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Architecture

Insights and articles on Architecture

We had a working Python script. Here is why we rewrote it as a native sf plugin, and the design decisions that made 22 parallel security checks practical.

TL;DR: A layered architecture, a cache dependency system to avoid redundant API calls, and a configurable scoring model.

Master advanced techniques for diagnosing, preventing, and recovering from CPU timeout errors in production Salesforce environments with architectural patterns that scale.

TL;DR: CPU timeouts kill production apps. Use CPU profiling, circuit breakers, and graceful degradation patterns to build resilient Apex that handles complex business logic without hitting governor limits.

Learn how to automatically share documents with grandparent records when uploaded to child records using clean, maintainable Salesforce code patterns.

TL;DR: Use Trigger Action Framework to automatically share Assessment documents with parent Cases, preventing duplicates and ensuring proper visibility across hierarchical data structures.

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