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DP-700 Fabric Engineer Hub

DP-700 Fabric Study Portal & Dashboard

Centralized study portal, interactive readiness tracking, and curated knowledge hub for Exam DP-700: Implementing Data Engineering Solutions using Microsoft Fabric.
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🚀 Interactive Readiness & Study Tools

Objective Domain Tracker

Interactive progress checklist mapped to the 3 official DP-700 exam domains (Plan, Ingest/Transform, Monitor/Optimize). Track Readiness →

Topic Confidence Matrix

Calibrate your technical confidence across 19 subtopics with instant filtering and score persistence. Calibrate Confidence →

Active Recall Practice Drill

Practice 12 scenario-based exam questions with instant technical rationales, exam trap alerts, and MS Learn links. Start Quiz Drill →

Medallion Architecture Visualizer

Interactive architectural walkthrough of Bronze, Silver, Gold, and Real-Time Fabric pipelines. View Architecture →

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Architecture Visualizer

Microsoft Fabric End-to-End Medallion Architecture

Click a stage to inspect workloads & code
Cleaned & Conformed

3. Silver (Enriched Lakehouse)

Cleaned, deduplicated, standardized, joined, and schema-validated enterprise dataset. Serves as the trusted single source of truth.

Core Fabric Items & Workloads

Fabric Notebooks (PySpark / Delta Lake Python API)
Delta Liquid Clustering (ALTER TABLE CLUSTER BY)
Delta Maintenance (OPTIMIZE, V-ORDER, VACUUM)
Lakehouse SQL Analytics Endpoint (Read-Only T-SQL)

DP-700 Exam Best Practices

✓Apply Liquid Clustering on multi-column query filter keys (e.g. customer_id, order_date)
✓Enable V-ORDER Parquet sorting during OPTIMIZE for VertiPaq memory acceleration
✓Perform periodic VACUUM with safe retention period (>= 7 days) to preserve Delta time travel
Delta Liquid Clustering & Optimization
sql
-- Enable Liquid Clustering on multi-column query keys
ALTER TABLE silver_sales
CLUSTER BY (CustomerID, OrderDate, StoreRegion);

-- Run file compaction with VertiPaq V-Order layout
OPTIMIZE silver_sales;

-- Safely remove historical unreferenced parquet files
VACUUM silver_sales RETAIN 168 HOURS;

📚 Curated Knowledge Hub Sections

Exam Specification & Domain Breakdown

Detailed breakdown of skills measured, appointment details, ESL accommodation, and passing criteria. View DP-700 Specification →

Microsoft Learn Modules

13+ comprehensive module notes covering Lakehouses, Warehouses, Spark, Delta Lake, KQL, and Capacity Metrics. Browse Ingested Modules →

Courses & Masterclasses

Video course notes and deep dives from Will Needham, Aleksi Partanen, and Microsoft Reactor. Explore Video Courses →

Hands-On Labs & Cheatsheets

Step-by-step lab walkthroughs, T-SQL cheatsheets, PySpark snippets, and Pearson VUE ESL guides. Access Labs & Resources →