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CSA-in-a-Box
fgarofalo56/csa-inabox
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Get Started
Get Started
Getting Started (30-min tour)
Quickstart
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Production Checklist
AI Copilot (chat with the docs)
Copilot privacy notice
Copilot analytics (operator runbook)
Try snippets in Cloud Shell
Role-Based Quickstarts
Role-Based Quickstarts
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BI Developer
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Architecture
Architecture
Overview
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Reference Architectures
Reference Architectures
Hub-Spoke Topology for Analytics
Data Flow (Medallion)
Identity & Secrets Flow
Fabric vs Synapse vs Databricks
AI/ML Platform Architecture
Architecture Diagram Gallery
Comparisons
Comparisons
CSA-in-a-Box vs Microsoft Fabric
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
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
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)
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
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
APIM Data-Mesh Gateway
Quality & Performance
Quality & Performance
Data Quality Playbook
Performance Testing
Infrastructure & OSS
Infrastructure & OSS
IaC & CI/CD
OSS Ecosystem
OSS Migration Playbook
OSS Monitoring
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
Research
Research
Enterprise Data Platforms 2026
AI Readiness Framework
Data Mesh Maturity Model
Federal Cloud Adoption Trends
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
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
Data, AI & Analytics Migrations
Data, AI & Analytics Migrations
AWS to Azure
AWS to Azure
Migration Playbook
Strategic
Strategic
Why Azure over AWS
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Storage Migration
Compute Migration
ETL Migration
Analytics Migration
Streaming Migration
AI & ML Migration
Security Migration
Tutorials
Tutorials
S3 to ADLS
Redshift to Fabric
Glue to ADF/dbt
Federal & Government
Benchmarks
Best Practices
GCP to Azure
GCP to Azure
Migration Playbook
Strategic
Strategic
Why Azure over GCP
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Storage Migration
Compute Migration
ETL Migration
Analytics Migration
AI & ML Migration
Security Migration
Tutorials
Tutorials
BigQuery to Fabric
Looker to Power BI
Dataflow to ADF
Federal & Government
Benchmarks
Best Practices
Snowflake to Azure
Snowflake to Azure
Migration Playbook
Strategic
Strategic
Why Azure over Snowflake
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Warehouse Migration
Data Sharing Migration
Snowpark Migration
Cortex AI Migration
Streams & Tasks
Security Migration
Tutorials
Tutorials
dbt Snowflake to Fabric
Cortex to Azure AI
Data Sharing to Delta
Federal & Government
Benchmarks
Best Practices
Databricks to Fabric
Databricks to Fabric
Migration Playbook
Strategic
Strategic
Why Fabric over Databricks
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Notebook Migration
Unity Catalog Migration
DLT Migration
ML Migration
Streaming Migration
Tutorials
Tutorials
Notebook to Fabric
DLT to Fabric Pipeline
Benchmarks
Best Practices
Teradata to Synapse/Fabric
Teradata to Synapse/Fabric
Migration Playbook
Strategic
Strategic
Why Azure over Teradata
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
SQL Migration
Data Migration
Workload Migration
Security Migration
Tutorials
Tutorials
BTEQ to dbt
TPT to ADF
Benchmarks
Best Practices
Hadoop / Hive to Azure
Hadoop / Hive to Azure
Migration Playbook
Strategic
Strategic
Why Azure over Hadoop
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
HDFS Migration
Hive Migration
Spark Migration
HBase Migration
Kafka & Oozie
Security Migration
Tutorials
Tutorials
HDFS to ADLS
Hive to dbt
Benchmarks
Best Practices
Cloudera / CDH to Azure
Cloudera / CDH to Azure
Migration Playbook
Strategic
Strategic
Why Azure over Cloudera
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Impala Migration
NiFi Migration
CDP Data Engineering
Tutorials
Tutorials
NiFi to ADF
Impala to Databricks
Benchmarks
Best Practices
Informatica to ADF/Fabric
Informatica to ADF/Fabric
Migration Playbook
Strategic
Strategic
Why Azure over Informatica
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
PowerCenter Migration
IICS Migration
Data Quality Migration
MDM Migration
Tutorials
Tutorials
Mapping to dbt
Workflow to ADF
Benchmarks
Best Practices
Palantir Foundry
Palantir Foundry
Migration Playbook
Strategic
Strategic
Why Azure over Palantir
Total Cost of Ownership
Vendor Lock-In Analysis
Feature Reference
Migration Guides
Migration Guides
Ontology Migration
Data Integration
Pipeline Migration
Analytics Migration
Application Migration
AI & AIP Migration
Security & Governance
DevOps & Deployment
Functions Migration
Tutorials
Tutorials
First Data Product on Azure
Ontology to Purview
Workshop to Power Apps
Pipeline to ADF/dbt
AIP to Azure AI
Federal & Government
Benchmarks
Best Practices
Tableau to Power BI
Tableau to Power BI
Migration Playbook
Strategic
Strategic
Why Power BI over Tableau
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Calculation Conversion
Visualization Migration
Data Source Migration
Server Migration
Prep Migration
Embedding Migration
Tutorials
Tutorials
Workbook to PBIX
Data Model to Semantic
Calculation Conversion
Benchmarks
Best Practices
Qlik to Power BI
Qlik to Power BI
Migration Playbook
Strategic
Strategic
Why Power BI over Qlik
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Data Model Migration
Expression Migration
Visualization Migration
Server Migration
NPrinting Migration
Tutorials
Tutorials
App to PBIX
Expression Conversion
Federal & Government
Benchmarks
Best Practices
SAS to Azure ML / Fabric
SAS to Azure ML / Fabric
Migration Playbook
Strategic
Strategic
Why Azure over SAS
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Lift-and-Shift (SAS on Azure)
Analytics Migration
Data Management Migration
Reporting Migration
Model Migration
Tutorials
Tutorials
SAS Viya on Azure
SAS Program to Python
Federal & Government
Benchmarks
Best Practices
SQL Server to Azure SQL
SQL Server to Azure SQL
Migration Playbook
Strategic
Strategic
Why Azure SQL
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Azure SQL Database
Azure SQL Managed Instance
SQL Server on Azure VM
Schema Migration
Data Migration
Security Migration
HA/DR Migration
Tutorials
Tutorials
Online Migration with DMS
Assess with Azure Data Studio
Federal & Government
Benchmarks
Best Practices
Oracle Database to Azure
Oracle Database to Azure
Migration Playbook
Strategic
Strategic
Why Azure over Oracle
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Azure SQL MI Migration
PostgreSQL Migration
Oracle Database@Azure
Schema Migration
Data Migration
Security Migration
Tutorials
Tutorials
SSMA Migration to Azure SQL MI
Oracle to PostgreSQL with ora2pg
Federal & Government
Benchmarks
Best Practices
IBM Db2 to Azure SQL
IBM Db2 to Azure SQL
Migration Playbook
Strategic
Strategic
Why Azure over Db2
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Schema Migration
Data Migration
Stored Procedure Migration
Application Migration
Mainframe Considerations
Tutorials
Tutorials
SSMA Migration (Db2 to Azure SQL)
Db2 LUW to Azure SQL MI
Federal & Government
Benchmarks
Best Practices
MongoDB to Cosmos DB
MongoDB to Cosmos DB
Migration Playbook
Strategic
Strategic
Why Cosmos DB over MongoDB
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
vCore Migration
RU-Based Migration
Schema Migration
Data Migration
Application Migration
Tutorials
Tutorials
VS Code Migration Extension
DMS Online Migration
Federal & Government
Benchmarks
Best Practices
MySQL to Azure Database
MySQL to Azure Database
Migration Playbook
Strategic
Strategic
Why Azure Database
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Flexible Server Migration
PostgreSQL Migration
Schema Migration
Data Migration
Security Migration
Tutorials
Tutorials
DMS Migration
mysqldump Migration
Federal & Government
Benchmarks
Best Practices
IoT Hub + Entra
IoT Hub + Entra
Migration Playbook
Strategic
Strategic
Why Entra over SAS
Security Analysis
Feature Reference
Migration Guides
Migration Guides
X.509 Migration
Managed Identity Migration
DPS Migration
Monitoring Migration
Tutorials
Tutorials
Device Migration
Backend Migration
Benchmarks
Best Practices
Enterprise Modernization (Beyond Analytics)
Enterprise Modernization (Beyond Analytics)
VMware to Azure
VMware to Azure
Migration Playbook
Strategic
Strategic
Why Azure over VMware
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
AVS Migration
Azure IaaS Migration
Networking Migration
Storage Migration
Security Migration
Disaster Recovery
Tutorials
Tutorials
HCX Migration to AVS
Azure Migrate for VMware
Federal & Government
Benchmarks
Best Practices
Kubernetes to AKS
Kubernetes to AKS
Migration Playbook
Strategic
Strategic
Why AKS
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Cluster Migration
Workload Migration
Storage Migration
Networking Migration
Security Migration
CI/CD Migration
Tutorials
Tutorials
Velero Cross-Cluster Migration
Stateful App Migration
Federal & Government
Benchmarks
Best Practices
Citrix to Azure Virtual Desktop
Citrix to Azure Virtual Desktop
Migration Playbook
Strategic
Strategic
Why AVD over Citrix
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Session Host Migration
Profile Migration
App Delivery Migration
Networking Migration
Monitoring Migration
Tutorials
Tutorials
Deploy AVD from Scratch
Migrate Profiles to FSLogix
Federal & Government
Benchmarks
Best Practices
SAP to Azure
SAP to Azure
Migration Playbook
Strategic
Strategic
Why Azure for SAP
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Infrastructure Migration
HANA Database Migration
S/4HANA Conversion
Integration Migration
Analytics Migration
Security Migration
Tutorials
Tutorials
Deploy SAP S/4HANA on Azure
SAP Data to Fabric
Federal & Government
Benchmarks
Best Practices
AD to Entra ID
AD to Entra ID
Migration Playbook
Strategic
Strategic
Why Entra ID over AD
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Hybrid Identity Migration
Cloud-Only Migration
Device Migration
Application Migration
Group Policy Migration
Security Migration
Tutorials
Tutorials
Deploy Cloud Sync
Entra Join a Device
Federal & Government
Benchmarks
Best Practices
Okta to Entra ID
Okta to Entra ID
Migration Playbook
Strategic
Strategic
Why Entra ID over Okta
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Federation Migration
SSO Application Migration
MFA Migration
Provisioning Migration
Conditional Access Migration
Tutorials
Tutorials
Federation Cutover
App SSO Migration
Federal & Government
Benchmarks
Best Practices
HashiCorp Vault to Key Vault
HashiCorp Vault to Key Vault
Migration Playbook
Strategic
Strategic
Why Key Vault over Vault
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Secrets Migration
PKI Migration
Dynamic Secrets to Managed Identity
Encryption Migration
Policy Migration
Tutorials
Tutorials
Secret Migration (Step-by-Step)
Managed Identity for Zero Secrets
Federal & Government
Benchmarks
Best Practices
Exchange to Online
Exchange to Online
Migration Playbook
Strategic
Strategic
Why Exchange Online
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Hybrid Migration
Cutover Migration
Staged Migration
Public Folder Migration
Compliance Migration
Security Migration
Tutorials
Tutorials
Hybrid Setup
Mailbox Move
Federal & Government
Benchmarks
Best Practices
Google Workspace to M365
Google Workspace to M365
Migration Playbook
Strategic
Strategic
Why M365 over Google Workspace
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Email Migration (Gmail to Exchange)
Drive Migration (Drive to OneDrive)
Docs Migration (Docs/Sheets/Slides)
Calendar & Contacts
Collaboration (Chat/Meet to Teams)
Identity (Google to Entra ID)
Tutorials
Tutorials
Gmail to Exchange Online
Google Drive to OneDrive
Federal & Government
Benchmarks
Best Practices
SharePoint On-Prem to Online
SharePoint On-Prem to Online
Migration Playbook
Strategic
Strategic
Why SharePoint Online
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Site Migration
Content Migration
Workflow Migration
InfoPath Migration
Customization Migration
Security Migration
Tutorials
Tutorials
SPMT Migration
Migration Manager
Federal & Government
Benchmarks
Best Practices
Jenkins to GitHub Actions
Jenkins to GitHub Actions
Migration Playbook
Strategic
Strategic
Why GitHub Actions
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Pipeline Migration
Plugin Migration
Agent Migration
Secret Migration
Azure DevOps Alternative
Tutorials
Tutorials
Actions Importer CLI
Pipeline Conversion
Federal & Government
Benchmarks
Best Practices
Splunk to Sentinel
Splunk to Sentinel
Migration Playbook
Strategic
Strategic
Why Sentinel over Splunk
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
Detection Rules Migration
SOAR Migration
Data Connector Migration
Dashboard Migration
Historical Data Migration
Tutorials
Tutorials
SIEM Migration Experience
SPL to KQL Conversion
Federal & Government
Benchmarks
Best Practices
Observability to Azure Monitor
Observability to Azure Monitor
Migration Playbook
Strategic
Strategic
Why Azure Monitor
Total Cost of Ownership
Feature Reference
Migration Guides
Migration Guides
APM Migration
Log Migration
Metrics Migration
Alerting Migration
Dashboard Migration
Tutorials
Tutorials
Application Insights Instrumentation
Log Analytics & Azure Monitor Agent
Federal & Government
Benchmarks
Best Practices
Cost Management
Rollback
Troubleshooting
Supply Chain Security
Reference
Reference
Log Schema
Environment Protection
Government Service Matrix
Microsoft Fabric in Azure Government
Learn (reference library)
Learn (reference library)
Curriculum
Services
Architecture Patterns
Implementation Guides
Best Practices
Code Examples
Troubleshooting
Solutions
Monitoring
DevOps
Tutorials
Reference
Diagrams
Best Practices (extra)
Reference Solutions
Code Labs
Multimedia (presentations + video scripts)
Multimedia (presentations + video scripts)
Video Tutorials
Interactive Demos
Team\n\n>
Note
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