Data was clean initially, but inconsistencies have crept in. Fields mean different things across records. Reports are harder to trust. I want to understand why this happens.
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Single-class Apex often feels faster when building small features.Over time, logic, SOQL, DML, and UI handling get tightly coupled.This makes the codebase fragile and difficult to extend?
We noticed that a Flow works correctly when tested as an admin, but behaves differently or fails for standard users. Sometimes records aren’t updated, or certain paths don’t execute at all. There are no obvious errors shown to users. I ...
As applications grow, developers need structure beyond “it works.”Layered architecture introduces a clear flow for data and logic.It helps teams reason about code with less mental overhead.
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We run Apex batch jobs on a schedule, and most of the time they complete successfully. Occasionally, they fail without obvious errors or with inconsistent behavior. Rerunning the same job often works. I’m trying to understand why batch jobs behave ...
Permission sets were initially simple, but over time they’ve multiplied. Users now have multiple overlapping permissions, and access issues are common. I want to understand why permission management degrades.