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Cloud Scale Analytics in a Box
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CSA Loom
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Get Started
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Comparisons
Comparisons
Cloud Scale Analytics in a Box vs Microsoft Fabric
CSA Loom vs Microsoft Fabric
Azure vs a competing integration platform
Azure vs a competing cloud API stack
Decision Trees
Decision Trees
Batch vs Streaming
Delta vs Iceberg vs Parquet
ETL vs ELT
Fabric vs Databricks vs Synapse
Kafka vs Event Hubs vs Service Bus
Lakehouse vs Warehouse vs Lake
Materialize vs Virtualize
RAG vs Fine-Tune vs Agents
Azure SQL vs Cosmos vs Postgres
Power BI vs Custom Dashboards
ADF vs Databricks vs Fabric Pipelines
Managed Identity vs Service Principal
Azure OpenAI vs Open-Source Models
Best Practices
Best Practices
Medallion Architecture
Data Engineering
Data Governance
Security & Compliance
Infrastructure as Code & CI/CD
Cost Optimization
Monitoring & Observability
Performance Tuning
Disaster Recovery
API-First Data Strategy
Zero-Move Data Architecture
Multi-Model AI Orchestration
Extended Topics
Extended Topics
Data Quality (extended)
Global Distribution
Migration Strategies
Power BI Optimization
Cost Optimization (extended)
Data Governance (extended)
ML Operations
Network Security
Performance Optimization
Security (extended)
Serverless SQL
SQL Performance
ADRs
ADRs
0001: ADF + dbt over Airflow
0002: Databricks over OSS Spark
0003: Delta Lake over Iceberg
0004: Bicep over Terraform
0005: Event Hubs over Kafka
0006: Purview over Atlas
0007: Azure OpenAI over Self-Hosted
0008: dbt Core over dbt Cloud
0009: SQLite to Postgres
0010: Fabric Strategic Target
0011: Multi-Cloud Scope
0012: Data Mesh Federation
0013: dbt as Canonical Transform
0014: MSAL BFF Auth Pattern
0015: Postgres Portal Persistence
0016: Async Store Backend
0017: RAG Service Layer
0018: Fabric RTI Adapter
0019: BFF Reverse Proxy
0020: Portal Observability
0021: Two Rate Limiters
0022: Copilot Surfaces vs Docs Widget
0023: Release-please PRs auto-pass required status checks
0024: Two-tier test layout — per-package units + central integration
0025: APIM as the Integration Fabric
0026: MS Learn MCP as External Grounding
Governance
Governance
Data Access
Data Cataloging
Data Lineage
Data Quality
Metadata Management
Purview Setup Guide
Multi-Region
Multi-Tenant
Disaster Recovery
Build
Build
Tutorials
Tutorials
01 – Foundation Platform
02 – Data Governance with Purview
03 – GeoAnalytics (OSS)
04 – GeoAnalytics with ArcGIS Enterprise
05 – Real-Time Streaming (Lambda)
06 – AI Analytics with Azure AI Foundry
07 – AI Agents with Semantic Kernel
08 – RAG with Azure AI Search
09 – GraphRAG Knowledge Graphs
10 – Data Marketplace
11 – Data API Builder
12 – Monitoring & Observability
13 – Security Zero Trust
14 – Cost Optimization
15 – Multi-Tenant Onboarding
16 – dbt Development Workflow
17 – Copilot Integration
Great Expectations (legacy)
End-to-End Examples
End-to-End Examples
AI Agents
Casino Analytics (Tribal)
Commerce Economic Analytics
Cybersecurity (MITRE ATT&CK)
Data API Builder
DOT Transportation
EPA Environmental
Fabric Data Agent
Fabric E2E (Retail Sales)
Financial Fraud Detection
GeoAnalytics
Healthcare Clinical Analytics
Interior Natural Resources
IoT Streaming
Manufacturing IoT
ML Lifecycle (Loan Default)
NASA — API-First Multi-Model
NOAA Climate & Ocean
Retail Demand Forecasting
Streaming
Tribal Health
USDA Agriculture
USPS Postal Operations
Patterns
Patterns
Cosmos DB Patterns
AKS & Container Apps for Data
LLMOps & Evaluation
Networking & DNS Strategy
Observability with OpenTelemetry
Streaming & CDC
Power BI & Fabric Roadmap
Guides
Guides
Data Platform
Data Platform
Databricks
Databricks Best Practices
Databricks Multi-Cloud (Azure as core)
Unity Catalog
Azure Synapse
Microsoft Fabric
ADLS Gen2
Azure SQL
SQL Server Integration
Cosmos DB
Analytics & AI
Analytics & AI
Power BI
Azure Data Explorer
Azure AI Foundry
Azure AI Search
LLM data safety (8-layer guide)
Integration & Governance
Integration & Governance
ADF Setup
Self-Hosted IR
Event Hubs
Microsoft Purview
Build an internal Data Marketplace
APIM Data-Mesh Gateway
APIM as the Universal API Gateway
APIM + MCP Layered Orchestration
Zero-Trust API Governance (Federal)
Quality & Performance
Quality & Performance
Data Quality Playbook
Performance Testing
Infrastructure & OSS
Infrastructure & OSS
IaC & CI/CD
OSS Ecosystem
OSS Migration Playbook
OSS Monitoring
DevOps
DevOps
DevOps Documentation
Automated Testing for Synapse Analytics
Databricks CI/CD
CI/CD for Azure Synapse Analytics
Security Best Practices for DevOps
Multi-Cloud
Multi-Cloud
Overview
Overview
What is multi-cloud?
Whitepaper
Best practices
Best practices
Identity (Entra federation hub)
Data (Delta + Iceberg portability)
AI (OpenAI-compatible standards)
Network (private cross-cloud spine)
Governance (Purview + Unity Catalog)
How-to
How-to
Federate AWS to Entra ID
Federate GCP to Entra ID
Share Delta tables across clouds
Cross-cloud disaster recovery
Use Cases & White Papers
Use Cases & White Papers
White Papers & Resources
Platform Research Report
Industries
Industries
Financial Services
Manufacturing
Retail & CPG
Energy & Utilities
Telecommunications
Life Sciences & Genomics
Government & Public Sector
Government & Public Sector
Antitrust Analytics on Azure
DOJ Antitrust: Step-by-Step Domain Build
Government Data Analytics on Azure
DOT Transportation Analytics
FAA Aviation Analytics
EPA Environmental Analytics
NOAA Climate & Ocean Analytics
NASA Earth Science Analytics
Interior Natural Resources
USDA Agricultural Analytics
USPS Postal Operations
Commerce Economic Analytics
Legal & Regulatory
Legal & Regulatory
AI Document Analytics & eDiscovery
Healthcare
Healthcare
IHS & Tribal Health Analytics
Financial Services & Gaming
Financial Services & Gaming
Real-Time Intelligence: Anomaly Detection
Casino & Gaming Analytics
Cybersecurity
Cybersecurity
Federal Cybersecurity & Threat Analytics
Microsoft Fabric
Microsoft Fabric
Unified Analytics on Fabric
Multi-Cloud
Multi-Cloud
Data Virtualization with Azure
API-First Data Strategy
API-First Data Strategy
Whitepaper — API-First Data Strategy on Azure
API-First Multi-Model AI Ecosystem
Dataverse API Integration
Enterprise Asset Management through APIM
Cross-Platform Integration (Connective Tissue)
Solution Store — CSA Loom Accelerator
Research
Research
Enterprise Data Platforms 2026
AI Readiness Framework
Data Mesh Maturity Model
Federal Cloud Adoption Trends
Whitepaper — API-First Data Strategy on Azure
Solutions
Solutions
Azure Real-Time Analytics
Azure Real-Time Analytics
Architecture
Architecture
Solution Components Overview
Data Flow Architecture
Network Architecture
Security Architecture
Implementation
Implementation
Azure OpenAI Integration
Batch Processing Setup
Data Quality Implementation
Databricks Workspace Setup
Deployment Guide
Identity Setup
Kafka Setup
MLflow Setup
Network Setup
Power BI Setup
Security Setup
Storage Setup
Stream Processing
Operations
Operations
Dashboards
Disaster Recovery
Incident Management
Log Analysis
Maintenance
Monitoring Setup Guide
Performance
Security Monitoring
Troubleshooting
Change Feed Processor
Data Lineage Solution
Logic Apps Integration
ML Pipeline
Real-Time Dashboards
Operate
Operate
Runbooks
Runbooks
Data Pipeline Failure
Break-Glass Access
DR Drill
dbt CI
Dead Letter Queue
Key Rotation
Security Incident
Tenant Onboarding
Fabric Capacity Management
Databricks Cost Runaway
Azure OpenAI Throttling
Cost Alert Response
Certificate Expiration
Purview Scan Failure
Portal Rollout Strategy
Azure Deployment Service Principal
Copilot Studio Agent Rotation
Release-Please Status Bypass
Compliance
Compliance
NIST 800-53 Rev 5
FedRAMP Moderate
CMMC 2.0 Level 2
HIPAA Security Rule
SOC 2 Type II
PCI-DSS v4.0
GDPR & EU Data Boundary
StateRAMP
CJIS Security Policy
ITAR
DoD IL4/IL5
Section 508 / WCAG
CIPSEA (federal statistical)
CIPSEA Operational Playbook
Assessments
Assessments
Migration Readiness
Platform Maturity
Compliance Gap Analysis
Migrations
Migrations
Migration Hub (all playbooks)
Cost Management
Rollback
Troubleshooting
Supply Chain Security
Monitoring
Monitoring
Deployment Monitoring
Logging and Monitoring in Azure Synapse Analytics
Monitoring Setup Guide
Security Monitoring
Spark Monitoring
SQL Monitoring
Service Monitoring
Service Monitoring
Databricks
Databricks
Delta Live Tables Monitoring
HDInsight
HDInsight
Storage
Storage
Synapse
Synapse
Dedicated SQL Pool Monitoring
Security Guides
Security Guides
Synapse Security Best Practices
Synapse Security & Compliance Guide
Reference
Reference
Log Schema
Environment Protection
Government Service Matrix
Microsoft Fabric in Azure Government
FAQ
Quick Guides
Quick Guides
Delta Lake Guide
Serverless SQL Guide
Azure Service Reference
Azure Service Reference
Azure Analytics Glossary
Azure Regions Reference for Synapse
KQL Reference
Regional Compliance and Data Governance
Synapse Security Checklist
Synapse Security Reference
Spark Configuration
Cosmos DB
Cosmos DB
Cosmos DB Global Distribution
Security Checklist (extended)
Storage
Storage
Custom Domains
Geo-Replication
Synapse
Synapse
Custom Connectors
Environment Setup
Stream Analytics
Stream Analytics
Learn (reference library)
Learn (reference library)
Setup Guide
01. Overview
01. Overview
Architecture Patterns Overview
Service Selection Guide
Azure Cloud Scale Analytics Service Catalog
Quick Start Guides
Quick Start Guides
Data Factory Quickstart
Databricks Quickstart
Stream Analytics Quickstart
Synapse Quickstart
02. Services
02. Services
01 Overview
01 Overview
Analytics Compute
Analytics Compute
Azure Databricks
Azure Databricks
Azure Databricks Workspace Setup
Delta Live Tables
Delta Live Tables
Mlflow Integration
Mlflow Integration
Unity Catalog
Unity Catalog
Azure Hdinsight
Azure Hdinsight
HDInsight Cluster Types
HDInsight Migration Guide
Azure Synapse
Azure Synapse
Data Explorer Pools
Data Explorer Pools
Dedicated SQL
Dedicated SQL
Dedicated SQL Pool Sizing Guide
Pipelines
Pipelines
Pipeline Lineage Tracking
Shared Metadata
Shared Metadata
Spark Pools
Spark Pools
Spark Pool Configuration - Azure Synapse Analytics
Spark Pool Performance Tuning - Azure Synapse Analytics
Delta Lakehouse
Delta Lakehouse
Cross-Region Delta Lake Setup - Azure Synapse Analytics
Multi-Tenant Delta Lake Patterns
Schema Evolution Strategies - Delta Lake
SQL Pools
SQL Pools
Dedicated SQL
Dedicated SQL
Serverless SQL
Serverless SQL
Data Governance
Data Governance
Azure Purview
Azure Purview
Azure Purview Data Lineage
Orchestration Services
Orchestration Services
Azure Data Factory
Azure Data Factory
CI/CD for Azure Data Factory
Azure Data Factory Pipeline Patterns
Data Flows
Data Flows
Integration Runtime
Integration Runtime
Azure Logic Apps
Azure Logic Apps
Workflow Automation with Azure Logic Apps
Storage Services
Storage Services
Azure Cosmos DB
Azure Cosmos DB
Analytical Store (HTAP) in Azure Cosmos DB
API Selection Guide for Azure Cosmos DB
Change Feed in Azure Cosmos DB
Partitioning Strategies for Azure Cosmos DB
Azure Data Lake Gen2
Azure Data Lake Gen2
Access Control in ADLS Gen2
Data Lifecycle Management in ADLS Gen2
Hierarchical Namespace in ADLS Gen2
Performance Optimization in ADLS Gen2
Azure SQL Database
Azure SQL Database
Elastic Pools - Azure SQL Database
Hyperscale Tier - Azure SQL Database
Streaming Services
Streaming Services
Azure Event Grid
Azure Event Grid
Event-Driven Architecture
System Topics
Azure Event Hubs
Azure Event Hubs
Event Hub Capture to Storage
Event Streaming Basics
Kafka Compatibility
Schema Registry
Azure Stream Analytics
Azure Stream Analytics
Anomaly Detection
Edge Deployments
Stream Processing Basics
Windowing Functions
03. Architecture Patterns
03. Architecture Patterns
Batch Architectures
Batch Architectures
Data Lake Analytics Architecture Pattern
Data Mesh Architecture Pattern
Data Warehouse Patterns
Hub and Spoke Architecture Model
Medallion Architecture - Lakehouse Pattern
Data Patterns
Data Patterns
CQRS Pattern
Event Sourcing Pattern
Governance Patterns
Governance Patterns
Hybrid Architectures
Hybrid Architectures
Global Data Distribution Patterns
HTAP (Hybrid Transactional/Analytical Processing) Patterns
Kappa Architecture
Lambda Architecture
Lambda-Kappa Hybrid Architecture
Polyglot Persistence Architecture
Integration Patterns
Integration Patterns
Hybrid Connectivity Patterns
Saga Pattern
ML Patterns
ML Patterns
ML Model Deployment Patterns
Reference Architectures
Reference Architectures
Enterprise Data Warehouse Modernization Reference Architecture
Financial Services Reference Architecture
Healthcare Analytics Reference Architecture
IoT Analytics Reference Architecture
ML Pipeline Reference Architecture
Retail Analytics Reference Architecture
Service Architectures
Service Architectures
Azure Synapse Analytics Delta Lakehouse Architecture
Private Link Architecture
Delta Lakehouse
Delta Lakehouse
Azure Synapse Analytics Delta Lakehouse Detailed Architecture
Feature Store
Feature Store
Serverless SQL
Serverless SQL
Azure Synapse Analytics Serverless SQL: Detailed Architecture
Azure Synapse Serverless SQL Architecture
Shared Metadata
Shared Metadata
Azure Synapse Shared Metadata - Code Examples
Azure Synapse Shared Metadata Architecture - Visual Guides
Azure Synapse Shared Metadata Architecture
Streaming Architectures
Streaming Architectures
CQRS (Command Query Responsibility Segregation) Pattern
Event Sourcing Architecture Pattern
Kappa Architecture Pattern
Lambda Architecture Pattern
Time Series Analytics Patterns
04. Implementation Guides
04. Implementation Guides
Databricks
Databricks
Delta Sharing Setup Guide
Feature Engineering Guide
Feature Store Setup Guide
MLOps Pipeline Implementation
ML Model Monitoring Guide
Row-Level Security Implementation
Unity Catalog External Locations
End To End Solutions
End To End Solutions
Customer 360
Customer 360
Fraud Detection
Fraud Detection
Iot Analytics
Iot Analytics
Predictive Maintenance
Predictive Maintenance
Real Time Dashboard
Real Time Dashboard
Integration Scenarios
Integration Scenarios
Change Data Capture with Azure Data Factory
Change Data Capture with Databricks
Change Data Capture with Synapse Analytics
Data Mesh Integration Patterns
Event-Driven Data Pipelines - Automated ETL with Event Grid
Event Grid Integration with Event Hubs
Event Grid Integration with Azure Functions
Event Grid Integration with Logic Apps
Event Hubs Integration with Databricks
Event Hubs Integration with Azure Functions
Event Hubs Integration with Stream Analytics
Event Hubs with Databricks - Structured Streaming
ML Real-Time Scoring Integration
Purview and Synapse Integration
Stream Analytics to Cosmos DB - Global Operational Data
Stream Analytics Integration with Event Grid
Stream Analytics Integration with Azure Functions
Stream Analytics to Synapse - Lambda Architecture
Streaming to Data Lake - Event Hubs Capture
Streaming to SQL - Stream Analytics to Azure SQL
Synapse and Databricks Integration
Migration Guides
Migration Guides
05. Best Practices
05. Best Practices
Cross Cutting Concerns
Cross Cutting Concerns
Azure Storage Cost Optimization
Cost Optimization
Cost Optimization
Event Hubs Capture Cost Optimization
Cost Optimization Best Practices for Azure Synapse Analytics
Azure Databricks Cost Optimization
Data Governance
Data Governance
Data Governance Best Practices for Azure Synapse Analytics
Data Retention Policies
Metadata Governance
Development
Development
Pipeline Optimization
Stream Analytics Query Development
Event Handling
Event Handling
Event Grid Patterns
Networking
Networking
Databricks Networking Best Practices
Network Security Best Practices
Performance
Performance
Performance Optimization Best Practices
Streaming Workload Optimization
Synapse-Specific Performance Optimization
Security
Security
Security Best Practices for Azure Synapse Analytics
Storage
Storage
Capture Optimization
Operational Excellence
Operational Excellence
Alerting Strategies
Disaster Recovery for Analytics Workloads
Edge and Offline Handling
Event Grid Reliability
Event Hubs Disaster Recovery
Monitoring Best Practices
Reliability Patterns
Disaster Recovery for Streaming Workloads
Service Specific
Service Specific
Databricks
Databricks
Delta Lake Optimization
Delta Lake Best Practices
MLOps Best Practices
Hdinsight
Hdinsight
Storage
Storage
Synapse
Synapse
Data Explorer Best Practices
Dedicated SQL Pool Best Practices
Serverless Sql Best Practices
Spark Best Practices
Spark Performance Tuning
Sql Performance
06. Code Examples
06. Code Examples
Delta Lake Guide
Emerging Patterns and Modern Integrations
Comprehensive Azure Integration Guide for Synapse Analytics
Comprehensive Serverless SQL Guide for Azure Synapse Analytics
By Service
By Service
Event Hubs
Event Hubs
Stream Analytics
Stream Analytics
Synapse
Synapse
Delta Lake
Delta Lake
CDC
CDC
Change Data Capture (CDC) with Delta Lake in Azure Synapse Analytics
Ingestion
Ingestion
Auto Loader for Delta Lake in Azure Synapse Analytics
Optimization
Optimization
Delta Table Optimization in Azure Synapse Analytics
Integration
Integration
Azure Data Factory Integration with Azure Synapse Analytics
Azure Machine Learning Integration with Azure Synapse Analytics
Microsoft Purview Integration with Azure Synapse Analytics
Integration Examples
Integration Examples
Streaming Pipeline
Streaming Pipeline
Serverless SQL
Serverless SQL
Serverless SQL Query Optimization in Azure Synapse Analytics
07. Troubleshooting
07. Troubleshooting
Troubleshooting Authentication and Authorization Issues in Azure Synapse Analytics
Common Errors - CSA in-a-Box
Troubleshooting Connectivity Issues in Azure Synapse Analytics
Troubleshooting Delta Lake Issues in Azure Synapse Analytics
Guided Troubleshooting
General Performance Troubleshooting - CSA in-a-Box
Troubleshooting Pipeline Issues in Azure Synapse Analytics
Security Troubleshooting - CSA in-a-Box
Troubleshooting Serverless SQL Pool in Azure Synapse Analytics
Spark Troubleshooting Guide
Service Troubleshooting
Service Troubleshooting
Cosmosdb
Cosmosdb
Azure Cosmos DB Partition Troubleshooting
Azure Cosmos DB Query Performance Troubleshooting
Azure Cosmos DB RU Optimization
Databricks
Databricks
Azure Databricks Memory Issues Troubleshooting
Hdinsight
Hdinsight
Storage
Storage
Synapse
Synapse
Azure Synapse Connectivity Troubleshooting
Azure Synapse Query Performance Troubleshooting
Azure Synapse Scaling Troubleshooting
08. Reference
08. Reference
API References
API References
Limits Quotas
Limits Quotas
10. Security
10. Security
Administration
Administration
Documentation Usage Reporting Guide
Workspace Management
API
API
API Guide
Diagrams
Diagrams
Azure Synapse Analytics Architecture Diagrams
Data Governance Architecture Diagrams for Azure Synapse Analytics
Delta Lakehouse Architecture Description
Delta Lakehouse Architecture Diagram
Process Flowcharts for Azure Synapse Analytics
Security Implementation Diagrams for Azure Synapse Analytics
Serverless SQL Architecture Description
Serverless SQL Pool Architecture Diagram
Shared Metadata Architecture Description
Examples
Examples
Architecture Patterns
Architecture Patterns
Batch
Batch
Data
Data
Solution References
Solution References
Azure Realtime Analytics
Azure Realtime Analytics
Docs
Docs
Architecture
Architecture
Databricks Component Architecture
Data Flow Architecture
Architecture Overview
Security Architecture
Implementation
Implementation
Power BI Integration Guide
Integration
Integration
Azure Machine Learning Integration Guide
Monitoring
Monitoring
Guides
Guides
Monitoring Guide
Multimedia
Multimedia
Interactive Demos
Interactive Demos
Interactive Architecture Explorer
Interactive Cost Calculator
Data Flow Interactive Designer
Data Lineage Explorer - Interactive Visualization Demo
Migration Assessment Wizard - Interactive Tool
Monitoring Dashboard Builder
Visual Pipeline Builder Demo
Query Optimizer Interactive Demo
Resource Planner - Interactive Capacity Calculator
Interactive Schema Designer
Security Configuration Wizard
Spark Notebook Interactive Sandbox
SQL Query Interactive Playground
Synapse Workspace Interactive Tour
API
API
Components
Components
Guides
Guides
Accessibility Guidelines for Interactive Demos
Interactive Demo Development Guide
Performance Optimization for Interactive Demos
Presentations
Presentations
Best Practices Deck
Conference Talks
Cost-Benefit Analysis
Customer Success Stories
Executive Overview Presentation
Industry Solutions
Migration Planning
Partner Enablement
Roadmap Presentation
Sales Enablement
Security & Compliance
Technical Deep Dive Presentation
Training Decks
Workshop Materials
Guides
Guides
Presentation Accessibility Guide
Presentation Best Practices Guide
Brand Guidelines
Presentation Customization Guide
Export Settings Guide
Resources
Resources
Animations
Animations
Charts
Charts
Objects
Objects
Text
Text
Transitions
Transitions
Backgrounds
Backgrounds
Charts
Charts
Diagrams
Diagrams
Icons
Icons
Azure
Azure
Images
Images
Abstract
Abstract
Office
Office
Team
Team
Technology
Technology
Layouts
Layouts
Video Tutorials
Video Tutorials
Video Script: Advanced Azure Synapse Features
Video Script: CI/CD Pipelines for Azure Synapse
Video Script: Azure Data Factory Pipeline Creation
Video Script: Delta Lake Essentials
Video Script: Disaster Recovery for Azure Synapse
Video Script: Azure Event Hubs Streaming Patterns
Video Script: IoT Hub Integration with Synapse Analytics
Video Script: Monitoring Dashboards for Azure Synapse
Video Script: Performance Tuning for Azure Synapse
Video Script: Power BI Reporting with Azure Synapse
Video Script: Security Best Practices for Azure Synapse Analytics
Video Script: Serverless SQL Mastery
Video Script: Spark Pools Deep Dive
Video Script: Azure Stream Analytics Introduction
Video Script: Azure Synapse Analytics Fundamentals
Guides
Guides
Video Accessibility Guidelines
Video Production Equipment Requirements
Video Production Best Practices
Recording Quality Guide
Script Writing Guidelines for Video Tutorials
Templates
Templates
Video Review Checklist Template
Video Script Template
Video Shot List Template
Scripts
Scripts
Architecture
Architecture
Architecture Foundation Video Script
Data Lake Architecture Video Script
Serverless SQL Architecture Video Script
Best Practices
Best Practices
Performance Best Practices Video Script
Implementation
Implementation
Workspace Setup Implementation Script
Troubleshooting
Troubleshooting
Common Issues Troubleshooting Script
Storyboards
Storyboards
Architecture
Architecture
Architecture Foundation Storyboard
Data Lake Architecture Storyboard
Serverless SQL Architecture Storyboard
Performance
Performance
Performance Benchmarks for Azure Synapse Analytics
Resources
Resources
Azure Analytics Customer Case Studies
Cloud Analytics Platform Competitive Analysis
Executive FAQ - Azure Cloud Scale Analytics
Cloud Analytics Market Research & Trends
Solutions
Solutions
Azure Realtime Analytics
Azure Realtime Analytics
Architecture
Architecture
Components
Data Flow
Network
Security
Implementation
Implementation
Azure Openai
Batch Processing
Data Quality
Databricks Setup
Deployment Guide
Identity Setup
Kafka Setup
Mlflow
Network Setup
Power Bi
Security Setup
Storage Setup
Stream Processing
Operations
Operations
Dashboards
Disaster Recovery
Incident Management
Log Analysis
Maintenance
Monitoring Setup Guide
Performance
Troubleshooting
Tutorials
Tutorials
Interactive Tutorial: End-to-End Data Pipeline in Synapse Analytics
Advanced
Advanced
Hadoop Migration Workshop
HBase on HDInsight
Kafka Streaming on HDInsight
Kafka on HDInsight
Architecture Patterns
Architecture Patterns
Architecture Pattern Tutorials - Implementation Summary
Prerequisites and Setup Guide
PATTERN NAME] - Complete Tutorial
Batch
Batch
Data Mesh - Complete Tutorial
Hub & Spoke Model - Complete Tutorial
Medallion Architecture - Complete Tutorial
Hybrid
Hybrid
HTAP Patterns - Complete Tutorial
Lambda-Kappa Hybrid - Complete Tutorial
Polyglot Persistence - Complete Tutorial
Reference
Reference
Financial Services Analytics - Complete Tutorial
Healthcare Analytics - Complete Tutorial
IoT Analytics - Complete Tutorial
Retail Analytics - Complete Tutorial
Streaming
Streaming
CQRS Pattern - Complete Tutorial
Event Sourcing - Complete Tutorial
Kappa Architecture - Complete Tutorial
Lambda Architecture - Complete Tutorial
Beginner
Beginner
Azure Data Lake Storage Gen2 Quickstart
Azure Cosmos DB Quickstart
Azure Databricks Notebooks Introduction
Azure Databricks Quickstart
Delta Lake Basics
Azure Event Hubs Quickstart
HDInsight Hadoop Introduction
Azure HDInsight Quickstart
Streaming Concepts
Azure Synapse Analytics Quickstart
Certification Prep
Certification Prep
DP-203: Azure Data Engineer Associate - Certification Study Guide
DP-203 Certification Preparation Guide
Platform Administrator Certification Path
Code Labs
Code Labs
Advanced Analytics with Azure Synapse Lab
Infrastructure as Code with Bicep Lab
CI/CD for Analytics Pipelines Lab
Implementing Compliance Controls Lab
Data Security and Encryption Lab
Delta Lake Deep Dive Lab
ML Pipeline with Azure ML Lab
PowerShell Automation Scripts Lab
PySpark Data Processing Fundamentals Lab
SQL Query Optimization Lab
Real-Time Streaming Analytics Lab
Data Factory
Data Factory
Azure Data Factory Fundamentals
Azure Data Factory Environment Setup
Integration Runtime Configuration
Linked Services & Datasets
Multi-Source Data Integration
Secure Connectivity Patterns
Basic Pipeline Activities
Advanced Pipeline Orchestration
Data Transformation Patterns
Error Handling & Retry Logic
Mapping Data Flows
Wrangling Data Flows
Pipeline Triggers & Scheduling
Pipeline Dependency Management
Monitoring & Alerting
Performance Optimization
CI/CD Integration
Environment Management
Integration
Integration
Cross-Region Integration Tutorial
Data Lakehouse Integration Tutorial
Hybrid Cloud Integration Tutorial
ML Pipeline Integration Tutorial
Power Bi
Power Bi
Intermediate
Intermediate
Spark on HDInsight
Machine Learning on Databricks
Intermediate Spark Pool Tutorial
Spark SQL Tutorial
Intermediate SQL Pool Tutorial
Intermediate Stream Analytics Tutorial
Learning Paths
Learning Paths
Data Analyst Learning Path
Data Engineer Learning Path
Platform Administrator Learning Path
Architect
Architect
Architecture Patterns
Integration Patterns
Security Governance
Cost Optimization
Assessment
Assessment
Role Assessment Quiz
Certification
Certification
DP-203: Azure Data Engineer Associate Certification Prep
AZ-104: Azure Administrator Associate Certification Prep
Data Engineer
Data Engineer
Synapse Basics
Data Pipelines
Performance Tuning
Monitoring Ops
Data Scientist
Data Scientist
Spark Analytics
Ml Integration
Real Time Scoring
Advanced Patterns
Devops
Devops
Infrastructure Automation
Cicd Analytics
Monitoring Alerting
Disaster Recovery
Transitions
Transitions
Stream Analytics
Stream Analytics
Tutorial 1: Environment Setup and Prerequisites
Data Generator
Tutorial 2: Data Generators and Simulators
Tutorial 3: Stream Analytics Job Creation
Tutorial 4: Basic Query Development
Tutorial 5: Windowing Functions
Joins Temporal
Tutorial 6: Joins and Temporal Operations
Tutorial 7: Anomaly Detection
Tutorial 8: Power BI Integration
Powerbi Integration
Tutorial 9: Azure Functions Integration
Functions Integration
Tutorial 10: Performance Tuning and Optimization
Tutorial 11: Error Handling and Resilience
Synapse
Synapse
Tutorial 1: Environment Setup and Prerequisites
Getting Started
Tutorial 2: Synapse Workspace Basics
Tutorial 3: Data Lake Setup and Configuration
Tutorial 4: Batch Data Ingestion
Tutorial 5: Real-time Streaming Ingestion
Tutorial 6: Spark Pool Configuration
Tutorial 07: PySpark Processing in Azure Synapse
Tutorial 8: Delta Lake Operations
Tutorial 9: Serverless SQL Queries
Tutorial 10: Dedicated SQL Pools
Tutorial 11: Power BI Integration
Tutorial 12: Security Configuration
Tutorial 13: Monitoring and Diagnostics
Tutorial 14: CI/CD Setup
Code Labs — PySpark Fundamentals
CSA Loom
CSA Loom
Overview
Overview
What is CSA Loom
Whitepaper
Parity Matrix
Architecture & Decisions
Architecture & Decisions
Reference Architecture
Portal Architecture (where admins + users go)
Console Access Patterns
UX Standards (Fabric-grade floor for every surface)
ADRs
ADRs
fiab-0001 — Fabric feature scope
fiab-0002 — Hybrid compute
fiab-0003 — Catalog layering
fiab-0004 — Direct Lake parity
fiab-0005 — Activator engine
fiab-0006 — Mirroring engine
fiab-0007 — Console framework
fiab-0008 — Deployment shape
fiab-0009 — Copilot orchestration
fiab-0010 — Container host
fiab-0011 — Tenancy model
fiab-0012 — Forward migration
Deployment
Deployment
Quick Start (60 minutes)
From azd CLI
Continuous-deployment pipelines
Continuous-deployment pipelines
GitHub Actions
Azure DevOps Pipelines
Bicep CLI direct
Terraform wrapper
For Azure Commercial
For Azure Government (GCC)
For Azure Government (GCC-High / IL4)
Multi-Subscription Multi-Tenant
Upgrade Lifecycle
Marketplace (deferred to backlog)
Workloads
Workloads
OneLake parity
Data Engineering
Data Engineering
Parity
Editor — Lakehouse
Editor — Notebook
Editor — Data pipeline
Editor — Dataflow Gen2
Editor — Mirrored Database
Editor — Spark Job Definition
Editor — Environment
Editor — Copy Job
Editor — dbt Job
Editor — Stream Analytics Job
Family — Synapse · Databricks · ADF
Data Warehouse parity
Data Science parity
Real-Time Intelligence
Real-Time Intelligence
Parity
Editor — Eventhouse
Editor — KQL Database
Editor — KQL Queryset
Editor — KQL Dashboard
Editor — Eventstream
Editor — Activator (Reflex)
Data Activator parity (Reflex)
Data Agents parity
Mirroring parity
Direct Lake parity
Copilot in CSA Loom
Fabric IQ family (v2 preview)
Editors
Editors
Parity Specs (per editor)
Parity Specs (per editor)
Activator
ADF Dataset
ADF Pipeline
ADF Trigger
AI Builder Model
AI Foundry Hub
AI Foundry Project
AI Search Index
AI Search Skillset
AI / APIM / Copilot Studio family sweep
APIM API
APIM Policy
APIM Product
Azure SQL Database
Azure SQL Managed Instance
Azure SQL Server
Compute
Content Safety
Copilot Studio Action
Copilot Studio Agent
Copilot Studio Analytics
Copilot Studio Channel
Copilot Studio Knowledge
Copilot Studio Topic
Copilot Template Library
Copy Job
Cosmos Gremlin Graph
Cross-Item Copilot
Cypher Graph
Dashboard
Data Agent
Data Pipeline
Data Product
Data Product Instance
Data Product Template
Databricks Cluster
Databricks Job
Databricks Notebook
Databricks SQL Warehouse
Dataflow
Dataset
Dataverse Table
dbt Job
Environment
Evaluation
Eventhouse
Eventstream
Geo Dataset
Geo Map
Geo Pipeline
Geo Query
GQL Graph
Graph Model
GraphQL API
KQL Dashboard
KQL Database
KQL Queryset
Lakehouse
Map
Mirrored Database
ML Experiment
ML Model
Notebook
Ontology
Operations Agent
Paginated Report
Plan
Power App
Power Automate Flow
Power Page
Power Platform Environment
Prompt Flow
Report
Scorecard
Semantic Model
Spark Job Definition
SQL Server 2025 Vector Index
Synapse Dedicated SQL Pool
Synapse Pipeline
Synapse Serverless SQL Pool
Synapse Spark Pool
Tracing
User Data Function
Variable Library
Vector Store
Warehouse
Editor Tutorials (per-item)
Editor Tutorials (per-item)
Activator
ADF Dataset
ADF Pipeline
ADF Trigger
AI Builder Model
AI Foundry Hub
AI Foundry Project
AI Search Index
APIM API
APIM Policy
APIM Product
Azure SQL Database
Azure SQL Managed Instance
Azure SQL Server
Compute
Content Safety
Copilot Studio Action
Copilot Studio Agent
Copilot Studio Analytics
Copilot Studio Channel
Copilot Studio Knowledge
Copilot Studio Topic
Copilot Template Library
Copy Job
Cosmos Gremlin Graph
Cross-Item Copilot
Cypher Graph
Dashboard
Data Agent
Data Pipeline
Data Product
Data Product Instance
Data Product Template
Databricks Cluster
Databricks Job
Databricks Notebook
Databricks SQL Warehouse
Dataflow
Dataset
Dataverse Table
dbt Job
Environment
Evaluation
Eventhouse
Eventstream
Geo Dataset
Geo Map
Geo Pipeline
Geo Query
GQL Graph
Graph Model
GraphQL API
KQL Dashboard
KQL Database
KQL Queryset
Lakehouse
Map
Mirrored Database
ML Experiment
ML Model
Notebook
Ontology
Operations Agent
Paginated Report
Plan
Power App
Power Automate Flow
Power Page
Power Platform Environment
Prompt Flow
Report
Scorecard
Semantic Model
Spark Job Definition
SQL Server 2025 Vector Index
Synapse Dedicated SQL Pool
Synapse Pipeline
Synapse Serverless SQL Pool
Synapse Spark Pool
Tracing
User Data Function
Variable Library
Vector Store
Warehouse
Event Grid Topic
Event Hubs Namespace
Health Check
Lakehouse Shortcut
Ontology SDK
Release Environment
Service Bus Namespace
Slate App
Spindle (AIP Logic & agents)
Workshop App
Apache Airflow Job
AutoML
Azure Cosmos DB Account
Data API Builder
Data Marketplace
Datamart (migration)
Event Schema Set
Integration Runtime
Linked Service
Logic App
Mapping Data Flow
Materialized Lake View
Mirrored Databricks Catalog
Mounted Data Factory
PostgreSQL Flexible Server
Rayfin App
Spark Environment
SQL Analytics Endpoint
SQL Database
Stream Analytics Job
Synapse Notebook
Tapestry
Workspace Monitoring
Custom Applications & Services
Custom Applications & Services
Loom Setup Wizard
Loom Copilot (runtime chat)
Help Copilot (docs-grounded widget)
Help Copilot (docs-grounded widget)
Architecture
Prompt patterns
Operator — Interactive Setup Steps
Dataverse Application User setup
Engine services
Engine services
Activator Engine
Mirroring Engine
Direct-Lake Shim
Administer
Administer
Post-deploy bootstrap (tenant config)
Tenant-admin walkthroughs
Security & Governance
Security & Governance
Purview tab
Information Protection tab
DLP tab
Audit tab
Sharing, Endorsement & Preview-as
Unified Catalog
Unified Catalog
Architecture
Search
Browse
Domains
Permissions
Metastores
Lineage
Asset detail
How to: Register in Purview
How to: Grant permissions
How to: Create OneLake shortcut
Feature Permissions (Fabric-style RBAC)
Scale by SKU
Operations & Runbooks
Operations & Runbooks
Operations
Operations
Support Boundaries (v1)
Capacity Management
Monitoring & Observability
SIEM audit stream (LoomAudit_CL + Sentinel)
Cost Management
Persistence, Chargeback, and Multi-DLZ
Disaster Recovery
Upgrade & Migration
Forward Migration to Microsoft Fabric
App Install — Phase 2 live-service provisioning
Clean tenant — purge test/tutorial debris
In-product update path (no clone)
Self-update rehearsal (operator-run)
Runbooks
Runbooks
Deploy Failure
Cosmos PITR Restore (metadata DR)
First Deploy (operator playbook)
Deploy Iteration Log (live)
Direct-Lake-Shim Stuck
Activator Rules Not Firing
Mirroring CDC Lag
Loom Copilot Throttling
Capacity Overrun
DLZ Onboard New Domain
Forward Migrate to Fabric
Boundary Promotion
Defender AI Equivalent SOC
MCP Troubleshooting
Purview Scan Stuck
Purview Tenant-Existing Reuse
Synapse Audit Query Pack
Loom LAW Monitoring + Alert Pack
Secrets Bootstrap (per boundary)
Developer
Developer
Scoped API tokens (PAT)
Governance & Compliance
Governance & Compliance
Governance
Governance
Catalog
Tagging & Classification
Workspace RBAC
Lineage
Data Residency
Multi-Cloud Data Virtualization
Compliance
Compliance
Data Disclosure — what leaves your tenant
Commercial baseline
GCC
GCC-High / IL4
DoD IL5 (v1.1)
Feature × Boundary Matrix
Defender AI Workaround
NIST 800-53 r5 (extension)
CMMC 2.0 L2 (extension)
HIPAA Security Rule (extension)
ITAR (extension)
Tutorials & Examples
Tutorials & Examples
Tutorials
Tutorials
01 — First Workspace
02 — First Lakehouse + Delta tables
03 — Direct Lake parity (warm-cache materializer)
04 — Activator rules over IoT stream
05 — Data Agent over Lakehouse
06 — Mirroring from Cosmos DB to Lakehouse
07 — Marketplace data product publishing
08 — Forward-migrate a Lakehouse to Fabric
09 — Tenant topology (DMLZ + N DLZ + one Console)
Learn — core surfaces
Learn — core surfaces
Learning Hub — notebook import wizard
Lakehouse shortcuts
Data pipelines & Mapping Data Flow
Notebooks (Spark)
Warehouse SQL
KQL / Real-time intelligence
Purview governance (classic Data Map)
Cosmos Data Explorer
Deployment & BYO
Industry Examples
Industry Examples
Retail E2E
Fabric Data Agent
Financial Fraud Detection
Healthcare Clinical
IoT Streaming
Cybersecurity (MITRE ATT&CK)
Manufacturing IoT
GeoAnalytics
Workshops
Workshops
5-Day Federal CoE Workshop
5-Day Federal CoE Workshop
Day 1 — Foundation & Deploy
Day 2 — Ingest & Mirroring & Catalog
Day 3 — Transform & Lakehouse & Warehouse
Day 4 — BI & AI & Direct Lake & Data Agents
Day 5 — Operate & Govern & Forward-Migrate
5-Day Commercial CoE Workshop
5-Day Commercial CoE Workshop
Day 1 — Foundation & Deploy
Day 2 — Ingest & Mirroring & Catalog
Day 3 — Transform & Lakehouse & Warehouse
Day 4 — BI & AI & Direct Lake & Data Agents
Day 5 — Operate & Govern & Forward-Migrate
Datasets
Datasets
Synthetic IoT
Synthetic Financial Transactions
Synthetic Clinical Encounters
Templates
Templates
CoE Charter
Readiness Checklist
Post-Workshop Survey
Marketing & Sales
Marketing & Sales
Pitch Deck
Seller Playbook
Pitches (run-on-rails)
Pitches (run-on-rails)
30-min CIO pitch
60-min architecture deep-dive
2-hour technical evaluation
Demo Script
Battlecard vs Fabric Commercial
One-Pager
Video Walkthrough Plan
Federal Account Pitch Track
Brand
Brand
Legal Review Package
Use Cases
Use Cases
Federal Data Mesh
Multi-Agency Onboarding
Direct Lake-Replacement Pattern
Sovereign AI Agents
Hybrid Fabric Commercial + CSA Loom Gov
Audits, Inventories & Parity
Audits, Inventories & Parity
Fabric Feature Inventory
Fabric UI Parity Action Plan
Parity Rollup — Every Surface
UAT Coverage Matrix
UAT Report (Iteration 1)
Technology\n\n>
Note
: Resources are currently being developed.
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