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Copy file name to clipboardExpand all lines: docs/data-assets/apis/api-endpoint.md
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## Followers
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**Stay informed about API endpoint changes**
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Followers allow users to "follow" API endpoints and receive notifications when they change. This is critical for:
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-**API Consumers**: Monitor endpoints your applications depend on
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-**Backend Engineers**: Track endpoints you own or maintain
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-**Integration Teams**: Stay informed about contract changes
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-**API Product Managers**: Monitor endpoint usage and evolution
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**Key Benefits**:
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- Receive notifications about breaking changes to request/response schemas
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- Track deprecation notices and versioning changes
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- Monitor authentication or rate limiting updates
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- Get alerts for SLA or performance threshold changes
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**Common Use Cases**:
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- Frontend developers follow endpoints their apps consume
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- Backend engineers follow production endpoints they maintain
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- DevOps teams follow critical API endpoints for monitoring
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- Product teams follow public API endpoints for customer impact
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow API endpoints to receive notifications about schema changes, deprecation notices, and authentication updates. See **[Followers](../../metadata-specifications/followers.md)** for details.
See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow charts to receive notifications about visualization changes, query modifications, and data source updates. See **[Followers](../../metadata-specifications/followers.md)** for details.
- Analysts follow dashboards they've created or contributed to
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- Data engineers follow dashboards to monitor data pipeline health
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow dashboards to receive notifications about updates, chart changes, and data source modifications. See **[Followers](../../metadata-specifications/followers.md)** for details.
- Monitor data quality issues at the database level
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- Get alerts for deprecation notices
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**Following vs Ownership**:
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-**Ownership** = Responsibility and accountability for the database
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-**Following** = Interest and awareness about the database
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Any user can follow any database they have access to. A database can have multiple followers.
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about:
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- How to follow databases via UI and API
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- Notification preferences and configuration
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- Best practices for using followers effectively
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- Integration with webhooks and activity feeds
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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.
Copy file name to clipboardExpand all lines: docs/data-assets/databases/table.md
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## Followers
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**Stay informed about table changes**
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Followers allow users to "follow" a table and receive notifications when it changes. This is one of the most useful features for data practitioners:
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-**Monitor Dependencies**: Get notified when tables your applications or dashboards depend on change
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-**Schema Changes**: Receive alerts when columns are added, removed, or modified
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-**Data Quality**: Be notified of test failures, anomalies, or freshness issues
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-**Collaboration**: Track tables you're working on with others
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**Key Benefits**:
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- Receive notifications about schema changes (new columns, type changes)
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- Track data quality test results and failures
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- Monitor data profiling anomalies (unusual null rates, distribution changes)
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- Get alerts for deprecation, tier changes, or ownership updates
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- Stay informed about query usage patterns and popularity
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**Following vs Ownership**:
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-**Ownership** = Responsibility and accountability for the table's quality and accuracy
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-**Following** = Interest in being notified about changes to the table
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Any user can follow any table they have access to. Tables typically have multiple followers (analysts, engineers, data scientists who use the data).
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**Common Use Cases**:
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- Data scientists follow source tables for their ML models
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- Analysts follow tables used in their reports and dashboards
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- Data engineers follow tables in production pipelines
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- Compliance officers follow tables containing PII or sensitive data
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about:
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- How to follow tables via UI and API
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- Configuring notification preferences (immediate vs digest)
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- Best practices for avoiding notification overload
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- Bulk following patterns (e.g., follow all tables in a domain)
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- Integration with webhooks and Slack/Teams
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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.
Copy file name to clipboardExpand all lines: docs/data-assets/messaging/topic.md
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## Followers
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**Stay informed about topic changes**
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Followers allow users to "follow" a topic and receive notifications when it changes. This is critical for:
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-**Event Producers**: Monitor topics they publish to
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-**Event Consumers**: Track schema changes in topics they consume
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-**Platform Teams**: Get notified of topic configuration changes
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-**Compliance**: Monitor topics with sensitive data
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**Key Benefits**:
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- Receive notifications about schema changes (critical for compatibility)
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- Track partition count or replication factor changes
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- Monitor retention policy or configuration updates
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- Get alerts for deprecation, ownership, or governance changes
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**Common Use Cases**:
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- Developers follow topics their services consume
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- Platform engineers follow all production topics
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- Data scientists follow topics with ML training events
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- Compliance officers follow topics with PII or sensitive data
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow topics to receive notifications about schema changes, partition updates, and configuration modifications. See **[Followers](../../metadata-specifications/followers.md)** for details.
Copy file name to clipboardExpand all lines: docs/data-assets/ml/mlmodel.md
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## Followers
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**Stay informed about ML model changes**
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Followers allow users to "follow" an ML model and receive notifications when it changes. This is valuable for:
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-**Data Scientists**: Monitor models they've developed or deployed
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-**ML Engineers**: Track model version changes and deployments
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-**Stakeholders**: Stay informed about production model updates
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-**Compliance**: Monitor models for governance and regulatory requirements
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**Key Benefits**:
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- Receive notifications about model version updates
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- Track feature or algorithm changes
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- Monitor performance metrics and drift
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- Get alerts for ownership, deprecation, or governance updates
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**Common Use Cases**:
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- Data scientists follow models in production
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- ML engineers follow models they deploy and maintain
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- Product managers follow models powering product features
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- Compliance teams follow models with regulatory implications
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow ML models to receive notifications about version updates, performance metrics, and deployment changes. See **[Followers](../../metadata-specifications/followers.md)** for details.
-**Operations**: Get notified of pipeline failures or configuration changes
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-**Stakeholders**: Stay informed about ETL processes affecting their data
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**Key Benefits**:
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- Receive notifications about pipeline configuration changes
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- Track task additions, removals, or modifications
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- Monitor pipeline schedule or trigger changes
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- Get alerts for ownership, deprecation, or governance updates
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**Common Use Cases**:
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- Data engineers follow production pipelines they maintain
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- Analysts follow pipelines that refresh their reports
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- Data scientists follow pipelines feeding their ML models
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- Operations teams follow critical data pipelines
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow pipelines to receive notifications about configuration changes, task modifications, and schedule updates. See **[Followers](../../metadata-specifications/followers.md)** for details.
Copy file name to clipboardExpand all lines: docs/data-assets/storage/container.md
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## Followers
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**Stay informed about container changes**
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Followers allow users to "follow" storage containers and receive notifications when they change. This is important for:
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-**Data Engineers**: Monitor data lake containers with production data
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-**Analytics Teams**: Track containers with analytical datasets
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-**Data Scientists**: Stay informed about ML training data locations
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-**Operations**: Monitor storage usage and data lifecycle
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**Key Benefits**:
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- Receive notifications about new files or partitions added
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- Track schema changes in structured files (Parquet, Avro)
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- Monitor retention policy or lifecycle rule changes
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- Get alerts for access control or governance updates
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**Common Use Cases**:
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- Data engineers follow production data lake containers
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- Analysts follow containers with datasets they use
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- ML engineers follow containers with training/test data
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- Compliance teams follow containers with sensitive data
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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Users can follow containers to receive notifications about new files, schema changes, and retention policy updates. See **[Followers](../../metadata-specifications/followers.md)** for details.
-**Data Organization**: Stay informed about organizational changes
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-**Access Control**: Monitor permission changes to directories
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**Key Benefits**:
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- Receive notifications about new files or subdirectories added
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- Track permission or sharing updates
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- Monitor organizational structure changes
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- Get alerts for moves, renames, or deletions
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**Common Use Cases**:
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- Teams follow shared project directories
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- Managers follow departmental directories
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- Collaborators follow document repositories
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- Admins follow critical system directories
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!!! tip "Learn More"
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See the complete **[Followers Guide](../../core-concepts/followers.md)** for detailed information about configuring notifications, best practices, and integration with webhooks.
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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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