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#database design

3 posts tagged with database design.

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3 min read

From Direct Queries to Clean Repositories: Refactoring a Python Scraper’s Database Layer

How I replaced raw Postgres queries with a type-safe repository pattern in a production scraper—improving testability and long-term maintainability.

pythondatabase designweb scrapingclean architecturetesting
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4 min read

Building a Persistent Preview State in HomeForged: How We Tamed Schema Mocking with Database-Backed Drafts

We replaced flaky, in-memory mocks with database-backed drafts to make previews reliable during schema changes.

full-stackdeveloper experienceform previewsdraft statedatabase design
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4 min read

From In-Memory to Database: How We Made RR Bot’s Lobby System Persistent

We replaced RR Bot’s volatile in-memory lobby state with a database-backed system for true persistence and reliability.

Discord botPHPLaravelDatabase designEloquent
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