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Salesforce DevOps, security, and AI — written by people who run orgs

No listicles. Practical writing about deployments, sandbox data, org security, and where AI genuinely helps the admin job — including where it doesn't.

6 min read

Salesforce admin vs developer in the age of AI

AI can help an admin produce Apex or an LWC, but generating code is not the same as owning it. Here is a practical new boundary between admin and developer work.

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7 min read

Change sets vs the Metadata API: what actually differs

A change set is not an alternative to the Metadata API — it is a UI on top of it. Once you know which frustrations come from the wrapper and which come from the engine, the upgrade decision gets much simpler.

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7 min read

Salesforce CI/CD: do you actually need a pipeline?

Every Salesforce DevOps vendor sells you a pipeline. Most small teams deploy twice a month and need something far simpler. Here is how to tell which one you are.

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6 min read

Salesforce sandbox seeding with PII masking

A fresh sandbox is empty and useless. Copying production data wholesale is a privacy incident waiting to happen. The path between the two.

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6 min read

Agentforce, Einstein, or your own AI key?

Salesforce sells AI licensed per user for customer-facing agents. Most admin teams want something quite different — and the pricing reflects that mismatch.

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