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🧑🎓 Monte Carlo University
Getting Started | MC University
Detect
🧑🎓 Assets
🧑🎓 Lineage
🧑🎓 Freshness Monitor
🧑🎓 Volume Monitor
🧑🎓 Schema Monitor
🧑🎓 Metric Monitor
🧑🎓 SQL Monitors
🧑🎓 Comparison Rules
🧑🎓 Monitors as Code
🧑🎓 Validation Monitor
🧑🎓 JSON Schema Monitor
🧑🎓 Query Performance Monitor
🧑🎓 Monitoring Agent
🧑🎓 Data Products
🧑🎓 Data Profiler
🧑🎓 Warehouse Navigation
Triage
🧑🎓 Key Assets
🧑🎓 Domains
🧑🎓 Alert Feed
🧑🎓 Incident Management Overview
🧑🎓 Status Updates
🧑🎓 Integrating Airflow
🧑🎓 Notifications as Code
🧑🎓 Triaging Notifications
Resolve
🧑🎓 Circuit Breakers
🧑🎓 Monte Carlo Python SDK
🧑🎓 Resolving Notifications
🧑🎓 Usage Management
🧑🎓 Performance
🧑🎓 Exclusion Windows
🧑🎓 Monitor Templates
Measure
🧑🎓 Monitor Tags & Dimensions
🧑🎓 Data Quality Dashboard
🧑🎓 Data Operations Dashboard
🧑🎓 Table Health Dashboard
🧑🎓 Monte Carlo API
Settings
🧑🎓 SSO, User Groups and Permissions
🧑🎓 Billing Page
🧑🎓 User Profiles and Email Digest
Monte Carlo Mastery Series
🧑🎓 How To Avoid Alert Fatigue & Manage Incidents Effectively
🧑🎓 Creating an Alert Strategy that Guarantees Action
🧑🎓 Creating a Proactive Monitoring Strategy with Monte Carlo
🧑🎓 How to Scale Data Quality with Data Observability + Data Testing
🧑🎓 Setting Up Your Monitoring Strategy for Maximum Impact
🧑🎓 How to Optimize Cost, Stakeholder Experience and Data Trust with Performance
🧑🎓 Optimize Data Quality for Key Assets with Data Products
🧑🎓 How to Roll Out Data Observability to Your Organization
📝 Monte Carlo 101 Certification
Product Usage
Monte Carlo at a Glance
Alerts
Interacting with Alerts
Marking Alerts as Incidents
Alert Statuses
Troubleshooting & investigation
Troubleshooting agent (public preview)
Metric investigation
Pull requests (public preview)
Root Cause Analysis (RCA) Insights
Dashboards
Data operations
Data quality
Table health
Activity
Custom dashboards
Performance
Assets
Using Assets
Muting
Asset tags
Field Lineage
Data Profiler
Data Products
Settings
Notifications
Authorization
Single Sign On (SSO)
Map SSO Groups to Authorization Groups
FAQs and Troubleshooting
SCIM
SCIM Provision with Okta
SCIM Provision with Microsoft Entra ID
Billing
Data exports
MCP Server
Operations agent
User Profile
Weekly Data Reliability Summary Email
Chargebacks
Consumption of Monte Carlo credits
Consumption of warehouse resources
Monitors
Monitors Overview
Table
Freshness
Volume
Schema Change
JSON Schema Monitors
Migration
Metrics
Metric Monitors
Available Metrics
Custom Metrics
Segmentation
Backfill History
Comparison Monitors
Validations
Validation Monitors
Available Conditions
Custom SQL
Templates
Freshness Rules
Volume Rules
Exception Management
Agent
Agent Monitors Overview
Agent Evaluation Monitors
Agent Metric Monitors
Agent Trajectory Monitors
Pre-Prod Agent Monitors
Agent Validation Monitors
Job
Query Performance
Additional Resources
Monitor logs
Reducing noise from monitors
Partition filtering for monitors
Failure notifications
Misconfigured monitors
Monitor tags
Anomaly Detection
Overview
Tuning thresholds
Exclusion Windows
Managing Holidays
Architecture
Overview
Deployments
AWS: Data Store Deployment
AWS: Agent Deployment
Azure: Data Store Deployment
Azure: Agent Deployment
GCP: Data Store Deployment
GCP: Agent Deployment
Network Connectivity
AWS PrivateLink
AWS Endpoint Services
Azure Private Link
Data Collector
Upgrading the Collector
Additional Resources
Agent Management
Rotating Keys
Integration Specific Deployments
Snowflake Native App
Platform Migrations
Migrating from a Remote Data Collector
Self Hosted Credentials with the Agent (public preview)
Agent with OpenTelemetry Collector
AWS: CloudFormation Deployment
AWS: Terraform Deployment
AWS: Databricks Configuration
AWS: Athena Configuration
AWS: Snowflake Configuration
GCP: Terraform Deployment
GCP: BigQuery Configuration
Open Telemetry Data Store
AWS: CloudFormation Deployment
AWS: Terraform Deployment
Security & Compliance
Overview
Common Security Evaluation Questions
Access Management
Data Protection and Encryption
Security
Infrastructure Security
Application Security
AI Security & Governance
LLM Training & Observability
Vulnerability Disclosure Policy
Compliance
Privacy
Subprocessors
Information Monte Carlo Collects
Data Sampling
Customer Support AI Use at Monte Carlo
Hosting & Architecture Options
Regional Hosting
EU Regional Hosting
EU Regional Hosting - Technical Specs
Dedicated Instance
Dedicated Instance - Disaster Recovery
AI Agents - AI Features & Technical Info
AI Agents - Architecture & Data Handling
AI Agents - Technical Specs
Monte Carlo MCP Server Technical Overview
Developer Tools
Overview
API
API Authentication
API Explorer
API Example Use Cases
General
Integrations
Lineage
Monitors
Troubleshooting and FAQs: API
SDK
CLI
Secret management with the CLI
Monitors as Code
Locally setting up Monitors as Code
Generating MC monitors from dbt tests
Notifications as Code
Monitors as Code - Legacy Field Quality Monitor
Integrations
Data Warehouses
Snowflake
BigQuery
Redshift
Redshift Datashares
Salesforce Data Cloud
Azure Synapse (public preview)
Teradata
MotherDuck (public preview)
Dremio (public preview)
Starburst (public preview)
ClickHouse (public preview)
Adding Additional Warehouses
Databricks
Troubleshooting & FAQ: Databricks
End of life for Notebook-based Metadata Collection on Databricks
Databricks Workflows
Screenshot 2025-07-30 at 1.00.01PM
Screenshot 2025-07-30 at 12.59.42PM
Data Lakes
Metastores
Glue
Hive Metastore
Query Engines
Athena
Presto
Hive SQL (public preview)
Spark
Presto, Hive, & EMR: Query Logs
Troubleshooting & FAQ: Data Lakes
Appendix: Data Lakes
Creating IAM Roles
Auto-generating IAM Policy Documents
Creating event notifications
Adding Additional Connections
Metastore + Query Engine Functionality Matrix
Transactional Databases
SQL Server
Postgres
Azure SQL Database
Oracle DB
MySQL
SAP HANA
Salesforce CRM (public preview)
Db2 (public preview)
Vector Databases
Pinecone (public preview)
Object Storage: S3, GCS and ABS
Snowflake External Tables
Redshift External Tables
Glue External Tables
Azure Synapse (Dedicated SQL Pool) External Tables
BigQuery External Tables
Databricks External Tables
BI Tools
Looker
Troubleshooting and FAQs: Looker
Mode BI
Periscope/Sisense (public preview)
Power BI
Power BI - Credential Creation Process
Troubleshooting and FAQs: Power BI
Sigma
Tableau - Connected Apps version, recommended
Troubleshooting and FAQs: Tableau
Tableau - PAT version, CLI-only initial setup
Troubleshooting and FAQs: Tableau (PAT version, CLI-only)
Hex
Orchestration & Transformation
Airflow
Airflow in Lineage
Airflow Alerts and Task Observability
dbt Integration
dbt Cloud
dbt Core
dbt Failures As Monte Carlo Alerts
Fivetran Integration
Troubleshooting and FAQ: Fivetran
Informatica (public preview)
Kafka (public preview)
Confluent Cloud (public preview)
Self-Hosted Kafka (public preview)
MSK (public preview)
Prefect
Circuit breakers
Using providers
Azure Data Factory (public preview)
Additional Support for ADF in Lineage
Code Repositories
GitHub
GitLab (public preview)
Azure DevOps (Public Preview)
Notifications & Collaboration
Azure DevOps Work Items (Public Preview)
Datadog
FireHydrant
Google Chat
Incident.io
Jira
Microsoft Teams
[Legacy version] Microsoft Teams
Opsgenie
PagerDuty
ServiceNow
Slack
Webex
Webhooks
Catalogs
Alation
Atlan
Collibra (public preview)
data.world
Secoda
Select Star
Data Collection: Details per Integration
Data Asset Validators
Updating an Integration
Resource Center
Advanced Usage
PII Filtering
Audit Logging
Network Access Control
Configuring Data Sampling
Integration & Feature Lifecycles
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