ArcXA creates a cohesive data ecosystem, we can integrate Collibra, Informatica, and Momentic into the pipeline. These platforms serve as the data governance, ETL/integration, and quality assurance layers that bridge Equitus.AI, ClickHouse, and your JetBrains IDE.
Here is how these three platforms fit into the architecture to manage, move, and test your SQL data interconnections:
The New Architecture: Governance, ETL, and QA
[Equitus.AI] ──> [Informatica (ETL)] ──> [ClickHouse] <── [JetBrains IDE]
│ │ ▲
▼ ▼ │
[Collibra (Governance & Cataloging)] │
│ │
└─────────────> [Momentic (QA & Testing)] ───┘
1. Collibra: The Data Governance & Catalog Layer
Collibra acts as the single source of truth for your data's definition, lineage, and compliance. It doesn't store the SQL data, but it catalogs it.
SQL Interconnection: Collibra uses native JDBC/ODBC connectors to crawl ClickHouse schemas. It automatically catalogs the tables, columns, and views generated by Equitus.AI.
JetBrains Integration: Developers using a JetBrains IDE (like DataGrip) can reference the Collibra Data Dictionary via APIs or browser extensions to ensure the SQL queries they are writing use approved, compliant data definitions.
Lineage: Collibra traces data from its origin in Equitus.AI, through the ETL process, and directly into the final ClickHouse analytical tables.
2. Informatica: The Enterprise ETL/ELT Pipeline
Informatica (specifically Informatica Intelligent Data Management Cloud - IDMC) acts as the heavy-duty data mover and transformer.
SQL Interconnection: Informatica features robust, high-performance connectors for ClickHouse and standard relational/NoSQL endpoints.
The Workflow: 1. Informatica extracts the structured knowledge graphs or raw output from Equitus.AI.
2. It executes complex SQL transformations, data masking, and cleansing.
3. It pushes the optimized, columnar-friendly data directly into ClickHouse at scale.
3. Momentic: The Automated Testing & QA Layer
Momentic specializes in AI-powered end-to-end testing, ensuring that your data applications and the underlying SQL databases are functioning perfectly.
SQL Interconnection: Momentic can be configured to run automated validation tests against your ClickHouse instance.
The Workflow: When Informatica updates a table, or when a developer deploys a new SQL schema via JetBrains, Momentic runs automated regression tests. It executes test queries against ClickHouse to verify data integrity, schema consistency, and API responsiveness, alerting the team if Equitus.AI's data payload format breaks downstream reports.

No comments:
Post a Comment