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Release Notes

V2.3

Release date: 2026-04-08

User and Permission Management Upgrade

  • User attribute management enhanced

  • Supports adding, deleting, and modifying users through OA system integration sync or APIs

  • User group management improved

    • Supports syncing, modifying, and deleting user groups through APIs

  • Permission filtering enhanced

    • User attributes can be used for:

      • permission user filtering

      • data scope control

Platform Management System Upgrade

A unified platform management system is added to centrally manage platform-level capabilities, including:

  • Tenant management

  • User management

  • Office software integration

  • Login authentication

  • Password-free login (SSO) configuration

  • Theme settings

Dataset Capability Enhancements

  • New dataset creation now supports:

  • field selection

  • conditional filtering, such as filtering latest partition data

Metric Tree Upgrade

1. Metric Breakdown

  • Goal management supports dynamic values (metrics)

  • Selectable metrics during configuration are affected by dimension filters

  • In preview, target values are affected by global filters and dimensions selected in upstream nodes

2. Dimension Breakdown

  • Supports dimension drill-down: dimension values affect all downstream metric and dimension nodes

  • Displayed dimension breakdown nodes support filtering. During preview, downstream display nodes are filtered by upstream dimension breakdown nodes

  • Supports dimension breakdown attribution

3. Plan Breakdown
  • Supports creating plan nodes

Materialized Acceleration Enhancements

  • Supports data backfill through APIs

  • Supports obtaining backfill status

Approval Flow Optimization

  • Approval flows can be configured by the responsible group of the metric

Ecosystem and Plugin Capabilities

  • WPS AloudataCan plugin enhanced

  • Supports custom logo replacement

V2.2

Release date: 2026-03-05

Feature Optimizations and Enhancements

Dimension definitions now support grouped dimensions.

Metric dimensions support batch creation and batch modification.

Metric data preview is optimized. The default time range for metric data preview is changed to the last 7 days.

Resource Dependency Control

To prevent link exceptions caused by accidental deletion or offline status, a resource dependency validation mechanism is added:

  • When the following resources have dependencies, the system prevents them from being taken offline:

  • Metrics

  • Dimensions

  • Datasets

Performance Optimization

The available-relationship calculation logic for metric-related pages is optimized:

  • Metric detail preview page

  • WPS plugin

  • FineReport plugin

  • monitoring edit page

After optimization:

  • Available-relationship calculation no longer depends on a full metric scan

  • page loading responsiveness is improved

V2.1

Release date: 2026-02-10

New Features

  1. Detail Query APIs

Dataset detail query (dataset detail API)

Metric detail query (metric detail data query API)

  1. Engine Adaptation

Supports a DWS + Spark dual-engine architecture and ADB database adaptation.

Feature Optimizations

  1. Metric dashboard capabilities enhanced

(1) Dashboard data can be downloaded directly

(2) Supports disabling automatic query

(3) Supports viewing the SQL executed by charts

  1. Dimension value query experience optimized

Current dimension values and field values return only the first 200 candidate values by default.

This optimization supports fuzzy search for dimension values, so values outside the default first 200 candidates can still be found through search.

Permission Management Optimization

  1. Category-Level Permission Control

Supports category-based authorization for the following objects:

  • Dimensions

  • Metric views

  • Resource Transfer Capability

Supports ownership transfer and permission transfer for the following resources:

  • Data sources

  • Metric catalog

V2.0

Release date: 2025-12-31

  1. Materialization scheduling capability upgraded

  2. Supports materialization scheduling priority configuration

  3. Adds a materialization scheduling operations dashboard for unified viewing of materialization task execution and scheduling status.

  4. Supports data preview for materialization plans, so result data can be validated during configuration.

  5. Supports viewing source table update records to quickly locate the source of data changes.

  6. Adds a data source update API with bizDate, allowing tasks to be rerun by business date.

  7. Standard materialization supports partitioning by metric date

  8. Resource isolation and resource queues

  9. Supports unified resource queue management

  • Supports scheduling tasks by routing rules

  • Backfill tasks and routine tasks are isolated by resources

  • Supports limiting acceleration task concurrency by time period

  • The metric and dimension creation OpenAPI can return metric/dimension code values. Update, modify, and detail query OpenAPIs support passing code values.

  • Adds OpenAPIs for resource permission lists, resource transfer, online/offline status, resource publishing, and related operations.

  • Data preview pages support iframe embedding.

  • Metric catalog

V1.61

  1. Supports external materialized acceleration plans. For details, see Create an External Materialization Plan.

  1. Adds a metric attribution module in Metric Applications. Metric attribution is upgraded to support date comparison and peer comparison.

V1.57.0

  1. Query-hit and materialization plan optimization: query hits support rewriting for row-level permissions, Bitmap, Cube, and multi-segment metric date filters. Materialization plans support index settings and batch deletion.

  2. OpenAPI entities support user group authorization.

  3. DingTalk integration: supports DingTalk user and user group sync, DingTalk message push, and syncing third-party software account information through source tables.

  4. Attribution analysis optimization: supports customizing the 200-row limit in attribution analysis. Dimensions are sorted by the absolute value of change by default.

  5. Query tracing: adds traceid comments to database queries to trace the query process.

  6. Query-hit API supports forcing a hit on a specified acceleration table.

  7. Metric list query API supports custom attribute filtering. Category creation API returns category IDs. Custom attributes support multi-select.

  8. Password complexity requirements: passwords must be at least 8 characters and include at least three of uppercase letters, lowercase letters, digits, and special characters.

  9. Metric APIs add draft and publish capabilities.

  10. FineBI supports viewing metric and dimension detail cards.

  11. Scheduling information can be configured separately in acceleration plans without modifying the whole plan.

V1.55.0

Release date: 2025-10-10

  1. Category APIs support user-provided category IDs.

  2. Metric, dimension, and dataset version information now includes each version release time.

  3. Users can modify the logo in the WPS plugin.

  4. WPS plugin optimization

  5. WPS templates can be shared with other users.

  6. WPS shows an overwrite prompt when saving to prevent accidental overwrites. A Save As feature is added.

  7. Experience optimizations

  8. Metric search now includes the catalog where each metric is located.

  9. When adjusting metric or dimension categories, categories are collapsed by default to simplify operations.
  10. Metric tree and metric monitoring query performance is optimized to improve response speed.

  11. Search experience is unified; metric searches are now case-insensitive.

  12. Adds FineReport BI integration capabilities for data interaction and integration.

  13. Home page optimized with Popular Metrics, New Metrics, and Announcements.

V1.52.0

Release date: 2025-09-10

  • Metric catalog

  1. Supports creating dimensions by copying existing ones.

  1. Datasets shown on metric and dimension definition pages can now be clicked to view dataset details.

  1. Aggregate functions added: PercentileApprox, Percentile, VarSamp, CovarPop, CovarSamp, MaxBy, and MinBy.

  2. Adds isFilter support for AND/OR logic.

  3. resultFilter supports dimension filters. For details, see Metric Data Query API.

  4. Metric query API adds the source parameter to distinguish call sources. For details, see Metric Data Query API.

  5. Acceleration upgrade:

  • Acceleration materialization: keeps the same capability as result acceleration in previous versions, with UI optimizations in this version.
  • Standard materialization: persists metric calculation results for a given date so historical values do not change as data updates.
    • Regular mode: calculates and persists metric results for a specified time range by scheduling date.
    • CUBE mode: pre-generates aggregation results for multidimensional combinations to improve query efficiency.

V1.51.0

Release date: 2025-07-30

  1. Metrics, dimensions, and datasets all support multi-version storage, historical rollback, and comparison between versions.

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  1. Dimensions support lineage viewing and direct viewing of available metrics for easier tracing and analysis.

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  1. Acceleration push message customization: push messages can be customized.

  2. Monitoring message push supports Feishu: messages can be pushed to Feishu, urgent pushes are supported, and messages can be pushed to groups. For setup details, see Feishu Integration and Feishu Integration.

  3. Metric definitions now support daily summary mode, allowing daily-granularity calculation directly in metric definitions. For details, see Derived Metric Calculation Logic.

v1.49.0

Release date: 2025-06-25

  1. Dual-engine calculation upgrade (special feature; usually no action required)

The query service uses the platform default bound engine by default, while materialized view build tasks are fully migrated to the Spark engine.

  1. Common dimension definitions

Adds the ability to define common dimensions. For details, see Create a Dimension.

  1. Dimension visibility permission control

Dimensions can now be authorized to users. By default, users without permission cannot view data on the dimension data page. This does not affect using dimensions to analyze metrics.

  1. Asset visibility permission control

  2. Metric catalog

  1. Dimension management supports batch import of dimension dictionaries

Adds batch import for dimension dictionaries and provides a standard Excel template for multi-field structured data import.

  1. User list supports filtering

The user list now supports multiple filters, including user status (enabled/disabled) and role type, such as administrator,

metric user, and metric definer.

v1.47.0

  1. Derived metric configuration optimized

    • Optimizes the derived metric constraint mechanism
    • Supports referencing other derived metrics in derived metric configuration
    • Constraint: when a referenced metric has a time constraint or derived calculation, the system no longer supports applying another time constraint or derived calculation.

  5. Result acceleration roll-up capability upgraded

    • Metrics compounded from derived dependencies support roll-up
    • Result acceleration supports metric-result-filter metrics

  8. Time constraint capability expanded

  9. Supports date range configuration, such as:

    • year to yesterday

    • from two years ago to one year ago

  10. OpenAPI updates

    • Metric data query API: metas adds the display name field (displayName).
    • Metric detail API adds the view count parameter viewDetailCount.

  14. Metric detail page refactored

  15. Supports configuring key business attributes

    • Marked key attributes are shown first in the metric overview panel

v1.46.0

Release date: 2025-05-13

  • Downstream impact assessment: enhanced to support assessing the impact of dimension and relationship changes on downstream applications.

  • Metric detail page optimized for faster loading.

    • Metric catalog

  • Metric detail page redesigned to improve readability and user friendliness.

  • Visualization chart optimization makes data presentation clearer and more intuitive.

v1.45.0

Release date: 2025-05-07

  • Business constraint and filter enhancements: adds dimension and field comparison analysis for more precise business filtering.

v1.45.0

Release date: 2025-04-29

  • Metric/dimension lifecycle management: improves the offline process for metrics and dimensions.

  • Data governance strengthened: Dimension value management queries now take effect. Metric query capability expanded to support result-level metric filtering through OpenAPI and QuickBI.

  • Data service expansion: adds export for attribution analysis results.

  • Performance optimization: Available dimension API response time optimized.

  • System permissions: super administrators and administrators can now view all metric dashboards and metric trees.

v1.43.0

Release date: 2025-04-22

  • Documentation system migration: completes adaptation of help document URLs for privately deployed environments.

  • User experience optimization: unifies the left navigation directory structure.

  • Data acceleration mechanism: adds an incremental refresh strategy that splits result acceleration by metric date dimension, optimizing performance for high-frequency queries.

  • BI integration deepened: implements deeper data interaction with QuickBI and supports joint analysis of complex metrics.

v1.42.0

Release date: 2025-04-02

  • Metric definition expansion:

    • Adds secondary derivation for derived metrics
    • Enhances composite metric calculation with factor constraints and dimension scope constraints

  • Approval process intelligence:

    • Supports batch configuration of metric approval flows based on roles or owners

V1.12.0

  • Metric dashboards support disabling automatic query by default

Metric dashboards now support the “do not query automatically by default” feature. When users open a dashboard, the system no longer automatically triggers a query, avoiding experience issues caused by large data volumes or long queries. Users can trigger queries manually as needed.

    • Metric views

  • Metric views

  • Supports source-table-level permissions

The system now supports table-level permission control for data sources. Administrators can configure fine-grained permissions for specific tables to ensure secure and compliant data access.

  • Metric Acceleration: materialized table list supports search

In Metric Acceleration, the materialized table list now supports keyword search so users can quickly find target materialized tables.

  • Metrics and dimensions support batch export

V1.11.0

  • Query log audit

A comprehensive query activity recording mechanism is implemented so all data retrieval operations are traceable. Detailed logs track access time, user, duration, acceleration hits, and access patterns such as UI access, query API, and JDBC.

  • Metric row and column permissions upgraded

Existing row- and column-level permission policies are upgraded.

  • User authorization and permission query

A complete user permission management system is established, with detailed permission configuration reports for regular review and adjustment. It includes permission assignment and permission query capabilities so administrators can quickly identify and correct permission issues. Regular reports help management understand current permission distribution and maintain it appropriately.

  • Feishu group message push service integrated

System notification channels are expanded to the enterprise communication platform Feishu.

  • External approval workflow integration

The system integrates with external business process management systems and synchronizes approval status in real time through APIs, improving cross-department collaboration. Approval requests and results can be transferred automatically between systems, reducing manual work and speeding up processes. Real-time status sync also improves transparency.

  • Multi-tenant UI support

For users belonging to multiple tenants, the UI supports selecting and switching the tenant workspace.

  • JSON-format dimension filter expanded

JSON-format dimension filters are expanded to support more complex data filtering.

  • Metric derivation naming standard established

A standardized naming rule is established for automatically or semi-automatically generated metrics to improve data governance and understanding. Unified naming avoids confusion and improves readability and maintainability.

V1.10.0

  • Metric tree structure:

  • Metric tree structure:

  • Lineage synchronization API:

To enhance data governance, this version provides a lineage synchronization API that tracks and records data flow throughout its lifecycle, including data sources, processing, and final usage.

  • Batch result acceleration plan creation and historical data backfill:

To improve large-scale data processing efficiency, this version supports creating result acceleration plans in batch and backfilling result acceleration data in batch, enabling one-click backfill across multiple long acceleration periods.

  • Metric result acceleration supports category management:

For metric result acceleration, this version enhances category management, allowing users to define and configure acceleration rules more flexibly.

V1.9.0

Release date: 2024-12-12

  • Metric dimension selector enhanced. The selector is comprehensively upgraded to improve functionality and user experience.

  • Internationalization support - English product UI. To better serve global users, product-level internationalization is implemented. Users can now choose an English UI for consistent cross-language operation.

  • Downstream impact analysis for asset changes. The new version automatically detects and displays the impact of asset changes on related assets and processes, helping users assess risks and consequences.

  • Custom calendar. Users can create and manage personalized calendars based on business cycles and schedules for more accurate time management and report generation.

    • Metric views

V1.8.0

Release date: 2024-11-15

  • Global column permission management: column-level access control is refined so administrators can grant rights on specific dimensions. Users without authorization cannot view or operate on those dimensions.

  • Acceleration list improvements:

  • The acceleration plan list now supports search for quickly locating records.

  • Materialized view tables and supplemental data records now provide status-based filters to help users manage and monitor task execution more efficiently.

  • Data source replacement optimized: this version introduces a more flexible replacement strategy, allowing data sources to be switched in dataset editing by table reference or direct SQL.

  • Metric acceleration capability optimized: previous versions only supported acceleration for datasets created from source tables. This version supports acceleration for datasets created from SQL.

  • Derived metric aggregation methods diversified: users can select aggregate functions directly during configuration for calculations such as summation.

V1.7.0

Release date: 2024-10-30

  • Metric multidimensional attribution and metric tree attribution support selecting time periods and other date granularities for analysis.

V1.6.0

Release date: 2024-10-20

  • Result acceleration supports derivation with time constraints and business constraints.

  • User names support hyphens (-).

  • Administrators can configure global row permission rules.

  • Metric dashboards add a description feature.

  • Metric result acceleration supports selecting specific minutes for data updates.

  • HTTPS login supports configuring encrypted display items.

  • Supports setting the default login method.

V1.5.0

Release date: 2024-09-30

  • Composite metrics support using the union of dimensions from dependent metrics.

Feature summary: composite metrics support non-shared dimensions from different factors.

  • Metric dashboards support setting a query base date.

Feature summary: with a base date, dashboard filters such as last 7 days can be calculated using yesterday as the base date.

  • Metric permissions upgraded, supporting quick authorization by category.

Feature summary: supports category-based permission granting for metrics and datasets, and visibility permissions for metrics and categories.

  • Metric detail API response expanded

Feature summary: metric detail API responses now include metric modification time and update time. For details, see Metric Details.

  • Date picker optimized: fixes incomplete date picker display when the browser window is too small.

V1.4.0

Release date: 2024-09-20

  • Metric dashboards and analysis workbooks support quick derivation with time constraints.

    • Metric dashboard:

  • Analysis workbook

V1.2.0

Release date: 2024-09-12

  • Real-time metric scenarios: supports hour- and minute-level real-time metric definition and query. For best practices, see Real-Time Scenario Metric Query.

  • Data download limit is expanded from 1,000 rows to 100,000 rows.

    • Metric views

    • Metric views

V1.1.9

Release date: 2024-09-02

  • [New Feature] Metric application acceleration: provides stronger acceleration performance for reports and fixed-query scenarios.

  • Metric monitoring supports the WeCom channel, markdown format, and @user reminders.

  • Datasets support replacing source tables.

  • Metric detail pages support metric tree attribution and saving default attribution configuration.

V1.1.6

Release date: 2024-08-15

  • Metric definitions support trial calculation; metric preview is upgraded for more flexible multidimensional analysis.

  • Supports WeCom integration, including importing WeCom users and organizational structures.

  • Metric and dimension lists support filtering by status.

V1.1.5

Release date: 2024-08-07

  • Datasets add ER diagrams to show dataset relationships more clearly.

V1.1.2

Release date: 2024-07-23

  • Supports enabling metric and dimension CODE mode. After enabled, metric and dimension CODE values are used as unique identifiers in API queries.

V1.1.0

Release date: 2024-07-10

  • Visual upgrade: the metric platform receives an overall visual upgrade with clearer navigation categories and easier operations.

  • Metric Acceleration is launched, supporting data acceleration by configured fields and metric-dimension combinations.

Materialized acceleration is supported only for StarRocks/Doris engine versions.

V1.0.41

Release date: 2024-07-04

  • Data model change: after a new dimension is added, available dimensions for metrics can be added automatically based on business policies.

  • Product issue fixes

V1.0.40

Release date: 2024-06-24

  • Supports batch uploading basic metric information to create metrics.

  • Optimizes display of dataset fields and source tables.

  • Optimizations and issue fixes

  • Optimizes the Doris compute engine and filter pushdown for queried partitions.

    • Optimizes derived metric calculation logic.

V1.0.39

Release date: 2024-06-22

V1.0.38

Release date: 2024-06-16

  • Supports creating datasets with custom SQL.

  • Supports filtering time constraints to keep only custom date types such as workdays and trading days.

V1.0.37

Release date: 2024-06-06

  • Period-over-period analysis:

    • Day-granularity metrics support YoY/MoM comparison, such as comparison by trading day.

  • Supports custom date-offset comparison, such as comparing data from 52 weeks earlier.

  • Bug fix: fixes frontend freeze when the number of users is too large.

V1.0.36

Release date: 2024-05-30

  • Analysis views support category management.

V0.9.0

Release date: 2024-04-30

  • Function extension: supports the IsFiltered function to detect whether a specified dimension is used in the current query and switch metric calculation logic accordingly.

  • Experience optimizations:

    • Optimizes metric creation flow and icons for smoother, more intuitive operations.

    • Optimizes operations on metric, dataset, dimension, and related list pages.

V0.8.0

Release date: 2024-04-20

  • Metric monitoring: users can configure monitoring for metrics and periodically check whether metric data is abnormal.

  • Automatic metric naming: the system recommends metric names based on metric definitions.

  • Duplicate metric logic detection: the system identifies metrics with the same logic and provides reminders.

  • Metric definition filters support AND/OR combinations of multiple conditions.

  • Time constraint management: users can set frequently used time constraints.

V0.7.0

Release date: 2024-04-08

  • Attribution analysis:

    • Dimension breakdown attribution: supports dimension breakdown attribution for metrics and shows each dimension value’s contribution to overall change.

    • Metric tree attribution: supports contribution attribution for each node in a metric tree.

  • Custom date identifiers: supports custom date identifiers such as workdays and trading days, expanding metric definition scenarios.

  • Metric SQL optimization: optimizes SQL for YoY/MoM calculations and row offset calculations.

  • Analysis view UI optimized.

V0.6.0

Release date: 2024-03-20

  • Metric standards: adds custom attribute management for metrics and dimensions to better fit business governance needs.

  • Metric/dimension list optimized: supports display and sorting of custom fields.

  • Centralized authorization management: administrators can see all assets in the platform and authorize them centrally for higher efficiency.

V0.5.0

Release date: 2024-02-29

  • Metric Applications: analysis workbooks add a visual metric tree to show metric relationships by tree structure.

  • Metric Definition: time constraints for derived metrics support custom time periods, including last N days, month to date, and end of last month.

  • Metric Definition: derived metrics support YoY/MoM, ranking, proportion, custom aggregation, and other derivation methods.

  • Data security: metrics support row-level permission control by user or user group.

V0.4.0

Release date: 2024-01-11

  • Adds metric lifecycle management.

  • Adds multi-version records for metrics.

V0.3.3

Release date: 2023-12-15

  • New UI interaction and overall design upgrade with a cleaner interface.

    • Metric catalog

  • Metric integration: provides a clearer help guide for metric integration, making datasets easier to use.

V0.3.2

Release date: 2023-11-15

  • Analysis workbook feature upgrade:

    • Supports adding filter components for linked filtering across charts.

    • Supports radar charts, combo charts, scatter charts, and area charts.

  • Analysis view upgrade (AIR engine versions only):

    • After an analysis view is created, a materialized view is automatically created in AIR for data acceleration.

In the Aloudata AIR console, enter the analysis view name under the Anymetircs_mv data space to access the view and projection.

V0.3.1

Release date: 2023-10-31

  • Atomic metrics: atomic metric definitions support writing expressions for aggregation. Supported data ranges include the current dataset and datasets on the 1-side of relationships.

Atomic metric example: total order profit can be defined by writing fully qualified fields such as [{$Dataset Name}/{$Field Name}].

- Dataset: Order Table
- Expression: [Order Table/Order Amount] - [Product Table/Product Cost Price]
- Aggregation: Sum

V0.3.0

Release date: 2023-10-23

  • Dimensions: adds a Dimensions module. Dataset fields can be set as dimensions and used for filtering or grouping during analysis.

  • Categories: metrics and dimensions support category settings for more organized management.

V0.2.3

Release date: 2023-09-27

  • Management: adds user and user group modules.

    • Administrators can add users and user groups.

V0.2.2

Release date: 2023-09-07

  • Analysis workbook: adds an Analysis Workbook module.

    • Provides metric visualization and analysis with pivot tables, column charts, bar charts, and pie charts.

  • OpenAPI upgrade:

    • Opens management, permission, and related APIs for easier system integration.

    • Upgrades the metric query API to make dimension filter logic easier to write.

Old APIs will be discontinued in early October 2023. Please upgrade to the new APIs in time.

V0.2.0

Release date: 2023-09-01

  • Metrics: optimizes metric classification and creation methods.

    • Atomic metrics: atomic metric filters no longer support selecting other datasets as filter conditions.

    • Derived metrics: the statistical period is no longer required. When creating a derived metric, only one of statistical period and business constraint is required.

    • Creating or editing metrics supports viewing available dimensions.

    • Metrics support favorites.

    • Metric details support viewing available dimensions.

  • Datasets: supports display names for datasets and fields.

  • Data sources: supports StarRocks data sources.

V0.1.0

Release date: 2023-08-10

AnyMetrics 1.0 is released with the following modules:

  • Analysis: supports using dimensions, filters, and sorting to analyze metrics.

  • Metrics: create and manage atomic, derived, and composite metrics.

  • Data: create and manage datasets and dataset relationships.

  • Data sources: supports Aloudata AIR data sources.

  • Functions: supports aggregate functions, window functions, text functions, analysis functions, and more.