All posts by Jonathan Dough

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Avoiding Platform Event Trap in Salesforce: 7 Fatal Mistakes & Fixes

Platform Events can make Salesforce architectures faster, cleaner, and more scalable, but they can also lure teams into a dangerous trap: treating an event bus as a magic replacement for thoughtful integration design. When architects publish events without clear ownership, processing rules, retry plans, or monitoring, the result is often hidden data loss, runaway automation, […]...
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How to Factory Reset Windows 11 Step-by-Step (Without Losing Files)

When a Windows 11 computer becomes slow, unstable, cluttered with unwanted apps, or affected by persistent system errors, a factory reset can help restore performance without requiring a full manual reinstall. Windows 11 includes a built-in reset feature that allows a user to reinstall the operating system while keeping personal files such as documents, photos, […]...
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Propensity Pre-Balancing on the Target Variable

Some data sets are like a party where one group eats all the pizza. The other group gets one sad olive. This is common when we model a target variable. One class may be huge. The other may be tiny. Propensity pre-balancing is a way to make the party more fair before the real modeling […]...