DP-700 card pack: Microsoft Certified Fabric Data Engineer Associate

DP-700

Fabric Data Engineer

series
2026
contents
5 cards
  1. Ultra rare No. 1/5
    Microsoft Certified Associate badge

    Microsoft Certified: Fabric Data Engineer Associate

    Exam DP-700 · Juan Mallo · November 2026

    Voucher by Aleksi · Fabric Forge

    Series 2026 DP-700

  2. Stage 1 Evolves from Everyone Is Admin

    Pangard

    CU30–35%

    Domain 1 · Implement and manage an analytics solution

    • Row-Level Lockdown

      Row-, column-, object- and file-level security: everyone sees only what they should. Dynamic data masking hides the rest.

    • Ship It Safely

      Dev → test → prod with deployment pipelines, version control and database projects.

    weakness
    hardcoded secrets
    resistance
    “can I get admin?”
    retreat

    Nothing ships without a pipeline. Nothing opens without a role.

    Illus. Juan Mallo · Gen-AI Rare · 2/5

  3. Stage 1 Evolves from Cron Job

    Pipethon

    CU30–35%

    Domain 2 · Ingest and transform data

    • Incremental Load

      Brings in only what changed. Full loads when it must, streaming loads when it can’t wait.

    • Late-Arriving Catch

      Handles duplicate, missing and late-arriving data, then shapes it for a dimensional model.

    weakness
    schema drift
    resistance
    messy CSVs
    retreat

    Full or incremental, batch or stream: the data arrives.

    Illus. Juan Mallo · Gen-AI Rare · 3/5

  4. Stage 1 Evolves from Excel Macro

    Parrquet

    Used acrossall 3 domains

    Languages · PySpark, SQL and KQL

    • Right Tool

      Picks dataflows, notebooks or T-SQL, whichever the job needs.

    • Triple Query

      Transforms data with PySpark, SQL and KQL, batch or streaming.

    weakness
    tabs vs spaces
    resistance
    Excel exports
    retreat

    Speaks PySpark, T-SQL and KQL, and knows which one the job needs.

    Illus. Juan Mallo · Gen-AI Rare · 4/5

  5. Stage 1 Evolves from print()

    Meertric

    CU30–35%

    Domain 3 · Monitor and optimize an analytics solution

    • Alert Call

      Monitors ingestion, transformation and semantic model refresh, and raises the alarm.

    • Tune Up

      Resolves pipeline, notebook and T-SQL errors, then optimizes lakehouse tables, Spark and queries.

    weakness
    silent failures
    resistance
    “works on my machine”
    retreat

    Spots the failed refresh before anyone else does.

    Illus. Juan Mallo · Gen-AI Rare · 5/5