apache/griffin

• hightopics#1

  Add specific data quality and big data topics

  原因：

  当前

  griffin

  复制粘贴的修复

  复制

  griffin, data-quality, data-governance, big-data, spark, hadoop, data-monitoring, data-validation, etl

  待办完成忽略
• highhomepage#2

  Add the official project homepage URL

  原因：

  复制粘贴的修复

  复制

  https://griffin.apache.org/

  待办完成忽略
• mediumreadme#3

  Refine README opening to explicitly state open-source nature and core category

  原因：

  当前

  # Apache Griffin  
  [](https://travis-ci.org/apache/griffin) [](https://www.apache.org/licenses/LICENSE-2.0.html)    
  
  The data quality (DQ) is a key criteria for many data consumers like IoT, machine learning etc., however, there is no standard agreement on how to determine “good” data.
  Apache Griffin is a model-driven data quality service platform where you can examine your data on-demand. It provides a standard process to define data quality measures, executions and reports, allowing those examinations across multiple data systems.

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  # Apache Griffin
  
  Apache Griffin is an open-source, model-driven data quality (DQ) service platform designed to help data engineers and data governance teams ensure high data quality across various data systems. It provides a standard process to define data quality measures, executions, and reports, allowing on-demand data examination.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I ensure data quality and integrity across various data systems effectively?

  你：未被推荐
  AI 推荐顺序：

  1. Collibra Data Quality & Observability
  2. Informatica Data Quality (IDQ)
  3. Talend Data Quality
  4. Ataccama ONE
  5. Great Expectations (great-expectations/great_expectations)
  6. Monte Carlo
  7. dbt (data build tool) (dbt-labs/dbt-core)
  8. dbt-expectations (calogica/dbt-expectations)

  AI 推荐了 8 个替代方案，却始终没点名 apache/griffin。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What open source tools help define and monitor data quality metrics with detailed reports?

  你：未被推荐
  AI 推荐顺序：

  1. Great Expectations
  2. Deequ
  3. Soda Core
  4. OpenMetadata
  5. Apache Griffin
  6. Pandarallel
  7. Jinja2

  AI 推荐了 7 个替代方案，却始终没点名 apache/griffin。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of apache/griffin?

  pass
  ✓AI 明确点名了 apache/griffin

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts apache/griffin in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 apache/griffin

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo apache/griffin solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 apache/griffin

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？