技能档案

Data Catalog

DataHub, OpenMetadata, Apache Atlas, metadata management, data discovery

Data Engineering Data Governance

角色数

4

包含此技能的角色

级别数

5

结构化成长路径

必要要求

20

其余 0 个可选

领域

Data Engineering

skills.group

Data Governance

最后更新

2026/3/17

如何使用

选择当前级别并对比期望。下方卡片显示晋升所需掌握的内容。

各级别期望

表格展示从初级到首席的技能深度变化。点击行查看详情。

角色 必要性 描述
Analytics Engineer 必要 Understands data catalog concepts and metadata management basics. Registers dbt models and sources in the catalog following team conventions. Uses catalog search to discover existing datasets before building new transformations.
BI Analyst 必要 Understands data catalog purpose and basic metadata navigation. Uses catalog to discover available data sources for dashboards and reports. Documents BI metric definitions and dashboard data dependencies in the catalog.
Data Analyst 必要 Understands data catalog basics and metadata search capabilities. Uses catalog to find relevant datasets for analytical queries. Documents dataset descriptions and column-level metadata following team standards.
Data Engineer 必要 Uses data catalog for dataset discovery: browses table descriptions, owners, lineage. Documents own tables: field descriptions, business glossary terms.
角色 必要性 描述
Analytics Engineer 必要 Independently maintains data catalog entries for transformation layer. Configures automated metadata extraction from dbt docs and lineage graphs. Implements tagging taxonomies and data classification for governed self-service access.
BI Analyst 必要 Independently manages BI layer metadata in the data catalog. Configures metric definitions, KPI hierarchies, and dashboard-to-source mappings. Implements data freshness indicators and quality badges for reporting datasets.
Data Analyst 必要 Independently curates analytical dataset metadata in the catalog. Implements column-level descriptions and usage statistics tracking. Creates data dictionaries and glossary entries to improve discoverability for the analytics team.
Data Engineer 必要 Configures data catalog: integration with metadata sources (Hive, Glue, dbt), automated harvesting. Creates business glossary. Tags data for classification (PII, financial).
角色 必要性 描述
Analytics Engineer 必要 Architects data systems with Data Catalog. Optimizes for big data. Implements data governance and quality frameworks.
BI Analyst 必要 Designs data catalog architecture for enterprise BI ecosystem. Implements automated metadata harvesting from BI tools (Tableau, Power BI, Looker). Establishes metric governance with certified dataset programs and ownership models.
Data Analyst 必要 Designs data catalog strategy for analytical domain. Implements automated data profiling and anomaly detection for catalog entries. Builds discovery workflows that accelerate analyst onboarding and cross-team data collaboration.
Data Engineer 必要 Designs metadata management: DataHub/OpenMetadata/Amundsen setup, custom connectors for internal systems, automated lineage extraction from Spark/Airflow. Integrates catalog with data quality.
角色 必要性 描述
Analytics Engineer 必要 Implements a data catalog for the analytics platform: integrating dbt docs with an enterprise catalog (Atlan, DataHub, Alation), automated metadata enrichment. Defines standards for classifying and tagging analytical models.
BI Analyst 必要 Defines data catalog governance strategy for BI organization. Establishes metadata quality standards, stewardship roles, and catalog adoption metrics. Drives cultural shift toward data-as-a-product through catalog-first workflows.
Data Analyst 必要 Defines data catalog adoption strategy across analytical teams. Establishes metadata standards, review processes, and catalog contribution guidelines. Measures catalog impact on analyst productivity and data discovery efficiency.
Data Engineer 必要 Defines data cataloging standards: mandatory metadata, ownership policy, data stewardship process. Implements data discovery workflow for self-service analytics.
角色 必要性 描述
Analytics Engineer 必要 Architects a unified enterprise data discovery platform: automatic lineage from sources to BI, semantic search by business terms, data marketplace for self-service. Defines governance processes for cataloging and data stewardship.
BI Analyst 必要 Defines enterprise data catalog strategy spanning all data domains. Evaluates catalog platforms (DataHub, Atlan, Alation) and shapes metadata architecture. Establishes organizational data governance framework with catalog as central pillar.
Data Analyst 必要 Shapes enterprise data catalog vision and metadata management strategy. Drives organizational data literacy through catalog-powered discovery. Evaluates emerging catalog technologies and defines long-term metadata architecture roadmap.
Data Engineer 必要 Designs organizational metadata platform: federated catalog for data mesh, automated metadata extraction, ML-powered data discovery. Defines metadata governance and interoperability standards.

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📋 提案
暂无提案 Data Catalog
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