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    Operating Model
    • Enzo Galhardo
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      • Data Governance
               
      Enzo Galhardo
      Best practices for Data Quality Rule IDs: Proposed Taxonomy design & Automating generation at scale
                                                       

      Hi Collibra Community, We are currently re-architecting our naming conventions and structural standards for Data Quality Rule assets in Collibra, integrated with an external Data Quality execution engine (Ataccama ONE). Our Current Setup & The Legacy State Technical Integration: We leverage Collibra's native 128-bit UUID as the immutable physical key, mapped directly to the DQ engine's externalId via REST APIs for metric write-backs. Current Legacy IDs: Today, our logical rule IDs rely on a simple legacy pattern like V01 , V02 , etc. Assigned manually, this approach lacks business context, carries a high risk of duplicate sequences, and clearly does not scale as rule volume grows into the hundreds or thousands. The Proposed Idea & Problem Statement We want to replace V01 with a structured, human-readable taxonomy. We are considering the following pattern: $$\text{[DOMAIN]\_[SYSTEM]\_[TABLE/ENTITY]\_[DQ\_DIMENSION]\_[SEQUENCE]}$$ (Example: FIN_SAP_CUST_CMP_001 ) However, our leadership correctly pointed out that we should not reinvent the wheel . We want to validate both the design of this taxonomy and the method of generating it to ensure long-term scalability without human friction. Questions for the Community Taxonomy Best Practice: Is [DOMAIN]_[SYSTEM]_[TABLE/ENTITY]_[DQ_DIMENSION]_[SEQUENCE] aligned with industry standards for Collibra, or does it become too rigid in practice? What naming pattern has worked best in your mature deployments? Automated Generation: How do you automate business ID generation to eliminate manual typing by Data Stewards? Do you enforce this exclusively via Collibra BPMN Workflows (Activiti / Groovy scripts) during the rule intake form? Sequence Counters: What is the recommended approach to maintain dynamic, auto-incrementing sequence counters (e.g., finding the next available _001 , _002 per domain/system) within Collibra? Out-of-the-Box / Marketplace Solutions: Are there OOTB Collibra features, Workflow building blocks, or Marketplace accelerators specifically designed for auto-incrementing asset codes? Reliable Resources & Reference Materials: If possible, could you share links to official Collibra documentation, whitepapers, community articles, or reliable study resources that cover DQ rule asset modeling and automated ID generation best practices? We would love to hear your insights on both the naming design, automation mechanics, and any reference documentation you can recommend so we can build a 100% hands-off, scalable solution! Thanks in advance for sharing your experience!

      4 hours ago
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      • DevelopersChevronRightIcon
      Populating a drop down
      S Benson
      S Benson
      Posted 10 months ago • Last reply 9 months ago
      7
               
      • Best practicesChevronRightIcon
      Help grow our Universal Metadata Model
      Dmytro Lugovyi
      Dmytro Lugovyi
      Posted 11 months ago • Last reply 9 months ago
      20
               
      • Asset ManagementChevronRightIcon
      Asset Completeness - Articulation & Trust
      Grant Rollerson
      Grant Rollerson
      Posted 10 months ago
      0
               
      • Data productsChevronRightIcon
      Need help with Data Product capability
      Aarthi Shankar
      Aarthi Shankar
      Posted 1 year ago • Last reply 11 months ago
      3
               
      • DevelopersChevronRightIcon
      Creating Explicit Relationships between Communities and "external" Assets
      Damien R
      Damien R
      Posted 1 year ago • Last reply 11 months ago
      2
               
      • DevelopersChevronRightIcon
      Weird Validation Situation
      S Benson
      S Benson
      Posted 1 year ago • Last reply 1 year ago
      6
               
      • DevelopersChevronRightIcon
      Lineage between Technical Asset and Business Asset
      Pavan Shukla
      Pavan Shukla
      Posted 1 year ago • Last reply 1 year ago
      1
               
      • Operating modelChevronRightIcon
      Attribute (Selection) | Is it possible to add more items for selection later?
      Nuriia Rose
      Nuriia Rose
      Posted 1 year ago • Last reply 1 year ago
      4
               
      • Data Quality & ObservabilityChevronRightIcon
      Asset Quality Page
      emiliawalencik1
      emiliawalencik1
      Posted 1 year ago • Last reply 1 year ago
      1