Real ChatGPT answer · index seedmdcsPTI5fX8completeB2B software · data and analytics platformscommercial
What are the critical steps to implement an automated data governance and lineage framework that satisfies SOC 2 compliance in a modern cloud stack?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the critical steps to implement an automated data governance and lineage framework that satisfies SOC 2 compliance in a modern cloud stack?
3 real searches · 1 real-search pass
AICPA SOC 2 Trust Services Criteria official security confidentiality processing integrity evidence controls data governance lineage cloudGoogle ↗
OBSERVEDReason
OpenLineage official documentation data lineage events integrationsGoogle ↗
OBSERVEDOther / navigational
AWS Glue Data Catalog data lineage Lake Formation audit logging official documentationGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
AICPA SOC 2 Trust Services Criteria official security confidentiality processing integrity evidence controls data governance lineage cloud Google ↗
OpenLineage official documentation data lineage events integrations Google ↗
AWS Glue Data Catalog data lineage Lake Formation audit logging official documentation Google ↗
- Data discovery and cataloging in AWS Glue · docs.aws.amazon.com
- Home · openlineage.io
- GitHub - OpenLineage/OpenLineage: An Open Standard for lineage metadata collection · github.com
- What is AWS Lake Formation? · docs.aws.amazon.com
- Overview · aws.github.io
- System and Organization Controls (SOC) 2 Type 2 - Microsoft Compliance · learn.microsoft.com
- SOC 2® Reporting on an Examination of Controls at a Service Organization Relevant to Security, Availability, Processing Integrity, Confidentiality, or Privacy | Publications · aicpa.com
- Trust Services Criteria · assets.ctfassets.net
- System and Organization Controls: SOC Suite of Services | Resources · aicpa.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AICPA SOC 2 Trust Services Criteria official security confidentiality processing integrity evidence controls data governance lineage cloud OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
OpenLineage official documentation data lineage events integrations OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS Glue Data Catalog data lineage Lake Formation audit logging official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |