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Three SFMC traps the MC-202 prep made us re-documentMarketing Cloud

Apr 29, 2026

Three SFMC traps the MC-202 prep made us re-document

An engineer at Sapota cleared the MC-202 exam in 52 minutes after two weeks of prep. The exam itself was straightforward, but re-reading the docs surfaced three production traps even hands-on teams misread. We rebuilt the SFMC handover doc around them.

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Agentic RAG knowledge library orchestrationAI Agents

Apr 28, 2026

Agentic RAG: what it actually costs versus what it actually delivers

A founder's CTO came back from a vendor pitch convinced agentic RAG was the next quarter's roadmap. Eighteen tools, multi-step reasoning, autonomous decisions. The bill the vendor implied was 5x their current model spend, the latency target was a real-time chat product, and nobody had asked what fraction of their queries actually needed an agent.

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Purchase order approval processDynamics 365

Apr 27, 2026

PO approval at scale in D365: rule-based procurement workflows

A multinational distributor processing hundreds of POs daily across warehouses needs approvals driven by item category, vendor performance, and amount - plus exception handling for urgent buys. The answer is Procurement and Sourcing workflows with rule-based conditions, not basic overrides or bypass paths.

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