matching scenarios.
Edit Cells Header UI Enhancement
Updated the Edit Cells header experience with improved visual clarity, better editing state visibility, and refined layout and button presentation for a cleaner and more intuitive interaction.
Session Refresh Handling
Improved session handling to detect outdated app states and prompt users to refresh, preventing unresponsive or inconsistent UI behavior.
Improve New Dataset Query Editor UX
Enhanced the SQL query editor to allow direct editing without extra interactions and enabled faster query execution through improved keyboard and run behavior.
Dependent Views Menu in Data Editor
Improved visibility of dependent views by ensuring Join and Lookup actions in a parent view are correctly reflected in the foreign view’s Dependent Views menu.
AI Prompt (Intent-Based) Action Buttons Update
Improved clarity between Apply Now and Add to Pipeline actions to make intent-based workflows more predictable and easier to use.
Fixes in Feb 2026
- API keys were fully visible in Settings instead of being securely masked.
- An error toast was displayed when updating Project Settings.
- Dataset generation using AI failed.
- Task description displayed as “undefined” during export to Elasticsearch.
- Full column name was not visible on hover in Explore Cards when aggregate functions were applied.
- Format changes to numeric and date columns were not retained after copying to a new column.
- Date values were truncated in Explore Cards.
- Transform using AI prompt - A toast message was incorrectly triggered for pipeline changes.
- Date format setting in the Preview Panel did not pre-select the Project Settings option as expected.
- Settings-Profile - Uploading a file for the profile picture triggered an error toast.
- Preview Panel did not load for views in the Data Library and remained in a loading state.
- Dataset renaming did not behave as expected in certain scenarios.
- Data Editor displayed a blank screen after updating Data Settings.
- Cloning a dataset was not functioning correctly.
- Preview Panel did not refresh correctly when switching between folders and datasets, resulting in inconsistent content display.
- Pipeline was being applied automatically when a template was applied.
- PDF data extraction failed on the first attempt.
- Incorrect hidden columns were displayed in the Branch Out modal.
- In Group & Pivot, switching views before applying changes could reset the function panel state or clear entered values.
- Data Quality checks failed in certain edge cases for statistical data.
- Dataset rename action in the Preview Panel briefly showed a blank state during edit.
- Convert Column (Text → Date) custom formats incorrectly required commas instead of semicolons.
- Column reordering from the Column Browser resulted in an error.
- Preview Panel showed a continuous loader after file upload.
- Continuous loader was displayed after selecting date formats for attached files.
- Save Functions Panel state was not restored correctly in multiple scenarios.
- Download as XLSX failed intermittently within the application.
- Convert Column (Numeric → Date) incorrectly displayed Source Format options, which are now limited to Text → Date conversions only.
- Metric Preview mode had incorrect image padding and metric value alignment issues.
- Third-party model dialog opened multiple times on the first interaction.
- Loader and broken UI were visible during login in certain scenarios.
Jan 2026
Dataset Settings & Preview Panel – New Design
Improved the Dataset Settings page with updated iconography for clearer visual cues and better usability. Enhanced the Preview Panel design with refined spacing, clearer navigation indicators, and a consistent default state, making it easier to explore and understand dataset details at a glance.
Preserve Functions Panel State
The Functions panel now retains its last state when reopening the Data Editor, allowing users to continue where they left off.
Export Hub Menu – UI Upgrade
Updated the Export Hub menu layout with clearer grouping and improved placement of options, including a streamlined minimized and expanded view.
Date Format Configuration Enhancements
Enhanced date format handling for date columns directly from the preview panel and file details view, with consistent behavior across project settings, previews, and future uploads.
Date Format Handling Simplification
Simplified date format configuration in the Edit Data Settings modal by removing the automatic option and showing date format controls only for columns with ambiguous dates, reducing clutter and focusing user attention where input is required.
Data Quality improvements
Refined the Data Quality experience to ensure clearer, more consistent insights for users.
Convert Column Type
Format labeling update – Simplified pipeline labeling to show “Source format” when a custom input format is applied, improving clarity during configuration.
Dashboard performance improvements
Improved data loading and rendering performance across dashboards, resulting in faster updates and smoother interactions.
Enhanced error handling in intent-based task generation
Users now get more informative messages when an AI-generated task can’t be processed, making it easier to understand why an action didn’t go through.
Enhanced Convert Column Type rule
Added flexible date output format options with improved source format selection for more accurate and controlled date conversions.
Preserved preview panel state across pages
Maintains the selected item in the preview panel when navigating across the Data Library, Dashboards landing, and Orchestrations landing pages.
Third
Party Data Pull- Added Replace and Combine options next to the dataset name, allowing better control over how incoming data updates existing datasets.
File upload progress widget
Introduced a file upload progress widget to provide clear visibility into ongoing uploads, including better handling of long file names.
Move webhooks to left sidebar
Webhooks are now available as a dedicated option in the left sidebar, improving accessibility during dataset creation.
New Data Library empty state and drag-and-drop experience
Updated the empty Data Library view and improved drag-and-drop behavior for a smoother data onboarding flow.
Maintain scroll and preview state across views
Scroll position and data preview state are now preserved when navigating between different views in the pipeline, enabling smoother data exploration.
Data Quality
Updated Layout - Improved the Data Quality layout with clearer grouping of issues, warnings, and recommendations for faster data health assessment.
Bulk Replace
Suggestion Improvements - Enhanced group suggestions and selection experience in Bulk Replace, making it easier to identify grouped values, understand their context, and manage selections more efficiently.
Fixes in Jan 2026
- Fixed an issue where intent-based sorting could result in a blank Data Editor when the pipeline is in an error state.
- Resolved a grid interaction issue where resizing column width in preview mode caused the grid to become unresponsive.
- Fixed an issue where datasets created via clipboard paste inside a folder were incorrectly created on the landing page instead of the selected folder.
- Group pivot - Corrected the column selection behavior so the column section is properly disabled when multiple aggregates are added in the Values section.
- Addressed an issue where export actions continued to be created repeatedly when invalid credentials were provided.
- Fixed an issue where copy-pasting export actions (external destinations) did not retain the configured values.
- Resolved an issue where Bulk Replace suggestions returned duplicate values.
- Restored the missing Validate action in the Edit Data Settings modal.
- Column resizing in the Data Editor grid could unintentionally trigger column reordering, affecting usability
- Fixed issues with date-type columns in the Rows section of Group & Pivot.
- Addressed layout inconsistencies in the Data Quality view to improve overall clarity and usability.
- Resolved multiple issues in the Convert Column Type rule, including incorrect format auto-detection, missing details in task descriptions, and configuration not appearing correctly while editing.
- Fixed an issue where users were able to create an orchestration without selecting a project.
- Fixed an issue where the last selected project continued to appear even after the user had left all projects within a workspace.
- Fixed an issue where image names appeared excessively long when images were uploaded via URL.
- Resolved a validation issue in Generate Dataset with AI (Beta) where entering a float value for rows neither showed an error nor allowed the flow to continue.
- Improved user feedback for webhook-based dataset creation by indicating when the dataset is still being created before it appears on the landing page.
- Fixed a copy-paste issue in Join when pasting into a different workspace where the foreign view had a non-matching schema.
- Restricted dataset creation when no project is present in the workspace.
- Updated sample file uploads by disabling Create New Dataset for the Credit Risk Assessment sample and removing the Clinical Research Pipeline file.
- Fixed the Cancel button issue in the SFTP edit pull-method modal.
- Restored the Retrieve latest data icon for datasets pulled via SFTP.
- Fixed an issue where Branch Out was copied to an incorrect position.
- Resolved data ingestion issues affecting file settings during dataset setup.
- Fixed a bug in the Edit Data Settings modal related to unstructured data.
- Pasting an action copied from a step that was not marked as the end of the pipeline was resulting in an error.
- Fixed an issue where Excel data became distorted when a column contained multiple double quotes during file upload.
- Fixed an issue in Join where edited column names for imported columns were not retained, and duplicated joins did not preserve all configuration settings.
- Fixed an issue where certain uploaded files failed to process due to incorrect handling of the quote character.
- Fixed an issue in Group & Pivot where the default date format was set to Datetime (text), unintentionally changing the column type and causing confusion.
Dec 2025
Dashboard (Alpha)
Enabled non-blocking dashboard edits with selective updates, allowing changes without requiring a full page refresh.
Project-level Settings
Added centralized project settings to define date formats and manage project access consistently across workflows.
Date Format Detection
Improved handling of ambiguous date columns during file processing by prompting users to review and apply the correct date format across relevant columns.
Bulk Replace
Added an option to visually reveal whitespaces to make bulk replacements more accurate and predictable.
Insights & Data Quality
Removed the Enabled checkbox from the Insights and Data Quality sections to simplify configuration and reduce unnecessary controls.
Export Experience
Updated the Export experience to align with the standard Function Panel pattern, improving consistency, scalability, and ease of modification across pipeline tasks.
Intent-Based Display Properties
Enhanced the Data Editor experience by dynamically adjusting column visibility, sorting, and actions based on user intent, making data interactions more intuitive and context-aware.
Generate Dataset Using AI
Added the ability to generate new datasets using natural language prompts, allowing users to quickly create structured, ready-to-use data directly within the platform.
Data library
Add Data Experience - Introduced a redesigned Add Data modal with an improved layout to make data ingestion more intuitive and efficient.
Workspace Management
Added a new Leave Workspace flow, allowing users to leave a workspace from User Management and Profile Settings. When the user is the sole workspace owner, a transfer ownership flow is triggered before leaving.
Orchestration (Alpha feature)- Added a Run
Improved Orchestration (Alpha feature)- Added a Run Now option on the Orchestration page to manually trigger orchestrations. Applied UI improvements to enhance usability and clarity across orchestration workflows.
Applied minor UI improvements to intent
based data transformations.
Data Editor
Transformations - Added a new AI Prompt option in the Data Editor, allowing users to create transformation tasks using natural language. Moved all transformation actions into a single modal tools interface, giving users the flexibility to use either AI Prompt or existing transformation tools.
Data Editor
Insights & Data Quality - Introduced a new Insights panel in the Data Editor that highlights key observations and potential data issues to help users better understand their data. Enhanced the Data Quality modal with improved visibility into scores, completeness, critical issues, and actionable recommendations.
Export & Publish Experience
Updated the Export menu UI, relocating it to the top-right for easier access and better alignment with primary actions. Introduced a new Publish as Dashboard modal with guided suggestions, enabling users to quickly create dashboards or describe custom dashboard requirements.
Orchestration updates(Alpha feature)
Continued enhancements to the Orchestration experience, including UI updates to improve usability and clarity. Migrated existing automation schedules to the Orchestration framework to support the updated automation experience.
Group & Pivot
Introduced a unified Group & Pivot function that combines Crosstab and Group-Aggregate capabilities into a single task, allowing both operations to be performed within the same view. Enhanced the Group & Pivot function with column concatenation support, enabling text columns to be aggregated directly within the grouping configuration. Removed the standalone Concatenation function, as its functionality is now available within the Group & Pivot feature.
Upgraded the Vertical Navbar UI to improve navigation clarity and overall usability
Dashboard performance
Enhanced Dashboard performance with better support for large column datasets, smoother filter interactions, improved caching for faster reloads and filter reapplication, and optimized prompts for more accurate and consistent results.
Data Quality modal
Added Data Quality modal on the Data Editor page to provide clearer insights into score, completeness, critical issues, and recommendations.
Updated Sign In / Sign Up experience…
Updated Sign In / Sign Up experience with improved layout, simplified forms, updated background and streamlined email verification flow.
UI updates
Applied general UI updates on the Data Editor page to enhance consistency, readability, and overall user experience.
Email OTP login option
Implemented an Email OTP login option, allowing users to sign in using a one-time code and switch seamlessly between password login and OTP login.
Login experience
Improved the login experience by introducing Invisible reCAPTCHA with an email OTP fallback for users flagged during password login.
Resizable drawer
Added a resizable drawer to the PDF extraction preview (PDF/Image) for improved viewing flexibility.
Updated tooltips for search bar options in…
Updated tooltips for search bar options in Transform Rules, now displaying: “Match case” and “Approximate matches.”
Fixes in Dec 2025
- Fixed an issue where users were not informed about pending pipeline changes after applying a task from the AI prompt.
- Improved the visual feedback during file upload, ensuring clearer indication when files are dragged and dropped successfully.
- Fixed an issue in AI Prompt (Beta) where unnecessary details were displayed in the prompt modal.
- Resolved a validation issue in Generate Dataset via AI (Beta) where user-defined fields could be left empty.
- Fixed an issue in AI Prompt (Beta) where the Contains condition was not appearing correctly in rule details within the modal.
- Improved the Third-Party Connections experience by hiding the Schema option when only a single schema is available.
- Addressed UI inconsistencies during Parquet connection creation to improve overall usability.
- Fixed an issue in Group & Pivot where date components (such as month, year, weekday, and datetime) were not displayed correctly in the Rows and Columns sections.
- Preview Panel – Batch Section: Improved row count alignment for better visual consistency.
- Group & Pivot: Fixed an issue where a duplicate column error was shown when copy-pasting a Group & Pivot task in specific scenarios.
- Preview Panel: Fixed an issue where editing a query from the preview panel did not work as expected.
- SFTP Datasets: Resolved an issue where the Change Data Pull Type option was missing for SFTP-based datasets.
- Data Editor: Fixed an issue where the grid went blank when sorting was applied while the pipeline was in an error state.
- Data Editor: Resolved an issue where copy-pasting a transformation in an error state did not display the missing column name when pasted into a different view.
- Fixed an issue where the Preview panel did not display folder names correctly when only folders were present on the landing page.
- Corrected the Text Formatting rule description to ensure it displays accurately.
- Fixed an issue in Settings → Profile where changing the user name required a page refresh to reflect updates.
- Resolved an issue in Search & Replace where the Apply action was not enabled despite valid field and value selections.
- Fixed an issue in Bulk Replace where whitespace characters were not displayed correctly.
- Resolved an issue where double-clicking a column name did not enable the column rename action.
- Fixed an issue in Settings → User Management where removing a user from a workspace was not working as expected.
- Resolved an issue in Orchestration where deleting an orchestration from the Preview panel was not functioning.
- Fixed an issue where the search icon in Third-Party table search was not working.
- Fixed an issue in the Data Editor where downloading data as XLSX did not generate the file correctly.
- Fixed an issue in Orchestration where datasets could not be selected after using the Clear All option during dataset refresh.
- Resolved an intermittent issue where multiple file uploads were failing.
- Fixed an issue in Orchestration Messaging where dataset details were not visible on the Orchestration page.
- Corrected the default decimal formatting for Group & Pivot aggregate values, ensuring aggregate results now display with two decimal places by default.
- Fixed an issue in Orchestration where the interval was not displayed when creating a yearly schedule.
- Resolved an issue where the data grid appeared greyed out while Explore cards were loading.
- Fixed the issue where Category/Event filters in Activity Log were not working for Orchestration.
- Corrected a display issue in Orchestration where views were not shown properly when a dataset required processing.
- Removed an unnecessary message that was being displayed in the Batch Delete confirmation modal.
- Fixed an issue in Explore Card where scrolling through multiple batches caused the view to lose track of the first batch.
Nov 2025
Orchestration
Revamped Automation Module(Alpha feature) We’ve replaced the previous Automation feature with a new Orchestration panel that brings all workflow operations into a single, organized interface. It now includes:
Dataset Refresh
Fetch the latest third-party dataset updates manually or on a schedule.
Data Consolidation
Combine or replace dataset data when new files are uploaded.
Messaging
Configure automated notifications for workflow updates.
File Collection
Visible in the interface and will be enabled in a future release.
Bulk Replace
Added controls allowing users to choose whether search should be case-sensitive and whether fuzzy search is applied.
Bulk Replace
Added support for moving all or selected elements from one group to another, enabling more flexible bulk operations.
AI-Powered Dashboard Generation(Alpha feature)
Introducing a new AI-driven system that converts natural language requests into fully functional dashboards.
Natural Language to Dashboard
Describe what you want to analyze, and the system automatically generates queries, selects visuals, and builds the full dashboard.
Rich Visualization Library
Supports 17+ professional widget types including KPIs, trend charts, funnels, treemaps, sankey, radar, tables, and more.
Smart Auto-Layout
AI chooses the best layout and places widgets using a responsive 12-column grid.
Intelligent Filters
Automatically suggests and applies global filters based on dataset structure.
Dashboard Themes
Includes 10 professionally designed themes for quick, consistent styling.
Responsive Design
Dashboards adapt seamlessly across mobile, tablet, and desktop.
Conversational Editing
Modify dashboards using natural language (“add revenue trend”, “switch to dark theme”).
Data-Aware Query Generation
AI builds optimized queries with correct aggregations, grouping, and validations.
HTML Export
Export dashboards as standalone HTML files with embedded components.
Interactive Exploration
Supports drill-downs, element-based filtering, and intuitive reset options.
Copy New Columns
Updated the design to align with the latest UI specifications.
Conditional Filter
The toggle for “Remove” mode now dynamically adjusts based on interpreted intent. Previously, the backend defaulted to “Keep” even for semantic “Remove” operations.
Pipeline cards now display details of the…
Pipeline cards now display details of the last update, showing who made the change and when.
Activity Log enhancements include broader translation coverage…
Activity Log enhancements include broader translation coverage and improved action labeling for better readability.
Dataset Settings for third-party datasets have been improved
users can now edit refresh methods (combine/replace) at any time and view unique sequence column details.
Third
party dataset workflows have been refined for a cleaner and more intuitive configuration experience.
Fixes in Nov 2025
- Settings – User Management – Fixed an issue where the entire UI became disabled when a search returned no results.
- Pipeline Tasks – The tooltip for task creation and modification did not show user details when the user was no longer part of the workspace; this has now been fixed to display accurate creation/modification information even for absent users.
- Automation Details – Dataset names were not displayed with correct letter casing.
- Add or Replace Data – When combining with an existing file that has a long name, the full name was not visible on hover.
- Fixed an issue where spaces in labels (for example, in phrases like “to”) were being removed automatically.
- Remove Duplicate Rule – Copy-pasting the rule did not retain the selected columns to exclude.
- Find & Replace – When reopening the rule for modification, the columns to be reviewed did not appear.
- Data Source Rename – Renaming a dataset by only changing the case failed with a duplicate name error.
- SFTP Data Source – Changing the setting from “Combine” to “Replace” in the preview panel caused a continuous loader.
- Dataset Properties – Fixed property-related issues for SFTP connector datasets.
- Explore card state was not maintained when switching between views, including search inputs and scroll positions in both the card and panel.
- The submit button in the metrics panel remained active even when no function was selected.
- The Format menu for text columns in the Data Editor displayed layout distortion and alignment issues.
- Logged-out users were able to view previous session conversations in the Intercom chat.
- Errors raised due to third-party data pull failures were not appearing in notifications.
Oct 2025
Column Placement
when copying or adding a new column, the new column now appears immediately next to the original one instead of at the far right, improving context and usability.
Join Function
users can now copy a Join rule and reuse it across different workspaces or projects.
Send to Dataset
Branch-out operations have been optimized for faster performance and improved reliability.
Export as CSV
improvements made to the Explore Cards export flow for better performance.
Workspace deletion
Users can now delete their workspace directly, which also cancels the subscription.
Activity log
Updated column order and improved date filter behavior.
Data editor
Added “Copy column titles” option under Column Browser.
SQL Query
SQL query rule now supports UNION queries
Integrated PDF to CSV and Image to…
Integrated PDF to CSV and Image to CSV capabilities within Mammoth. Users can now upload PDF files and images, extract data from tables using intents, and convert the extracted content directly into CSV files. This streamlines data extraction from structured documents into actionable datasets.
File scanning performance
Improved file scanning performance and reliability by optimizing how antivirus checks are handled during file uploads.
Convert Column Type rule
Now defaults to comma as the delimiter and auto-applies the last used format for repeated conversions.
Activity logging
Improved activity logging with enhanced event coverage and UI fixes.
Intent-based task application
Improved intent-based task application to apply tasks immediately unless pipeline is in Draft Mode.
Fixes in Oct 2025
- Explore Card: the Apply button in the Show Values By modal was not functioning.
- Activity Log: deleted (Untitled) projects are now disabled and show a hover message indicating they’re no longer accessible.
- Intercom Chat: messages remained visible after logout; chat history now clears correctly.
- Metrics – Display, formatting, and panel visibility issues were fixed.
- Branch Out – Overlapping search icon and vertical scroll bar caused UI misalignment.
- Published View – Exporting as CSV/XLSX failed for views with no numeric columns.
- File Upload – Upload via URL for pdf and image files was not working.
- Settings – Members were unable to delete their own profiles.
- Searching within the Explore card showed a loader before reacting, causing a delayed user experience.
- Newly added users to a workspace encountered errors when accepting invitations in projects with many existing members.
- Settings – API Keys were not workspace-scoped, allowing unintended cross-workspace access.
- The Convert Column rule’s task description displayed incorrect information.
- Draft mode was incorrectly entering a dirty state even when there were no pending changes in the pipeline.
Sep 2025
Bulk Replace Enhancements
Retain grouped values when changing columns or applying rules to other datasets, reducing manual effort and improving workflow efficiency.
Activity Log UI Improvements
Cleaner layout, improved scrolling and filters, simplified avatars, deleted items handled, and export notifications added.
SQL Query Reliability
Improved SQL Query Reliability: Mammoth now delivers more accurate and reliable SQL queries for intent-based analysis, reducing errors and minimizing the need for manual corrections.
Rule Builder UX Improvements
We’ve made several usability enhancements across different rules, including clearer dropdowns, improved cursor behavior, and better alignment of controls. These updates make rule creation smoother, faster, and more intuitive.
Data Profiling
Analyze your datasets quickly to understand their structure, quality, and key insights. It provides an overview of data completeness, consistency issues, important statistics, and actionable recommendations to improve data reliability and support informed decisions.
Preserve Join Configuration
Join settings (key columns, selected columns, join type) are now preserved when switching between foreign tables with a similar schema, reducing the need to reconfigure joins from scratch.
Draft Mode State Display
Draft mode state is now clearly shown in the pipeline as “Draft Mode – ON” or “Draft Mode – OFF” so users are always aware whether changes are temporary or persistent.
Updated Metrics Design
Metric cards have a refreshed clean and modern look for better readability and improved presentation of data insights.
Introduced Activity Log (Initial Release)
a workspace-level log to track user activities (datasets, views, projects, automation, etc.) with search and export options for easy auditing. Added filtering to refine results by timeframe and activity type. Currently, only key events are captured; more events will be added in future releases.
Grid Display Changes modal
Added a Grid Display Changes modal in the data editor to track and manage column renames, format changes, and grid changes.
Data transformation
Improved data transformation and formatting options in the editor for a smoother user experience.
Restructured the sign-up and onboarding flow to…
Restructured the sign-up and onboarding flow to provide a simpler and more user-friendly entry into Mammoth.
Preview panel
Updated the preview panel to show resource menu options directly as buttons for quicker access.
Fixes in Sep 2025
- Column menu did not show a “no formatting” state to indicate when decimal formatting was inactive.
- Bulk Replace: sorting and group summary display issues resolved.
- Remove Duplicates: description in the panel is now clearer to guide duplicate evaluation.
- Newly promoted Project Admins could not create Third party connections until re-logging in.
- External API keys disappeared when navigating away and returning to the API Keys tab.
- Label Insert Rule: Automatically scroll to the newly added item so that it is visible on the screen.
- Unable to apply rules or pipeline changes after adding data when the view is in draft mode.
- Copy Multiple Columns rule showed incorrect behavior when edited.
- Activity Log displayed an unclear message when no activities are present in the selected interval.
- Find & Replace function panel did not scroll to newly added fields when clicking “Add more” button, causing a confusing user experience.
- Opening Preview mode showed the Explore icon twice.
- Reports displayed the Explore icon twice.
Aug 2025
Interface V1
Removed Interface V1 and its toggle option from the settings page.
Source cards
Added more detailed information on source cards within the pipeline.
Draft mode awareness
When draft mode is enabled, the pipeline now clearly displays “Draft mode ON” to provide better user awareness.
Explore card
Added support for “Distinct Count” in the Show values by filter dropdown.
BigQuery improvements
added dataset/table restrictions, import flexibility, and better credential handling.
Global search
Improved global search to ensure all projects and resources are discoverable.
User invitations
Enhanced user invitations: bulk invite now supports multiple delimiters and up to 250 addresses at once.
Better handling of pasted values in input boxes
pasted content with separators now splits correctly into multiple values.
Data Editor Grid
Introduced freeze column functionality in the Data Editor grid to improve data navigation.
Explore Cards
Multi-select Behavior: Enhanced selection logic in Explore cards. Clicking on an already selected item using ctrl/shift now deselects only that item while preserving other selections.
Fixes in Aug 2025
- Settings → User Management: Selecting users using the top-level checkbox no longer includes disabled users. Only enabled users are selected.
- Settings page: Alpha/Beta toggle was not being retained after refresh.
- Pipeline in Draft mode: When submitting a draft with only action changes, tasks were unnecessarily re-executed. Now tasks run only if task-related changes are made.
- Resolved an issue where manually editing date values in cells resulted in an error.
- Fixed a bug in user settings where clicking on the cookies section had no effect.
Jul 2025
Settings V2 UI
Updated Settings V2 UI: General UI polish including text updates, spacing fixes, and visual consistency improvements.
Batch columns support
Implemented batch columns support in Column Browser for improved bulk selection and management.
Alpha/Beta features toggle
Introduced Alpha/Beta features toggle: Workspace owners can now control access to alpha and beta features within their workspace settings.
Improved ‘Edit cells’ experience: Enhancements include row…
Improved ‘Edit cells’ experience: Enhancements include row addition, row highlighting, persistent pipeline toggling, and better tooltip display.
NetSuite connector
Added NetSuite connector to enable data import from NetSuite into Mammoth.
Introduced support for publishing dataviews to BigQuery(Interface…
Introduced support for publishing dataviews to BigQuery(Interface V2), enabling seamless export of data from Mammoth to a managed BigQuery environment with necessary access setup.
Fixes in Jul 2025
- A problematic metric no longer disrupts the execution of an active pipeline.
- BigQuery Publish: Removed unintended extra hash column from the export output.
- User invite modal would get stuck in a loader state when an invalid email was entered.
- Settings – User Management: Certain users were not displaying correctly in the user list.
- BigQuery export: Export process would enter a loader state for project analysts under specific conditions.
- Intent was not displaying correctly when modifying an existing Intent-Based Condition rule.
- In Interface V2, the three-dot menu position needed adjustment for password-protected, user input required, and unstructured uploads.
- Redirect from GenAI rule to API key settings did not land on the correct section.
- GenAI rule displayed a runtime error in a specific case.Disable Re-invite and cancel invite buttons on UM V2-A WS Member should not be allowed to re-invite users and cancel user invitation to WS
Jun 2025
Moved Reports to the vertical navbar in…
Moved Reports to the vertical navbar in the Interface V2 for better accessibility.
Updated the onboarding and loading experience
the initial loading screen and onboarding flow are now removed for self-serve users after signup.
In Settings V2, the “API Keys” section…
In Settings V2, the “API Keys” section has been separated from “General” and placed in its own dedicated section.
Made enhancements to the Invite Users modal…
Made enhancements to the Invite Users modal and User Management interface in V2.
Intent-based condition builder
Introduced an intent-based condition builder that allows users to define filter or transformation conditions using natural language. The system interprets the intent and auto-generates the corresponding structured logic.
Added support for managing external API keys…
Added support for managing external API keys from the Settings page. Keys like OpenAI can be added here, though access is gated by availability of Gen AI features.
User Management UI
Revamped User Management UI to provide clearer visibility of users, their roles, and assigned projects.
Intuitive project-role switcher
Introduced an intuitive project-role switcher allowing quick changes between Admin and Analyst roles per project.
Improved experience while viewing project-level assignments in both list and detailed views
Workspace deletion now shows an enhanced Review…
Workspace deletion now shows an enhanced Review Workspaces confirmation with alerts, highlighting access revocation before profile deletion.
Project sorting
Optimized project sorting, search, and filtering to manage users at scale more efficiently.
Workspace owner can manage all the projects of the workspace
Added a new ‘Delete Profile’ feature, allowing…
Added a new ‘Delete Profile’ feature, allowing users to view impacted workspaces and proceed with profile removal.
Explicit option
Added an explicit option to assign ownership to workspace members directly from the member list.
Introduced a redesigned ‘Add new data’ modal…
Introduced a redesigned ‘Add new data’ modal in the V2 interface, allowing users to upload or select files and choose how to add, combine, or replace data using clear batch and column mapping options.
In the V2 interface, preview panel actions…
In the V2 interface, preview panel actions are now displayed directly in the main view for quicker access.
The browser tab icon now reflects the real
time status of pipeline processing. States include loading, error, and completed, helping users monitor progress at a glance.
Whitespace highlighting
Added whitespace highlighting in Explore Cards and Grid for better clarity.
Dataflow status feature
Moved Dataflow status feature to the vertical navbar and updated modal title in Interface V2.
Fixes in Jun 2025
- Apply button in GenAI rule remained enabled even when the OpenAI key had insufficient balance.
- The Sign Up page did not display the required password constraints.
- Search functionality in Bulk Replace did not work as expected.
- Batch-specific columns appeared incorrectly in dataset settings.
- Hubspot identity creation failed due to incorrect redirection URL.
- Manage button was non-functional on the Settings page.
- Edit feature in Publish as View was causing errors during modification.
May 2025
Interface V2
Updated Interface V2 with UI improvements, including redesigned Manage Users and Invite Users modals in the Data Library.
Gen AI rule now executes on new…
Gen AI rule now executes on new batches only, with improved performance and support for up to 50k rows (available as an alpha release).
Workspace selection experience
Improved workspace selection experience with better visibility and management of pinned and unpinned workspaces.
Batch tables in the preview panel now…
Batch tables in the preview panel now display entries sorted by most recent date.
Gen AI rule now auto
derives relevant columns, removing the need for manual column selection (available as an alpha release).
Batch table layout
Improved batch table layout in Data Library by wrapping long names, refining date display, and optimizing column spacing.
Fixes in May 2025
- Publish to DB task could not be deleted from a specific view.
- Fixed an issue in the Convert Column rule (Text to Date) where formatting changes caused the pipeline to display empty data.
- Refresh icon was not appearing on different tasks.
- Regenerate Password in Publish to DB showed an indefinite loader in the pipeline.
- Formatting in the Convert Column rule needed improvement in the pipeline.
- Preview panel did not close automatically after deleting an input-required dataset.
- SFTP export modal displayed incorrect behavior in the app.
- Fixed an issue where some uploaded files were not opening as expected.
- Arrow keys were unresponsive in the third-party preview modal.
- Right-click was not disabled in preview tables across Data Library and third-party query modals.
- Explore Cards failed to open after viewing Join Preview tables.
- Branchout sent null values when columns were renamed.
- UI issues in Interface V2.
- Removed unnecessary tooltip in Branchout.
- Handled pipeline state properly during rerun exceptions.
- Data was not loading for visible batches in the Batches section.
- Fixed issue where suspending a batch unintentionally closed the preview panel.
- Fixed various issues related to AI Query, SQL Query, and Generative AI features(alpha).
Apr 2025
AI powered features:
Generative AI
Introduced Generative AI capabilities, allowing users to use natural language to transform their data.
SQL Query
Added AI-assisted SQL query generation, enabling users to run queries directly on their data using natural language input.
Generate Query in Third party connectors
Enhanced third-party connector modal with AI support to generate queries from plain text inputs. This is available for RDBMS (Postgres, MySQL, MSSQL) and CData connectors (Xero).
Preview Panel UI
Improved the layout and interaction experience of the preview panel.
SAP & HANA Connectors
Added support for SAP and HANA in the third-party connectors modal. This is an alpha feature; if you’re interested in early access, reach out to us at support@mammoth.io or via the in-app chat.
Redesigned Action Bar
Introduced a redesigned Action Bar in Interface V2 for a more streamlined and consistent user experience.
Updated labels in the Remove Duplicates rule for improved clarity and usability
UI enhancements
Applied UI enhancements to the Data Library for improved usability and visual consistency, including updates to layout, icons, colors, and navigation elements.
Improved performance and accuracy of the Dataflow…
Improved performance and accuracy of the Dataflow modal, with more frequent updates and better project-level visibility.
Added an option to hide mapped columns…
Added an option to hide mapped columns in Branchout for a cleaner and more focused view.
Folder Upload
Added support for uploading entire folders, making it easier to import multiple files at once.
Edit cell values
Introduced editable cells on the grid for all data types. Changes can be made, reverted, and added as a task in the pipeline.
Workspace owners are now allowed to override non
admin permissions within projects for better control and flexibility.
The Edit Cell feature is part of…
The Edit Cell feature is part of the new Interface V2, currently available as an alpha release via a toggle in the settings page. If you’re interested in early access, reach out to us at support@mammoth.io or through the in-app chat.
View tabs
Introduced view tabs in Data Editor (Interface V2), allowing easy access to views and operations from the footer.
Reordering of values within Label
Enabled reordering of values within Label and Insert rules for better flexibility and control.
Dataset cloning
Enhanced dataset cloning with new options to include data batches and views. Users can now choose to copy dataset content and clone all views, including those with pipelines.
Clone dataset feature is now live as…
Clone dataset feature is now live as alpha release. If you’re interested in early access, reach out to us at support@mammoth.io or via the in-app chat.
Pasting a copied task
Enabled pasting a copied task directly below an existing task in the pipeline.
Enhanced visibility of the “More Actions” option in pipeline cards
UI in the new version
Enhanced UI in the new version, including improved search functionality for reports across workspaces and projects.
Fixes in Apr 2025
- Automation- Source dataset did not generate a dataview when automation combine failed.
- Preview panel remained open after dataset deletion.
- Explore Cards were not updating correctly in certain cases.
- Fixed issue where unchecking views during dataset cloning did not behave as expected.
- Fixed issue where copying and pasting a Label rule with a condition did not work, even when the column was available at that level.
- Fixed issue by adding a character limit to view names to prevent unexpected behavior.
- Active workspace was incorrectly marked as expired.
- Crosstab now shows a proper error message when the max column limit is exceeded for large datasets.
- ‘Apply Now’ button in Draft mode was appearing intermittently.
- Condition module now updates the input type correctly when the column type is changed.
- Unable to rename a dataset after deletion has been resolved.
- Chatbot in the preview panel no longer overlaps with the next page arrow in batch tables.
- Copy-pasting the export action between views now works even for empty pipelines.
- Fixed column selection issues in Group & Aggregate where ‘Select All’ and string-based selections did not behave as expected.
- Fixed issue where users received no feedback during dataset duplication by displaying a loader on the landing page to indicate cloning is in progress.
- Corrected a typo in the Branchout function panel.
- Invite user functionality on the Settings page was not working.
- Branchout condition was not appearing in the pipeline.
- Grid data now updates without requiring a page refresh.
- Editing tasks in draft mode was not functioning correctly.
- Resources continued to appear after leaving or deleting a project.
- Improved Automation (Alpha) stability by preventing unprocessed files, ensuring consistent dataset merging, allowing workspace members to create automation, and fixing the deletion loader issue.
Mar 2025
Intent
Based Text Extraction: Enhanced the Extract Text rule to enable users to specify their intent for text extraction in plain English (e.g., “find all email addresses”), which is then automatically translated into the corresponding Regex pattern.
Mammoth new version
The latest version brings an improved user experience with a redesigned interface. Users can now access and manage everything from a single page, streamlining workflows and reducing the need to switch between different sections.
The new UI is now live as…
The new UI is now live as alpha release available to use via a toggle in the settings page. This will be released to 100% users in a few weeks. If you’re interested in early access, or have any feedback reach out to us at support@mammoth.io or via the in-app chat.
Shift + Enter
Enabled Shift + Enter to add a new line in task pipeline edit notes.
Added support to copy multiple columns into…
Added support to copy multiple columns into the same target column within the function.
Column name management
Improved column name management in JOIN to ensure integrity and scalability for large datasets.
Updated options in condition module
Re-invite flow
Improved re-invite flow with a clearer status update and success notification.
Preview mode on data editor page
Moved the Exit Preview button to the left for better accessibility.
UI tweaks
Applied various UI tweaks for a smoother user experience.
Added support for password-protected ZIP files, similar…
Added support for password-protected ZIP files, similar to how it works for Excel.
Fixes in Mar 2025
- Files with missing values in the last row caused processing issues for unstructured files.
- Unstructured rows required multiple attempts to go through the fix flow.
- Project creation modal displayed a continuous loader instead of handling errors properly.
- Nested folder deletions did not reflect on the Datasets tab without a page refresh.
- Dataset schema had multiple issues.
- Dependency modal displayed the same task multiple times with an error.
- Apply button did not enable when adding currency signs, percentages, or decimal points on Explore Cards.
- Downloaded CSV from Explore Cards showed [object, object] instead of actual values.
- Empty box appeared when selecting value 0 in a condition using a numeric column.
- Explore Cards were not displaying the correct average values.
- Error notification appeared when removing a column rule.
- Percentage signs in column values on Explore Cards did not display details correctly.
- Data Flow Status did not update for join/lookup rules.
- Batch column addition was not functioning.
- Dataset Schema icon for password-protected files only appeared after a page refresh.
- Filtering by a numeric range (next to blank values from the list) in Explore Card resulted in a blank grid.
- Find and Replace function in the grid menu showed an error when selecting both text and non-text columns.