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24 changes: 1 addition & 23 deletions docs/data-assets/apis/api-endpoint.md
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Expand Up @@ -1365,29 +1365,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about API endpoint changes**

Followers allow users to "follow" API endpoints and receive notifications when they change. This is critical for:

- **API Consumers**: Monitor endpoints your applications depend on
- **Backend Engineers**: Track endpoints you own or maintain
- **Integration Teams**: Stay informed about contract changes
- **API Product Managers**: Monitor endpoint usage and evolution

**Key Benefits**:
- Receive notifications about breaking changes to request/response schemas
- Track deprecation notices and versioning changes
- Monitor authentication or rate limiting updates
- Get alerts for SLA or performance threshold changes

**Common Use Cases**:
- Frontend developers follow endpoints their apps consume
- Backend engineers follow production endpoints they maintain
- DevOps teams follow critical API endpoints for monitoring
- Product teams follow public API endpoints for customer impact

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow API endpoints to receive notifications about schema changes, deprecation notices, and authentication updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/dashboards/chart.md
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Expand Up @@ -1014,29 +1014,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about chart changes**

Followers allow users to "follow" individual charts and receive notifications when they change. This is useful for:

- **Chart Creators**: Monitor charts they've built
- **Metric Owners**: Track visualizations of key business metrics
- **Stakeholders**: Stay informed about specific KPI visualizations
- **Collaboration**: Work with team members on chart refinements

**Key Benefits**:
- Receive notifications about chart configuration changes
- Track changes to underlying queries or data sources
- Monitor visualization type or display property updates
- Get alerts for ownership or deprecation changes

**Common Use Cases**:
- Analysts follow charts they created or maintain
- Business users follow charts showing their KPIs
- Data teams follow charts using complex calculations
- Executives follow critical metric visualizations

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow charts to receive notifications about visualization changes, query modifications, and data source updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/dashboards/dashboard.md
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Expand Up @@ -1036,29 +1036,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about dashboard changes**

Followers allow users to "follow" a dashboard and receive notifications when it changes. This is particularly valuable for:

- **Business Stakeholders**: Track dashboards with key business metrics and KPIs
- **Report Consumers**: Get notified when dashboards are updated or metrics change
- **Collaboration**: Stay in sync with team members working on shared dashboards
- **Governance**: Monitor dashboards for compliance and data quality

**Key Benefits**:
- Receive notifications about dashboard updates and refreshes
- Track changes to underlying data sources or calculations
- Monitor chart additions, removals, or modifications
- Get alerts for ownership, tier, or governance changes

**Common Use Cases**:
- Executives follow executive dashboards for KPI tracking
- Product managers follow dashboards tracking product metrics
- Analysts follow dashboards they've created or contributed to
- Data engineers follow dashboards to monitor data pipeline health

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow dashboards to receive notifications about updates, chart changes, and data source modifications. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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29 changes: 1 addition & 28 deletions docs/data-assets/databases/database.md
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Expand Up @@ -751,34 +751,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about database changes**

Followers allow users to "follow" a database and receive notifications when it changes. This is useful for:

- **Monitoring Dependencies**: Get notified when databases your applications depend on change
- **Staying Informed**: Track databases you're interested in without being the owner
- **Collaboration**: Stay in sync with team members working on the same databases
- **Governance**: Monitor databases with compliance requirements

**Key Benefits**:
- Receive notifications about schema changes, new schemas, or deletions
- Track governance changes (tags, ownership, domain assignments)
- Monitor data quality issues at the database level
- Get alerts for deprecation notices

**Following vs Ownership**:
- **Ownership** = Responsibility and accountability for the database
- **Following** = Interest and awareness about the database

Any user can follow any database they have access to. A database can have multiple followers.

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about:

- How to follow databases via UI and API
- Notification preferences and configuration
- Best practices for using followers effectively
- Integration with webhooks and activity feeds
Users can follow databases to receive notifications about changes such as schema updates, governance changes, or deprecation notices. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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37 changes: 1 addition & 36 deletions docs/data-assets/databases/table.md
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Expand Up @@ -1324,42 +1324,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about table changes**

Followers allow users to "follow" a table and receive notifications when it changes. This is one of the most useful features for data practitioners:

- **Monitor Dependencies**: Get notified when tables your applications or dashboards depend on change
- **Schema Changes**: Receive alerts when columns are added, removed, or modified
- **Data Quality**: Be notified of test failures, anomalies, or freshness issues
- **Collaboration**: Track tables you're working on with others

**Key Benefits**:
- Receive notifications about schema changes (new columns, type changes)
- Track data quality test results and failures
- Monitor data profiling anomalies (unusual null rates, distribution changes)
- Get alerts for deprecation, tier changes, or ownership updates
- Stay informed about query usage patterns and popularity

**Following vs Ownership**:
- **Ownership** = Responsibility and accountability for the table's quality and accuracy
- **Following** = Interest in being notified about changes to the table

Any user can follow any table they have access to. Tables typically have multiple followers (analysts, engineers, data scientists who use the data).

**Common Use Cases**:
- Data scientists follow source tables for their ML models
- Analysts follow tables used in their reports and dashboards
- Data engineers follow tables in production pipelines
- Compliance officers follow tables containing PII or sensitive data

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about:

- How to follow tables via UI and API
- Configuring notification preferences (immediate vs digest)
- Best practices for avoiding notification overload
- Bulk following patterns (e.g., follow all tables in a domain)
- Integration with webhooks and Slack/Teams
Users can follow tables to receive notifications about schema changes, data quality issues, profiling anomalies, and ownership updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/messaging/topic.md
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Expand Up @@ -1235,29 +1235,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about topic changes**

Followers allow users to "follow" a topic and receive notifications when it changes. This is critical for:

- **Event Producers**: Monitor topics they publish to
- **Event Consumers**: Track schema changes in topics they consume
- **Platform Teams**: Get notified of topic configuration changes
- **Compliance**: Monitor topics with sensitive data

**Key Benefits**:
- Receive notifications about schema changes (critical for compatibility)
- Track partition count or replication factor changes
- Monitor retention policy or configuration updates
- Get alerts for deprecation, ownership, or governance changes

**Common Use Cases**:
- Developers follow topics their services consume
- Platform engineers follow all production topics
- Data scientists follow topics with ML training events
- Compliance officers follow topics with PII or sensitive data

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow topics to receive notifications about schema changes, partition updates, and configuration modifications. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/ml/mlmodel.md
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Expand Up @@ -1421,29 +1421,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about ML model changes**

Followers allow users to "follow" an ML model and receive notifications when it changes. This is valuable for:

- **Data Scientists**: Monitor models they've developed or deployed
- **ML Engineers**: Track model version changes and deployments
- **Stakeholders**: Stay informed about production model updates
- **Compliance**: Monitor models for governance and regulatory requirements

**Key Benefits**:
- Receive notifications about model version updates
- Track feature or algorithm changes
- Monitor performance metrics and drift
- Get alerts for ownership, deprecation, or governance updates

**Common Use Cases**:
- Data scientists follow models in production
- ML engineers follow models they deploy and maintain
- Product managers follow models powering product features
- Compliance teams follow models with regulatory implications

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow ML models to receive notifications about version updates, performance metrics, and deployment changes. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/pipelines/pipeline.md
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Expand Up @@ -1209,29 +1209,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about pipeline changes**

Followers allow users to "follow" a pipeline and receive notifications when it changes. This is essential for:

- **Data Engineers**: Monitor pipelines they own or maintain
- **Pipeline Dependencies**: Track upstream/downstream pipeline changes
- **Operations**: Get notified of pipeline failures or configuration changes
- **Stakeholders**: Stay informed about ETL processes affecting their data

**Key Benefits**:
- Receive notifications about pipeline configuration changes
- Track task additions, removals, or modifications
- Monitor pipeline schedule or trigger changes
- Get alerts for ownership, deprecation, or governance updates

**Common Use Cases**:
- Data engineers follow production pipelines they maintain
- Analysts follow pipelines that refresh their reports
- Data scientists follow pipelines feeding their ML models
- Operations teams follow critical data pipelines

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow pipelines to receive notifications about configuration changes, task modifications, and schedule updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/storage/container.md
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Expand Up @@ -1509,29 +1509,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about container changes**

Followers allow users to "follow" storage containers and receive notifications when they change. This is important for:

- **Data Engineers**: Monitor data lake containers with production data
- **Analytics Teams**: Track containers with analytical datasets
- **Data Scientists**: Stay informed about ML training data locations
- **Operations**: Monitor storage usage and data lifecycle

**Key Benefits**:
- Receive notifications about new files or partitions added
- Track schema changes in structured files (Parquet, Avro)
- Monitor retention policy or lifecycle rule changes
- Get alerts for access control or governance updates

**Common Use Cases**:
- Data engineers follow production data lake containers
- Analysts follow containers with datasets they use
- ML engineers follow containers with training/test data
- Compliance teams follow containers with sensitive data

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow containers to receive notifications about new files, schema changes, and retention policy updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/storage/directory.md
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Expand Up @@ -307,29 +307,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about directory changes**

Followers allow users to "follow" directories and receive notifications when they change. This is helpful for:

- **Team Collaboration**: Monitor shared team directories
- **Project Management**: Track project-specific directories
- **Data Organization**: Stay informed about organizational changes
- **Access Control**: Monitor permission changes to directories

**Key Benefits**:
- Receive notifications about new files or subdirectories added
- Track permission or sharing updates
- Monitor organizational structure changes
- Get alerts for moves, renames, or deletions

**Common Use Cases**:
- Teams follow shared project directories
- Managers follow departmental directories
- Collaborators follow document repositories
- Admins follow critical system directories

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow directories to receive notifications about new files, permission changes, and organizational structure updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/storage/spreadsheet.md
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Expand Up @@ -442,29 +442,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about spreadsheet changes**

Followers allow users to "follow" spreadsheet files and receive notifications when they change. This is useful for:

- **Business Teams**: Monitor spreadsheets with business-critical data
- **Collaborators**: Track spreadsheets shared across teams
- **Analysts**: Stay informed about data source spreadsheets
- **Managers**: Monitor planning or reporting spreadsheets

**Key Benefits**:
- Receive notifications about new worksheets added
- Track structural changes to the spreadsheet
- Monitor sharing or permission updates
- Get alerts for version updates or major edits

**Common Use Cases**:
- Teams follow shared planning spreadsheets
- Analysts follow spreadsheets they import data from
- Managers follow budget or forecast spreadsheets
- Collaborators follow project tracking spreadsheets

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow spreadsheets to receive notifications about worksheet additions, structural changes, and sharing updates. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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24 changes: 1 addition & 23 deletions docs/data-assets/storage/worksheet.md
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Expand Up @@ -467,29 +467,7 @@ for details on defining and using custom properties.

## Followers

**Stay informed about worksheet changes**

Followers allow users to "follow" individual worksheets and receive notifications when they change. This is valuable for:

- **Business Users**: Monitor worksheets with key business data
- **Analysts**: Track worksheets they reference in reports
- **Data Teams**: Stay informed about collaborative data sources
- **Stakeholders**: Monitor shared data worksheets

**Key Benefits**:
- Receive notifications about data updates or refreshes
- Track column additions, removals, or type changes
- Monitor formula or calculation updates
- Get alerts for sharing or permission changes

**Common Use Cases**:
- Business users follow worksheets with KPIs or metrics
- Analysts follow worksheets they use as data sources
- Teams follow collaborative worksheets for planning
- Finance teams follow budget or forecast worksheets

!!! tip "Learn More"
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
Users can follow worksheets to receive notifications about data updates, column changes, and formula modifications. See **[Followers](../../metadata-specifications/followers.md)** for details.

---

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