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Data Warehousing 22 Aug 2025

Migrating a Live Star from V7 to V8

Switching KC Star from always-rebuild to selective recalculation means dropping V7's triggers and installing V8's without losing data. Unlike V7's chaotic refactor, this migration ships a real verification function - and one landmine where dimension ids mean different things.

.NET 08 May 2025

When Attributes Aren't Enough

Splitting a name field, converting a string to a bool, deriving a flag from a total - some migrations are code, not metadata. This part covers VersionKit's three escape hatches and the sharp edges each one carries. Part 5 of the Entity Versioning with VersionKit series.

.NET 07 May 2025

The Watermark and the Walk

Every stored payload carries a __version stamp; every read walks it up one step at a time. This part dissects VersionKit's lazy migration pipeline - the MigrationRunner API, the JsonElement traps System.Text.Json sets for dictionary code, and reading history on purpose. Part 4 of the Entity Versioning with VersionKit series.

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Applied AI

Agentic AI & Cloud Engineer · multi-agent systems, RAG and MCP on AWS

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C#, .NET 10 and ASP.NET Core microservices on AWS and Azure · Terraform & AWS CDK

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AWS lakehouse · Kinesis, Glue (PySpark), Apache Iceberg, Lake Formation

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