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    1 / 100Sep 2026

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    Heavy on the exam

    Multi-Agent and Long-Horizon Task Design
    System Prompt and Instruction Design
    Memory Architecture with Lakebase and ML

    Experience & advice

    Databricks Certified Context Engineer Associate Certification I just passed the certification after using CertSafari as my main practice test platform. The questions on the official exam are 2-3x the length of the ones on CertSafari. They aren't harder in terms of technical content, but the scenario building is very different and much longer, some questions had 4-5 sentences plus 3 bullet points. The questions on CertSafari are technically sound but very easy to read, so they don't really prepare you for the exam's format. 50 questions in 90 minutes, it took me 88 minutes to complete, and it was long and exhausting.