Example · Loyalty tier change · Type 2 history
- C001: Bronze → Gold on 1 March 2026
- Bronze revenue: 1,000
- Gold revenue: 1,500
- Revenue stays with the tier at transaction time.
XH / bossruji Data platforms
Rujikorn Ngoensaard
Senior Data Engineer | Platform Architecture
I lead enterprise data platform delivery across Azure, Databricks, and Microsoft Fabric, with a focus on lakehouse architecture, reporting migration, and governance.
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Central Pattana
Oct 2024–Present
Senior Data Engineer
I lead platform delivery, reporting migration, and governance standards, alongside managing engineers and coordinating vendors.
- Azure
- Databricks
- Microsoft Fabric
- Spark
- Power BI
Public tools
Tools I’ve built.
Pipeline operations
Pipeline Recovery Planner
Review replay, checkpoint state, and recovery evidence before an incident.
Open toolExample runbook brief · Illustrative assessment
- 54/100 · Needs design work
- Document checkpoint and state locations before production release.
- Add idempotency checks for common replay paths.
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Writing
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CDC is a production contract, not an ingestion shortcut
Change Data Capture matters because it turns source-system change into ordered, replayable data contracts, but only when teams design for snapshots, retention, schema drift, deletes, and recovery.
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Let’s talk data platforms.
For architecture, governance, or reporting challenges, send me a note.
Email me [email protected]
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