# Monte Carlo Documentation ## Guides - [🧑‍🎓 Data Products](https://docs.getmontecarlo.com/docs/data-products.md) - [🧑‍🎓 Data Profiler](https://docs.getmontecarlo.com/docs/data-profiler.md) - [🧑‍🎓 JSON Schema Monitor](https://docs.getmontecarlo.com/docs/json-schema-monitor.md) - [🧑‍🎓 Comparison Rules](https://docs.getmontecarlo.com/docs/mcu-comparison-rules.md) - [🧑‍🎓 Freshness Monitor](https://docs.getmontecarlo.com/docs/mcu-freshness.md) - [🧑‍🎓 Lineage](https://docs.getmontecarlo.com/docs/mcu-lineage.md) - [🧑‍🎓 Metric Monitor](https://docs.getmontecarlo.com/docs/mcu-metric-monitor.md) - [🧑‍🎓 Monitors as Code](https://docs.getmontecarlo.com/docs/mcu-monitors-as-code.md) - [🧑‍🎓 Schema Monitor](https://docs.getmontecarlo.com/docs/mcu-schema.md) - [🧑‍🎓 Volume Monitor](https://docs.getmontecarlo.com/docs/mcu-volume.md) - [🧑‍🎓 Monitoring Agent](https://docs.getmontecarlo.com/docs/monitoring-agent.md) - [🧑‍🎓 Query Performance Monitor](https://docs.getmontecarlo.com/docs/query-performance-monitor.md) - [🧑‍🎓 SQL Monitors](https://docs.getmontecarlo.com/docs/sql-monitors.md) - [🧑‍🎓 Validation Monitor](https://docs.getmontecarlo.com/docs/validation-monitor.md) - [🧑‍🎓 Warehouse Navigation](https://docs.getmontecarlo.com/docs/warehouse-navigation.md) - [🧑‍🎓 Assets](https://docs.getmontecarlo.com/docs/what-is-an-asset.md) - [🧑‍🎓 Incident Management Overview](https://docs.getmontecarlo.com/docs/incident-management.md) - [🧑‍🎓 Alert Feed](https://docs.getmontecarlo.com/docs/mcu-alert-feed.md) - [🧑‍🎓 Domains](https://docs.getmontecarlo.com/docs/mcu-domains.md) - [🧑‍🎓 Integrating Airflow](https://docs.getmontecarlo.com/docs/mcu-integrating-airflow.md) - [🧑‍🎓 Key Assets](https://docs.getmontecarlo.com/docs/mcu-key-assets.md) - [🧑‍🎓 Notifications as Code](https://docs.getmontecarlo.com/docs/mcu-notifications-as-code.md) - [🧑‍🎓 Triaging Notifications](https://docs.getmontecarlo.com/docs/mcu-triage-notifications.md) - [🧑‍🎓 Status Updates](https://docs.getmontecarlo.com/docs/status-updates.md) - [🧑‍🎓 Billing Page](https://docs.getmontecarlo.com/docs/billing-page.md) - [🧑‍🎓 SSO, User Groups and Permissions](https://docs.getmontecarlo.com/docs/mcu-sso-user-groups-and-permissions.md) - [🧑‍🎓 User Profiles and Email Digest](https://docs.getmontecarlo.com/docs/user-profiles.md) - [📝 Monte Carlo 101 Certification](https://docs.getmontecarlo.com/docs/monte-carlo-101-certification.md) - [🧑‍🎓 Creating an Alert Strategy that Guarantees Action](https://docs.getmontecarlo.com/docs/creating-an-alert-strategy-that-guarantees-action.md) - [🧑‍🎓 Optimize Data Quality for Key Assets with Data Products](https://docs.getmontecarlo.com/docs/how-to-optimize-data-quality-for-key-assets-with-data-products.md) - [🧑‍🎓 How to Roll Out Data Observability to Your Organization](https://docs.getmontecarlo.com/docs/how-to-roll-out-data-observability-to-your-organization.md) - [Monte Carlo Mastery Series](https://docs.getmontecarlo.com/docs/monte-carlo-mastery-series.md) - [🧑‍🎓 How To Avoid Alert Fatigue & Manage Incidents Effectively](https://docs.getmontecarlo.com/docs/monte-carlo-mastery-how-to-avoid-alert-fatigue-manage-incidents-effectively.md) - [🧑‍🎓 How to Optimize Cost, Stakeholder Experience and Data Trust with Performance](https://docs.getmontecarlo.com/docs/monte-carlo-mastery-how-to-optimize-cost-stakeholder-experience-and-data-trust-with-performance.md) - [🧑‍🎓 How to Scale Data Quality with Data Observability + Data Testing](https://docs.getmontecarlo.com/docs/monte-carlo-mastery-how-to-scale-data-quality-with-data-observability-data-testing.md) - [🧑‍🎓 Creating a Proactive Monitoring Strategy with Monte Carlo](https://docs.getmontecarlo.com/docs/monte-carlo-mastery-proactive-monitoring-strategy.md) - [🧑‍🎓 Setting Up Your Monitoring Strategy for Maximum Impact](https://docs.getmontecarlo.com/docs/monte-carlo-mastery-setting-up-your-monitoring-strategy-for-maximum-impact.md) - [🧑‍🎓 Circuit Breakers](https://docs.getmontecarlo.com/docs/mcu-circuit-breakers.md) - [🧑‍🎓 Exclusion Windows](https://docs.getmontecarlo.com/docs/mcu-exclusion-windows.md) - [🧑‍🎓 Monte Carlo Python SDK](https://docs.getmontecarlo.com/docs/mcu-monte-carlo-python-sdk.md) - [🧑‍🎓 Performance](https://docs.getmontecarlo.com/docs/mcu-performance.md) - [🧑‍🎓 Usage Management](https://docs.getmontecarlo.com/docs/mcu-usage-management.md) - [🧑‍🎓 Monitor Templates](https://docs.getmontecarlo.com/docs/monitor-templates.md) - [🧑‍🎓 Resolving Notifications](https://docs.getmontecarlo.com/docs/resolve-notifications.md) - [🧑‍🎓 Data Quality Dashboard](https://docs.getmontecarlo.com/docs/data-quality-dashboard.md) - [🧑‍🎓 Data Operations Dashboard](https://docs.getmontecarlo.com/docs/mcu-data-operations-dashboard.md) - [🧑‍🎓 Monte Carlo API](https://docs.getmontecarlo.com/docs/mcu-monte-carlo-api.md) - [🧑‍🎓 Table Health Dashboard](https://docs.getmontecarlo.com/docs/mcu-table-health-dashboard.md) - [🧑‍🎓 Monitor Tags & Dimensions](https://docs.getmontecarlo.com/docs/monitor-tags-dimensions.md) - [Getting Started | MC University](https://docs.getmontecarlo.com/docs/welcome.md) - [Overview](https://docs.getmontecarlo.com/docs/anomaly-detection-overview.md) - [Exclusion Windows](https://docs.getmontecarlo.com/docs/exclusion-windows.md) - [Tuning thresholds](https://docs.getmontecarlo.com/docs/tuning-thresholds.md) - [Managing Holidays](https://docs.getmontecarlo.com/docs/managing-holidays.md) - [Agent Management](https://docs.getmontecarlo.com/docs/agent-resources.md) - [AWS: Athena Configuration](https://docs.getmontecarlo.com/docs/aws-athena-configuration.md): How-to configure Athena for OpenTelemetry instrumentation collection - [AWS: Databricks Configuration](https://docs.getmontecarlo.com/docs/aws-databricks-configuration-example.md): How-to configure Databricks for OpenTelemetry instrumentation collection - [AWS: Snowflake Configuration](https://docs.getmontecarlo.com/docs/configure-snowflake-otel-collector.md): How-to configure Snowflake for OpenTelemetry instrumentation collection - [AWS: CloudFormation Deployment](https://docs.getmontecarlo.com/docs/create-aws-agent-with-otel-collector-cf.md): How-to create and register the Monte Carlo Agent with the OpenTelemetry Collector on AWS using CloudFormation - [AWS: Terraform Deployment](https://docs.getmontecarlo.com/docs/create-aws-agent-with-otel-collector-terraform.md): How-to create and register the Monte Carlo Agent with the OpenTelemetry Collector on AWS using Terraform - [GCP: BigQuery Configuration](https://docs.getmontecarlo.com/docs/gcp-bigquery-configuration.md): How-to configure BigQuery for OpenTelemetry instrumentation collection - [GCP: Terraform Deployment](https://docs.getmontecarlo.com/docs/gcp-terraform-deployment.md): How-to create and register the Monte Carlo Agent with the OpenTelemetry Collector on GCP using Terraform - [Agent with OpenTelemetry Collector](https://docs.getmontecarlo.com/docs/agent-with-open-telemetry-collector.md): How-to create and register the Monte Carlo Agent with the OpenTelemetry Collector - [Snowflake Native App](https://docs.getmontecarlo.com/docs/sna-agent-deployment.md) - [AWS: CloudFormation Deployment](https://docs.getmontecarlo.com/docs/aws-cloudformation-deployment.md): How-to create and register an OpenTelemetry data store on AWS using CloudFormation - [AWS: Terraform Deployment](https://docs.getmontecarlo.com/docs/aws-terraform-deployment.md): How-to create and register an OpenTelemetry data store on AWS using Terraform - [Open Telemetry Data Store](https://docs.getmontecarlo.com/docs/open-telemetry-data-store.md): How-to create and register an OpenTelemetry data store - [Platform Migrations](https://docs.getmontecarlo.com/docs/platform-updates.md): Platform Migrations and Updates - [Migrating from a Remote Data Collector](https://docs.getmontecarlo.com/docs/migrating-from-a-remote-data-collector.md) - [Rotating Keys](https://docs.getmontecarlo.com/docs/rotating-keys.md) - [Connection Auth Rules (Private Preview)](https://docs.getmontecarlo.com/docs/connection-auth-rules.md) - [Self Hosted Credentials with the Agent (public preview)](https://docs.getmontecarlo.com/docs/self-hosted-credentials.md) - [Data Collector](https://docs.getmontecarlo.com/docs/data-collector.md) - [Upgrading the Collector](https://docs.getmontecarlo.com/docs/upgrading-the-data-collector.md) - [GCP: Agent Deployment](https://docs.getmontecarlo.com/docs/create-and-register-a-gcp-agent.md): How-to create and register - [AWS: Agent Deployment](https://docs.getmontecarlo.com/docs/create-and-register-an-aws-agent.md): How-to create and register - [Azure: Agent Deployment](https://docs.getmontecarlo.com/docs/create-and-register-an-azure-agent.md): How-to create and register - [Azure: Data Store Deployment](https://docs.getmontecarlo.com/docs/create-and-register-an-azure-blob-data-store.md): How-to create and register - [GCP: Data Store Deployment](https://docs.getmontecarlo.com/docs/direct-connection-with-a-gcp-data-store.md): How-to create and register - [AWS: Data Store Deployment](https://docs.getmontecarlo.com/docs/direct-connection-with-an-aws-data-store.md): How-to create and register - [Agent Service AWS PrivateLink](https://docs.getmontecarlo.com/docs/agent-service-aws-private-link.md) - [Agent Service Azure Private Link](https://docs.getmontecarlo.com/docs/agent-service-azure-private-link.md) - [Generic Agent: AWS EKS Deployment](https://docs.getmontecarlo.com/docs/aws-eks.md): Deploy the Generic Agent on AWS using EKS - [Generic Agent: Azure AKS Deployment](https://docs.getmontecarlo.com/docs/azure-aks.md): Deploy the Generic Agent on Azure using AKS - [Generic Agent: Docker Compose Deployment](https://docs.getmontecarlo.com/docs/docker-compose.md): Deploy the Generic Agent with Docker Compose - [Generic Agent: GCP GKE Deployment](https://docs.getmontecarlo.com/docs/gcp-gke.md): Deploy the Generic Agent on GCP using GKE - [Generic Agent Deployment (Public Preview)](https://docs.getmontecarlo.com/docs/generic-agent-platforms.md) - [Generic Agent: Kubernetes Deployment](https://docs.getmontecarlo.com/docs/kubernetes.md): Deploy the Generic Agent on any Kubernetes cluster - [Generic Agent: On-Premises Private Connectivity](https://docs.getmontecarlo.com/docs/on-prem-private-connectivity.md): Private connectivity options for on-premises deployments - [Generic Agent: Proxies and Traffic Inspection](https://docs.getmontecarlo.com/docs/proxies-and-traffic-inspection.md): Route agent traffic through a proxy or inspect HTTPS traffic - [Generic Agent: Secrets Management](https://docs.getmontecarlo.com/docs/secrets-management.md): Configure how the agent accesses secrets - [Deployments](https://docs.getmontecarlo.com/docs/deployment-and-connecting.md) - [AWS Endpoint Services](https://docs.getmontecarlo.com/docs/aws-endpoint-services.md): Creating an endpoint service - [AWS PrivateLink](https://docs.getmontecarlo.com/docs/aws-private-link.md) - [Azure Private Link](https://docs.getmontecarlo.com/docs/azure-private-link.md) - [Network Connectivity](https://docs.getmontecarlo.com/docs/networking.md) - [Overview](https://docs.getmontecarlo.com/docs/platform-architecture.md) - [API Authentication](https://docs.getmontecarlo.com/docs/api-authentication.md) - [General](https://docs.getmontecarlo.com/docs/general-copy.md) - [API Example Use Cases](https://docs.getmontecarlo.com/docs/api-example-use-cases.md) - [Integrations](https://docs.getmontecarlo.com/docs/integrations-copy.md) - [Lineage](https://docs.getmontecarlo.com/docs/lineage-copy-1.md) - [Monitors](https://docs.getmontecarlo.com/docs/monitors-copy.md) - [API Explorer](https://docs.getmontecarlo.com/docs/api-explorer-1.md) - [API](https://docs.getmontecarlo.com/docs/api.md) - [Troubleshooting and FAQs: API](https://docs.getmontecarlo.com/docs/troubleshooting-and-faqs-api.md) - [Overview](https://docs.getmontecarlo.com/docs/developer-resources.md) - [CI/CD Integration](https://docs.getmontecarlo.com/docs/ci-cd-integration.md): Deploy monitors as code through your CI/CD pipeline. - [Generating MC monitors from dbt tests](https://docs.getmontecarlo.com/docs/generating-monte-carlo-monitors-from-dbt-tests.md) - [Monitors as Code](https://docs.getmontecarlo.com/docs/monitors-as-code.md) - [Comparison (deprecated)](https://docs.getmontecarlo.com/docs/comparison.md): Blocked — creation disabled. Use metric_comparison instead. - [Field Health (deprecated)](https://docs.getmontecarlo.com/docs/field-health.md): Blocked since March 2025. Use metric monitors instead. - [Field Quality (deprecated)](https://docs.getmontecarlo.com/docs/field-quality.md): Auto-converted to custom_sql as of August 2025. Old schema no longer works. - [Deprecated Monitors](https://docs.getmontecarlo.com/docs/mac-deprecated-monitors.md): Migration guides for deprecated Monitors as Code monitor types. - [Freshness (deprecated)](https://docs.getmontecarlo.com/docs/mac-deprecated-freshness.md): Deprecated freshness rule. Use table monitors or metric monitors instead. - [Volume (deprecated)](https://docs.getmontecarlo.com/docs/mac-deprecated-volume.md): Deprecated. The volume YAML key still works but only accepts the current metric monitor schema. Use table or metric monitors instead. - [Job Monitors](https://docs.getmontecarlo.com/docs/mac-job-monitors.md): Detect query runtime regressions with Monitors as Code. - [Query Performance Monitor](https://docs.getmontecarlo.com/docs/query-performance.md): Monitor query runtime performance and alert on regressions. - [Bulk Monitor](https://docs.getmontecarlo.com/docs/bulk-monitor.md): Apply field-level monitoring rules across many tables at once. - [Metric Monitors](https://docs.getmontecarlo.com/docs/mac-metric-monitors.md): Track field- and table-level statistical metrics over time with Monitors as Code. - [Comparison Monitor](https://docs.getmontecarlo.com/docs/metric-comparison.md): Compare metrics across two data sources and alert when differences exceed thresholds. - [Metric Monitor](https://docs.getmontecarlo.com/docs/metric.md): Track field-level and table-level metrics over time with anomaly detection or fixed thresholds. - [Table Monitors](https://docs.getmontecarlo.com/docs/mac-table-monitors.md): Monitor freshness, volume, schema, and JSON structure across tables with Monitors as Code. - [JSON Schema Monitor](https://docs.getmontecarlo.com/docs/json-schema.md): Monitor JSON column structure for unexpected schema changes. - [Table Monitor](https://docs.getmontecarlo.com/docs/table.md): Broad anomaly detection for freshness, volume, and schema changes across many tables at once. - [Custom SQL Monitor](https://docs.getmontecarlo.com/docs/custom-sql.md): Run any SQL query on a schedule and alert when the result crosses a threshold. - [Validation Monitors](https://docs.getmontecarlo.com/docs/mac-validation-monitors.md): Enforce row-level data quality rules and custom SQL checks with Monitors as Code. - [Validation Monitor](https://docs.getmontecarlo.com/docs/validation.md): Row-level data quality assertions that flag invalid rows. - [Notifications as Code](https://docs.getmontecarlo.com/docs/notifications-as-code-20.md) - [Setting Up Monitors as Code](https://docs.getmontecarlo.com/docs/setting-up-monitors-as-code.md): Step-by-step guide to your first MaC deployment. - [CLI](https://docs.getmontecarlo.com/docs/using-the-cli.md): Monte Carlo's CLI. [Reference Guide](https://clidocs.getmontecarlo.com/) - [Secret management with the CLI](https://docs.getmontecarlo.com/docs/secret-management-with-the-cli.md) - [SDK](https://docs.getmontecarlo.com/docs/using-the-sdk.md) - [Hex](https://docs.getmontecarlo.com/docs/hex-beta.md) - [BI Tools](https://docs.getmontecarlo.com/docs/bi-tools.md): Integrate Monte Carlo with your Business Tools - [Looker](https://docs.getmontecarlo.com/docs/looker.md) - [Troubleshooting and FAQs: Looker](https://docs.getmontecarlo.com/docs/troubleshooting-and-faqs-looker.md): Guide to troubleshooting and FAQs about the Looker integration - [Mode BI](https://docs.getmontecarlo.com/docs/mode.md) - [Periscope/Sisense (public preview)](https://docs.getmontecarlo.com/docs/periscope-sisense.md) - [Power BI](https://docs.getmontecarlo.com/docs/powerbi.md) - [Power BI - Credential Creation Process](https://docs.getmontecarlo.com/docs/power-bi-credential-creation-process.md) - [Troubleshooting and FAQs: Power BI](https://docs.getmontecarlo.com/docs/troubleshooting-and-faqs-power-bi.md): Guide to troubleshooting and FAQs about the Power BI integration - [Sigma](https://docs.getmontecarlo.com/docs/sigma.md) - [Tableau - Connected Apps version, recommended](https://docs.getmontecarlo.com/docs/tableau.md): Authenticate to Tableau and integrate views and workbooks with Monte Carlo - [Troubleshooting and FAQs: Tableau](https://docs.getmontecarlo.com/docs/tableau-faqs-and-troubleshooting.md): Guide to troubleshooting and FAQs about the Tableau integration - [Tableau - PAT version, CLI-only initial setup](https://docs.getmontecarlo.com/docs/tableau-pat.md): Authenticate to Tableau and integrate views and workbooks with Monte Carlo - [Troubleshooting and FAQs: Tableau (PAT version, CLI-only)](https://docs.getmontecarlo.com/docs/troubleshooting-and-faqs-tableau-deprecated.md): Guide to troubleshooting and FAQs about the Tableau integration - [Alation](https://docs.getmontecarlo.com/docs/alation.md) - [Atlan](https://docs.getmontecarlo.com/docs/atlan.md) - [Collibra (public preview)](https://docs.getmontecarlo.com/docs/collibra.md) - [data.world](https://docs.getmontecarlo.com/docs/dataworld.md) - [Secoda](https://docs.getmontecarlo.com/docs/secoda.md) - [Select Star](https://docs.getmontecarlo.com/docs/select-star.md) - [Azure DevOps (Public Preview)](https://docs.getmontecarlo.com/docs/azure-devops.md): Integrate Monte Carlo with Azure DevOps Repos to gain visibility into code impact on your data - [GitHub Enterprise Server (GHES) Integration](https://docs.getmontecarlo.com/docs/github-enterprise-server-ghes-integration.md): Integrate Monte Carlo with your self-hosted GitHub Enterprise Server instance to gain visibility into code impact on your data. - [GitHub](https://docs.getmontecarlo.com/docs/github.md): Integrate Monte Carlo with your Github to gain visibility into code impact on your data - [GitLab (public preview)](https://docs.getmontecarlo.com/docs/gitlab.md): Integrate Monte Carlo with your GitLab to gain visibility into code impact on your data - [Example: IOMETE](https://docs.getmontecarlo.com/docs/iomete.md) - [Example: CockroachDB](https://docs.getmontecarlo.com/docs/cockroach-db.md) - [Example: Microsoft Fabric](https://docs.getmontecarlo.com/docs/custom-microsoft-fabric-example.md) - [Custom Connectors](https://docs.getmontecarlo.com/docs/custom-connectors.md) - [Example: Oracle DB v11](https://docs.getmontecarlo.com/docs/oracle-db-v11.md) - [Validating with Monitors](https://docs.getmontecarlo.com/docs/validating-with-monitors.md) - [Custom Integrations (Public Preview)](https://docs.getmontecarlo.com/docs/custom-integrations.md) - [Data Collection: Details per Integration](https://docs.getmontecarlo.com/docs/data-collection-details-per-integration.md) - [Data Lakes](https://docs.getmontecarlo.com/docs/data-lakes.md) - [Glue](https://docs.getmontecarlo.com/docs/glue.md) - [Hive Metastore](https://docs.getmontecarlo.com/docs/hive-mysql.md) - [Adding Additional Connections](https://docs.getmontecarlo.com/docs/adding-additional-connections.md) - [Auto-generating IAM Policy Documents](https://docs.getmontecarlo.com/docs/auto-generating-iam-policies.md) - [Creating event notifications](https://docs.getmontecarlo.com/docs/creating-event-notifications.md) - [Creating IAM Roles](https://docs.getmontecarlo.com/docs/creating-iam-roles.md) - [Metastore + Query Engine Functionality Matrix](https://docs.getmontecarlo.com/docs/metastore-query-engine-functionality-matrix.md) - [Athena](https://docs.getmontecarlo.com/docs/athena.md) - [Hive SQL](https://docs.getmontecarlo.com/docs/hive-sql.md) - [Presto](https://docs.getmontecarlo.com/docs/presto.md) - [Presto, Hive, & EMR: Query Logs](https://docs.getmontecarlo.com/docs/s3-events-query-logs.md) - [Spark](https://docs.getmontecarlo.com/docs/spark.md) - [Troubleshooting & FAQ: Data Lakes](https://docs.getmontecarlo.com/docs/troubleshooting-faq-data-lakes.md) - [Data Asset Validators](https://docs.getmontecarlo.com/docs/data-validators.md) - [Glue External Tables](https://docs.getmontecarlo.com/docs/aws-s3-using-glue-and-athena.md) - [Azure Synapse (Dedicated SQL Pool) External Tables](https://docs.getmontecarlo.com/docs/azure-synapse-external-tables.md) - [BigQuery External Tables](https://docs.getmontecarlo.com/docs/bigquery-external-tables.md) - [Databricks External Tables](https://docs.getmontecarlo.com/docs/databricks-external-tables.md) - [Object Storage: S3, GCS and ABS](https://docs.getmontecarlo.com/docs/file-storage-monitoring.md) - [Redshift External Tables](https://docs.getmontecarlo.com/docs/redshift-external-tables.md) - [Snowflake External Tables](https://docs.getmontecarlo.com/docs/snowflake-external-tables.md) - [Azure DevOps Work Items (Public Preview)](https://docs.getmontecarlo.com/docs/azure-devops-work-items.md) - [Datadog](https://docs.getmontecarlo.com/docs/datadog.md) - [FireHydrant](https://docs.getmontecarlo.com/docs/firehydrant.md): Integrate Monte Carlo with FireHydrant - [Google Chat](https://docs.getmontecarlo.com/docs/google-chat.md): Integrate Monte Carlo with Google Chat teams - [Incident.io](https://docs.getmontecarlo.com/docs/incidentio.md) - [Jira](https://docs.getmontecarlo.com/docs/jira.md) - [[Legacy version] Microsoft Teams](https://docs.getmontecarlo.com/docs/ms-teams-legacy.md): Integrate Monte Carlo with Microsoft Teams - [Microsoft Teams](https://docs.getmontecarlo.com/docs/ms-teams.md): Integrate Monte Carlo with Microsoft Teams - [Opsgenie](https://docs.getmontecarlo.com/docs/opsgenie.md): Integrate Monte Carlo with Opsgenie - [PagerDuty](https://docs.getmontecarlo.com/docs/pagerduty.md): Integrate Monte Carlo with PagerDuty - [ServiceNow](https://docs.getmontecarlo.com/docs/servicenow.md): Integrate Monte Carlo with ServiceNow - [Slack](https://docs.getmontecarlo.com/docs/slack.md): Integrate Monte Carlo with Slack - [Webex](https://docs.getmontecarlo.com/docs/webex.md) - [Webhooks](https://docs.getmontecarlo.com/docs/webhooks.md): Integrate Monte Carlo with a Webhook - [Airflow DAG and Task Lineage](https://docs.getmontecarlo.com/docs/airflow-dag-and-task-lineage.md) - [Airflow in Lineage](https://docs.getmontecarlo.com/docs/airflow-in-lineage.md) - [Airflow Alerts and Task Observability](https://docs.getmontecarlo.com/docs/airflow-incidents-dags-and-tasks.md) - [Airflow](https://docs.getmontecarlo.com/docs/airflow.md) - [Additional Support for ADF in Lineage](https://docs.getmontecarlo.com/docs/adf-in-lineage.md) - [Azure Data Factory (public preview)](https://docs.getmontecarlo.com/docs/azure-data-factory.md) - [Circuit breakers](https://docs.getmontecarlo.com/docs/circuit-breakers.md) - [Using providers](https://docs.getmontecarlo.com/docs/using-providers.md) - [dbt Cloud](https://docs.getmontecarlo.com/docs/dbt-cloud.md) - [dbt Core](https://docs.getmontecarlo.com/docs/dbt-core.md) - [dbt Failures As Monte Carlo Alerts](https://docs.getmontecarlo.com/docs/dbt-failures-are-monte-carlo-incidents.md) - [dbt Integration](https://docs.getmontecarlo.com/docs/dbt-integration.md) - [Troubleshooting and FAQ: Fivetran](https://docs.getmontecarlo.com/docs/faq.md) - [Fivetran Integration](https://docs.getmontecarlo.com/docs/fivetran-integration.md) - [Kafka (public preview)](https://docs.getmontecarlo.com/docs/kafka.md) - [Confluent Cloud (public preview)](https://docs.getmontecarlo.com/docs/kafka-confluent-cloud.md) - [MSK (public preview)](https://docs.getmontecarlo.com/docs/kafka-msk.md) - [Self-Hosted Kafka (public preview)](https://docs.getmontecarlo.com/docs/kafka-self-hosted-and-other-platforms.md) - [Prefect](https://docs.getmontecarlo.com/docs/prefect.md) - [Adding Additional Warehouses](https://docs.getmontecarlo.com/docs/adding-another-warehouse.md) - [Azure Synapse (public preview)](https://docs.getmontecarlo.com/docs/azure-synapse.md) - [BigQuery](https://docs.getmontecarlo.com/docs/bigquery.md) - [ClickHouse (public preview)](https://docs.getmontecarlo.com/docs/clickhouse.md) - [Dremio (public preview)](https://docs.getmontecarlo.com/docs/dremio.md) - [Data Warehouses](https://docs.getmontecarlo.com/docs/overview-data-warehouses.md): Integrate Monte Carlo with your Data Warehouse - [Microsoft Fabric (public preview)](https://docs.getmontecarlo.com/docs/microsoft-fabric.md) - [MotherDuck (public preview)](https://docs.getmontecarlo.com/docs/motherduck.md) - [Redshift](https://docs.getmontecarlo.com/docs/redshift.md) - [Redshift Datashares](https://docs.getmontecarlo.com/docs/redshift-datashares.md) - [Salesforce Data Cloud](https://docs.getmontecarlo.com/docs/salesforce-data-cloud.md) - [Snowflake](https://docs.getmontecarlo.com/docs/snowflake.md) - [Starburst (public preview)](https://docs.getmontecarlo.com/docs/starburst.md) - [Teradata](https://docs.getmontecarlo.com/docs/teradata.md) - [Databricks Query History Access change](https://docs.getmontecarlo.com/docs/databricks-query-history-access-change.md) - [Troubleshooting & FAQ: Databricks](https://docs.getmontecarlo.com/docs/databricks-troubleshooting-faq.md) - [Databricks Workflows](https://docs.getmontecarlo.com/docs/databricks-workflow.md) - [End of life for Notebook-based Metadata Collection on Databricks](https://docs.getmontecarlo.com/docs/end-of-life-for-notebook-based-metadata-collection-on-databricks.md) - [Screenshot 2025-07-30 at 1.00.01PM](https://docs.getmontecarlo.com/docs/Screenshot 2025-07-30 at 1.00.01PM.md) - [Databricks](https://docs.getmontecarlo.com/docs/overview-databricks.md) - [Azure SQL Database](https://docs.getmontecarlo.com/docs/azure-sql-database.md) - [Db2 (public preview)](https://docs.getmontecarlo.com/docs/db2.md) - [Transactional Databases](https://docs.getmontecarlo.com/docs/overview-transactional-databases.md): Integrate Monte Carlo with your Transactional Databases - [MySQL](https://docs.getmontecarlo.com/docs/mysql.md) - [Oracle DB](https://docs.getmontecarlo.com/docs/oracle.md) - [Postgres](https://docs.getmontecarlo.com/docs/postgres.md) - [Salesforce CRM (public preview)](https://docs.getmontecarlo.com/docs/salesforce-crm.md) - [SAP HANA](https://docs.getmontecarlo.com/docs/sap-hana.md) - [SQL Server](https://docs.getmontecarlo.com/docs/sql-server.md) - [Updating an Integration](https://docs.getmontecarlo.com/docs/updating-integrations.md) - [Pinecone (public preview)](https://docs.getmontecarlo.com/docs/pinecone.md) - [Agent Toolkit](https://docs.getmontecarlo.com/docs/agent-toolkit.md): Monte Carlo's Agent Toolkit enables an agentic experience, allowing your AI tools to interact with your Monte Carlo Data account and bring data observability into your development workflow. - [MC Prevent](https://docs.getmontecarlo.com/docs/mc-prevent.md): MC Prevent is Monte Carlo's suite of agents for preventing bad data changes before they reach production. This doc covers the **Code Change** skill, which runs inside your AI editor during development. The suite also includes PR Agent (code review) and CI Agent (pipeline gating). MC Prevent: Code Change surfaces data observability context before you write a single line of code and keeps it there through every step of your change. - [MCP Server](https://docs.getmontecarlo.com/docs/mcp-server.md): How AI agents interact with Monte Carlo - [Failure notifications](https://docs.getmontecarlo.com/docs/failing-monitors.md) - [Monitor logs](https://docs.getmontecarlo.com/docs/monitor-logs.md) - [Partition filtering for monitors](https://docs.getmontecarlo.com/docs/monitor-partition-support.md) - [Monitor tags](https://docs.getmontecarlo.com/docs/monitor-tags.md) - [Reducing noise from monitors](https://docs.getmontecarlo.com/docs/reducing-noise-from-rules.md) - [Agent Evaluation Monitors](https://docs.getmontecarlo.com/docs/agent-evaluation-monitors.md) - [Agent Metric Monitors](https://docs.getmontecarlo.com/docs/agent-metric-monitors.md) - [Agent Monitors Overview](https://docs.getmontecarlo.com/docs/agent-observability.md): Agent Observability capabilities, instrumentation setup, and monitor types for tracking agent behavior. - [Agent Trajectory Monitors](https://docs.getmontecarlo.com/docs/agent-trajectory-monitors.md) - [Agent Validation Monitors](https://docs.getmontecarlo.com/docs/agent-validation-monitors.md) - [Pre-Prod Agent Monitors](https://docs.getmontecarlo.com/docs/pre-prod-agent-monitors.md) - [Snowflake Intelligence (Cortex Agents)](https://docs.getmontecarlo.com/docs/snowflake-intelligence-cortex-agents.md): Monitor Snowflake Cortex Agents in Monte Carlo for full agent observability - [Custom SQL](https://docs.getmontecarlo.com/docs/creating-sql-rules.md) - [Templates](https://docs.getmontecarlo.com/docs/sql-rule-templates.md) - [Exception Management](https://docs.getmontecarlo.com/docs/exception-management.md) - [Freshness Rules](https://docs.getmontecarlo.com/docs/freshness-rules.md) - [Volume Rules](https://docs.getmontecarlo.com/docs/setting-up-volume-rules.md) - [Available Conditions](https://docs.getmontecarlo.com/docs/available-conditions.md) - [Validation Monitors](https://docs.getmontecarlo.com/docs/validation-monitors.md) - [Comparison Monitors](https://docs.getmontecarlo.com/docs/comparison-rules.md) - [Available Metrics](https://docs.getmontecarlo.com/docs/available-metrics.md) - [Backfill History](https://docs.getmontecarlo.com/docs/backfill-history.md) - [Custom Metrics](https://docs.getmontecarlo.com/docs/custom-metrics.md) - [Metric Monitors](https://docs.getmontecarlo.com/docs/metric-monitors.md) - [Segmentation](https://docs.getmontecarlo.com/docs/segmentation.md) - [Monitors Overview](https://docs.getmontecarlo.com/docs/monitors-overview.md) - [Query Performance](https://docs.getmontecarlo.com/docs/setting-up-performance-monitors.md) - [Freshness](https://docs.getmontecarlo.com/docs/freshness.md) - [Table](https://docs.getmontecarlo.com/docs/pipeline-observability.md) - [JSON Schema Monitors](https://docs.getmontecarlo.com/docs/json-schema-monitor.md) - [Schema Change](https://docs.getmontecarlo.com/docs/schema-change.md) - [Volume](https://docs.getmontecarlo.com/docs/volume.md) - [Monte Carlo at a Glance](https://docs.getmontecarlo.com/docs/architecture.md) - [Data Profiler](https://docs.getmontecarlo.com/docs/data-profiler-1.md) - [Field Lineage](https://docs.getmontecarlo.com/docs/field-lineage.md) - [Assets](https://docs.getmontecarlo.com/docs/assets.md): Your data assets, all in one place. - [Muting](https://docs.getmontecarlo.com/docs/muting.md) - [Asset tags](https://docs.getmontecarlo.com/docs/tags.md) - [Using Assets](https://docs.getmontecarlo.com/docs/using-assets.md) - [Consumption of Monte Carlo credits](https://docs.getmontecarlo.com/docs/consumption-of-mc-credits.md) - [Consumption of warehouse resources](https://docs.getmontecarlo.com/docs/consumption-of-warehouse-resources.md) - [Chargebacks](https://docs.getmontecarlo.com/docs/chargebacks.md) - [Activity](https://docs.getmontecarlo.com/docs/activity-dashboard.md) - [Custom dashboards](https://docs.getmontecarlo.com/docs/custom-dashboards.md) - [Data operations](https://docs.getmontecarlo.com/docs/data-operations-dashboard.md) - [Data quality](https://docs.getmontecarlo.com/docs/data-quality.md) - [Dashboards](https://docs.getmontecarlo.com/docs/dashboards.md) - [SQL Notebooks (public preview)](https://docs.getmontecarlo.com/docs/sql-notebooks.md): Interactive, cell-based SQL notebooks for data validation and exploration. - [MC Bridge (public preview)](https://docs.getmontecarlo.com/docs/mc-bridge.md): Local server that connects SQL Notebooks to your data warehouse. - [Validation Notebook Generation (public preview)](https://docs.getmontecarlo.com/docs/validation-notebook-generation.md): AI-powered generation of SQL validation notebooks for dbt changes. - [Table health](https://docs.getmontecarlo.com/docs/using-the-table-health-dashboard.md) - [Data exports](https://docs.getmontecarlo.com/docs/data-exports.md) - [Alert Statuses](https://docs.getmontecarlo.com/docs/incident-statuses.md) - [Alerts](https://docs.getmontecarlo.com/docs/incidents.md): Discover anomalous events happening in your data ecosystem. - [Interacting with Alerts](https://docs.getmontecarlo.com/docs/interacting-with-incidents.md) - [Marking Alerts as Incidents](https://docs.getmontecarlo.com/docs/marking-alerts-as-incidents.md) - [Operations agent](https://docs.getmontecarlo.com/docs/operations-agent.md) - [Performance](https://docs.getmontecarlo.com/docs/performance.md): Surface and troubleshoot slow performance of queries and ETL jobs. - [SCIM](https://docs.getmontecarlo.com/docs/auth-provisioning-with-scim.md) - [SCIM Provision with Microsoft Entra ID](https://docs.getmontecarlo.com/docs/setting-up-scim-provisioning-with-microsoft-entra-id.md) - [SCIM Provision with Okta](https://docs.getmontecarlo.com/docs/setting-up-scim-provisioning-with-okta.md) - [Custom Role Recipes](https://docs.getmontecarlo.com/docs/custom-role-recipes.md) - [Data Authorization](https://docs.getmontecarlo.com/docs/data-authorization.md) - [Debugging Authorization](https://docs.getmontecarlo.com/docs/debugging-authorization.md) - [Authorization](https://docs.getmontecarlo.com/docs/authorization.md) - [Managing Authorization Groups](https://docs.getmontecarlo.com/docs/managing-authorization-groups.md) - [Managing Roles](https://docs.getmontecarlo.com/docs/managing-roles.md) - [Managing Users](https://docs.getmontecarlo.com/docs/managing-users.md) - [Policies and Permission Resolution](https://docs.getmontecarlo.com/docs/policies-and-permission-resolution.md) - [Billing](https://docs.getmontecarlo.com/docs/billing.md) - [Settings](https://docs.getmontecarlo.com/docs/settings.md) - [Notifications](https://docs.getmontecarlo.com/docs/notifications-v2.md) - [Service Level Objectives (SLOs)](https://docs.getmontecarlo.com/docs/service-level-objectives-slos.md): Configure SLO policies to enforce response time standards for alerts and track compliance across your team. - [Single Sign On (SSO)](https://docs.getmontecarlo.com/docs/setting-up-single-sign-on-sso.md) - [Map SSO Groups to Authorization Groups](https://docs.getmontecarlo.com/docs/mapping-sso-authorization-groups.md) - [FAQs and Troubleshooting](https://docs.getmontecarlo.com/docs/sso-faqs-and-troubleshooting.md) - [Metric investigation](https://docs.getmontecarlo.com/docs/metric-investigation.md) - [Pull requests](https://docs.getmontecarlo.com/docs/pull-requests.md) - [Root Cause Analysis (RCA) Insights](https://docs.getmontecarlo.com/docs/rca-detections.md) - [Troubleshooting agent](https://docs.getmontecarlo.com/docs/troubleshooting-agent.md) - [User Profile](https://docs.getmontecarlo.com/docs/user-profile.md) - [Weekly Data Reliability Summary Email](https://docs.getmontecarlo.com/docs/weekly-data-reliability-summary-email.md) - [Data Products](https://docs.getmontecarlo.com/docs/using-data-product-dashboards.md) - [Audit Logging](https://docs.getmontecarlo.com/docs/audit-logging.md) - [Configuring Data Sampling](https://docs.getmontecarlo.com/docs/configure-data-sampling.md) - [Advanced Usage](https://docs.getmontecarlo.com/docs/advanced-usage.md) - [Network Access Control](https://docs.getmontecarlo.com/docs/network-access-control.md) - [PII Filtering](https://docs.getmontecarlo.com/docs/pii-filtering.md): Introduced in: CLI v0.39.0, pycarlo v0.4.0, Data Collector v13075 - [Session Configuration](https://docs.getmontecarlo.com/docs/session-config.md) - [Integration & Feature Lifecycles](https://docs.getmontecarlo.com/docs/integration-feature-lifecycles.md) - [AI Agents - Architecture & Data Handling](https://docs.getmontecarlo.com/docs/ai-architecture-data-handling.md) - [AI Agents - Technical Specs](https://docs.getmontecarlo.com/docs/ai-technical-specs.md) - [AI Agents - AI Features & Technical Info](https://docs.getmontecarlo.com/docs/ai-features-and-technical-info.md) - [Monte Carlo MCP Server Technical Overview](https://docs.getmontecarlo.com/docs/monte-carlo-mcp-server-technical-overview.md) - [Compliance](https://docs.getmontecarlo.com/docs/compliance.md) - [Dedicated Instance - Disaster Recovery](https://docs.getmontecarlo.com/docs/dedicated-instance-disaster-recovery.md) - [Dedicated Instance](https://docs.getmontecarlo.com/docs/dedicated-instance.md) - [Hosting & Architecture Options](https://docs.getmontecarlo.com/docs/hosting-architecture-options.md) - [EU Regional Hosting - Technical Specs](https://docs.getmontecarlo.com/docs/eu-regional-hosting-technical-specs.md) - [EU Regional Hosting](https://docs.getmontecarlo.com/docs/eu-regional-hosting.md) - [Regional Hosting](https://docs.getmontecarlo.com/docs/regional-hosting.md) - [Customer Support AI Use at Monte Carlo](https://docs.getmontecarlo.com/docs/external-ai-use-at-monte-carlo.md) - [Privacy](https://docs.getmontecarlo.com/docs/privacy.md) - [Data Sampling](https://docs.getmontecarlo.com/docs/data-sampling.md) - [Information Monte Carlo Collects](https://docs.getmontecarlo.com/docs/info-monte-carlo-collects.md) - [Subprocessors](https://docs.getmontecarlo.com/docs/subprocessors-vendors.md) - [Access Management](https://docs.getmontecarlo.com/docs/access-management.md) - [Data Protection and Encryption](https://docs.getmontecarlo.com/docs/data-protection-and-encryption.md) - [Common Security Evaluation Questions](https://docs.getmontecarlo.com/docs/common-security-evaluation-questions.md) - [Overview](https://docs.getmontecarlo.com/docs/security-compliance-overview.md) - [AI Security & Governance](https://docs.getmontecarlo.com/docs/ai-security.md) - [LLM Training & Observability](https://docs.getmontecarlo.com/docs/llm-training-observability.md) - [Application Security](https://docs.getmontecarlo.com/docs/application-security.md) - [Security](https://docs.getmontecarlo.com/docs/security.md) - [Infrastructure Security](https://docs.getmontecarlo.com/docs/infrastructure-security.md) - [Vulnerability Disclosure Policy](https://docs.getmontecarlo.com/docs/vulnerability-disclosure-policy.md) ## Recipes - [Bulk Upload Field Tags](https://docs.getmontecarlo.com/recipes/bulk-upload-field-tags.md) - [Create Access Token](https://docs.getmontecarlo.com/recipes/create-access-token.md) - [Create Domain-based Authorization Group via API](https://docs.getmontecarlo.com/recipes/create-domain-based-authorization-group-via-api.md) - [Creating Domains via API](https://docs.getmontecarlo.com/recipes/creating-domains-via-api.md) - [Delete Access Token](https://docs.getmontecarlo.com/recipes/delete-access-token.md) - [Mute Data Assets using Regex](https://docs.getmontecarlo.com/recipes/mute-data-assets-using-regex.md) - [Retrieve existing Domain Names and UUIDs](https://docs.getmontecarlo.com/recipes/retrieve-existing-domain-names-and-uuids.md) ## Changelog - [New Monitoring Agent CTA Experience](https://docs.getmontecarlo.com/changelog/new-monitoring-agent-cta-experience.md) - [Multiple Collibra Domain Mappings per Warehouse](https://docs.getmontecarlo.com/changelog/multiple-collibra-domain-mappings-per-warehouse-1.md) - [Service Principal (OAuth) Authentication for Azure Blob Data Stores](https://docs.getmontecarlo.com/changelog/service-principal-oauth-authentication-for-azure-blob-data-stores.md) - [Auto-instrument agents for Agent Observability from your code editor](https://docs.getmontecarlo.com/changelog/auto-instrument-agents-for-agent-observability-from-your-code-editor.md) - [Monte Carlo is now in Claude connector directory](https://docs.getmontecarlo.com/changelog/monte-carlo-verified-connector-in-the-claude-directory.md)