# Validio Documentation

> Validio Product Documentation

## Guides
- [About Validio](https://docs.validio.io/docs/what-is-validio.md): Validio uses AI agents and ML-based anomaly detection to monitor and validate data across warehouses, streams, lakes, query engines, and BI tools.
- [Key Concepts & Terminology](https://docs.validio.io/docs/key-concepts.md): This page contains an overview of the key conceptual parts used across the Validio platform.
- [Using Validio](https://docs.validio.io/docs/using-validio.md): An overview of the Validio user experience — how resource links, saved views, deep links, and collaboration features make monitoring data intuitive.
- [Validio Overview Dashboard](https://docs.validio.io/docs/validio-overview-dashboard.md): The Overview dashboard tracks data quality, incident resolution, and recent activity across your monitored sources, with page-level filters and a time range control.
- [Navigating with Resource Links](https://docs.validio.io/docs/navigating-with-resource-links.md): Resource links connect every related entity in Validio with consistent, clickable icon-and-name links for fast navigation.
- [Searching, Filtering, and Saving Views](https://docs.validio.io/docs/customizing-views.md): Learn how to search, filter, and sort resource lists across Validio, which filters each page offers, and how to save your setup as a reusable view.
- [Deep Link Navigation](https://docs.validio.io/docs/deep-link-navigation.md): Share exact Validio product views with colleagues using deep links that preserve filters, segmentation, and UI state.
- [Collaborating in Validio](https://docs.validio.io/docs/collaborating-in-validio.md): Validio is built for teams — shared context, incident comments, ownership, saved views, deep links, and an activity log keep everyone aligned.
- [Activity Logs](https://docs.validio.io/docs/activity-logs.md): The activity log records actions taken on Validio resources — who did what and when — with namespace-scoped access and CSV export.
- [About the Tutorial](https://docs.validio.io/docs/tutorial-overview.md): Introduction to the Validio platform tutorial covering monitoring, validation, incident investigation, and notifications.
- [Monitoring and Validation](https://docs.validio.io/docs/monitoring-and-validation.md): Set up monitoring and validation on a data warehouse source by adding a credential, creating a source, and configuring a validator.
- [Triaging Critical Incidents](https://docs.validio.io/docs/triaging-critical-incidents.md): Investigate, triage, and resolve critical data quality incidents using Validio Root Cause Analysis.
- [Alerting on Incidents](https://docs.validio.io/docs/alerting-on-incidents.md): Configure notification channels and rules in Validio to alert your team about critical data quality incidents.
- [Data Quality for MDM and Unstructured Data](https://docs.validio.io/docs/data-quality-for-mdm-and-unstructured-data.md): Validate unstructured text, image, audio, and master data records using warehouse-native LLMs in BigQuery, Snowflake, and Databricks with Validio.
- [User Guide](https://docs.validio.io/docs/user-guide-mdm-validation.md): Step-by-step guide to set up Custom SQL sources with warehouse AI functions for MDM and unstructured data validation.
- [Best Practices](https://docs.validio.io/docs/best-practices-mdm-validation.md): Best practices for model selection, prompt design, and cost management when validating MDM data with Validio.
- [Troubleshooting](https://docs.validio.io/docs/troubleshooting-mdm-validation.md): Troubleshoot common issues with MDM and unstructured data validation in Validio, including AI function errors and performance.
- [About Credentials](https://docs.validio.io/docs/credentials.md): Credentials store the authentication details that connect Validio to your data warehouses, BI tools, and integrations.
- [Managing Credentials](https://docs.validio.io/docs/managing-credentials.md): Add, update, and manage credentials to connect Validio to your data warehouses, streams, and BI tools.
- [About Sources](https://docs.validio.io/docs/sources.md): Sources connect Validio to your data systems. A source represents a single table, topic, or dataset from a data warehouse, data stream, query engine, or other supported system.
- [About Custom SQL Sources](https://docs.validio.io/docs/custom-sql-sources.md): Use Custom SQL Sources in Validio to create CTEs, join tables, and assess cross-asset dependencies without changing underlying data.
- [Reviewing Sources](https://docs.validio.io/docs/source-details.md): Review sources on the global Sources page and individual Source details page.
- [Managing Sources](https://docs.validio.io/docs/managing-sources.md): Add, configure, and manage your data sources in Validio, including actions like start, stop, rerun, reset, backfill, and more.
- [About Validators](https://docs.validio.io/docs/validators.md): Validators are the core monitoring components in Validio that detect data quality issues by calculating metrics over windows of data and evaluating them against configurable thresholds.
- [Reviewing Validators](https://docs.validio.io/docs/validator-details.md): Review validators on the global Validators page, Source Validators tab, and individual Validator details page.
- [Managing Validators](https://docs.validio.io/docs/managing-validators.md): Update, rerun, reset, mute, duplicate, and delete validators from the global Validators page, Source Validators tab, or the Validator details page.
- [Configuring a Validator](https://docs.validio.io/docs/validators-configuration.md): Use the Validator configuration wizard to set up monitoring on your source.
- [Validator Recipes](https://docs.validio.io/docs/validator-recipes.md): Common validator recipes for Validio, including freshness checks, null validation, volume monitoring, and more.
- [Reference Source Validation](https://docs.validio.io/docs/reference-source-config.md): Learn how to configure reference sources for data validation.
- [Validator Types](https://docs.validio.io/docs/validator-types.md): Overview of supported Validator types used for calculating metrics.
- [Categorical Distribution](https://docs.validio.io/docs/categorical-distribution.md): Categorical reference statistics between two datasets.
- [Custom SQL Validators](https://docs.validio.io/docs/custom-sql.md): Use Custom SQL Validators in Validio for bespoke data quality checks not covered by the out-of-the-box validator library.
- [Custom SQL Validator Query Syntax](https://docs.validio.io/docs/sql-validator-query-syntax.md): Learn the syntax for writing the SQL query to define the metric calculation in a Custom SQL validator.
- [Custom SQL Validator Recipes](https://docs.validio.io/docs/custom-sql-validator-recipes.md): BigQuery-based Custom SQL validator recipes for common use cases like duplicate counts, cross-table joins, and date checks.
- [Distinct Values](https://docs.validio.io/docs/distinct-values.md): Ensure a column contains only distinct values or matches expected uniqueness.
- [Duplicate Values](https://docs.validio.io/docs/duplicate-values.md): Identify duplicate entries in a column to maintain data integrity.
- [Empty Strings](https://docs.validio.io/docs/empty-strings.md): Check a specific field for empty string values to maintain validity.
- [Enum Values](https://docs.validio.io/docs/enum-values.md): Ensure a field matches a predefined set of allowed values.
- [Freshness](https://docs.validio.io/docs/freshness.md): Monitor data freshness in Validio by tracking the time elapsed since a source was last updated.
- [Metadata](https://docs.validio.io/docs/metadata.md): Validate Freshness or Row Count using warehouse metadata.
- [Null Values](https://docs.validio.io/docs/null-values.md): Check for null values to ensure data completeness and reliability.
- [Numeric Distribution](https://docs.validio.io/docs/numeric-distribution.md): Numerical reference statistics between two datasets.
- [Numeric Statistics](https://docs.validio.io/docs/numeric.md): Numerical aggregate statistics including max, min, mean, and standard deviation.
- [Reconciliation](https://docs.validio.io/docs/reconciliation.md): Compare metric results across two validators on different sources to monitor cross-source consistency
- [Record Match Count](https://docs.validio.io/docs/record-match-count.md): Count the records matching a specific filter condition.
- [Referential Integrity](https://docs.validio.io/docs/referential-integrity.md): Validate record-level integrity across two sources.
- [Relative Time](https://docs.validio.io/docs/relative-time.md): Validating the difference between two timestamp fields.
- [Relative Volume](https://docs.validio.io/docs/relative-volume.md): Compare the difference in row count between two datasets.
- [Row Count](https://docs.validio.io/docs/row-count.md): Verify the number of rows by querying the data and counting records.
- [Volume](https://docs.validio.io/docs/volume.md): Monitor number of records, non-NULL values, duplicates, unique values, and so on.
- [Data Quality Dimensions](https://docs.validio.io/docs/data-quality-dimensions.md): Tag validators with a DAMA-aligned data quality dimension and the schema fields they cover, so coverage and gaps roll up across the catalog.
- [About Data Catalog](https://docs.validio.io/docs/about-data-catalog.md): Discover and organize all your data assets in one place with Validio Data Catalog, including utilization and quality insights.
- [Catalog Assets](https://docs.validio.io/docs/catalog-assets.md): Search, filter, and manage catalog assets in Validio, including converting assets to monitored sources.
- [Business Glossary](https://docs.validio.io/docs/business-glossary.md): Define and manage business terms to provide consistent data definitions across your organization.
- [Glossary Term Assignments](https://docs.validio.io/docs/glossary-term-assignments.md): Assign glossary terms to catalog assets and schema fields to add business context to your data.
- [Glossary Term Propagation](https://docs.validio.io/docs/glossary-term-propagation.md): Automatically spread glossary term assignments to connected assets and fields via data lineage.
- [Domains](https://docs.validio.io/docs/domains.md): Organize glossary terms and data assets by business area using domains.
- [Classifications](https://docs.validio.io/docs/classifications.md): Tag glossary terms as Critical Data Elements, Regulatory Scope, or Data Sensitivity to drive governance, compliance, and data quality coverage.
- [About Data Lineage](https://docs.validio.io/docs/intro-to-lineage.md): Validio Data Lineage tracks and visualizes how data flows through your data stack, helping you triage and troubleshoot data quality issues across upstream and downstream sources.
- [About the Lineage Graph](https://docs.validio.io/docs/about-lineage-graph.md): Understand the Validio Lineage graph components, including nodes, layers, edges, and overlays.
- [Using Lineage](https://docs.validio.io/docs/using-lineage.md): Navigate and interact with the Validio Lineage page to explore data flow, manage anchors, assign glossary terms, and inspect assets.
- [About Domain Lineage](https://docs.validio.io/docs/about-domain-lineage.md): Domain Lineage provides a business-level view of how data flows between organizational domains, auto-derived from glossary term assignments.
- [Using Domain Lineage](https://docs.validio.io/docs/using-domain-lineage.md): Navigate the Domain Lineage graph to trace how data flows between business domains, focus on a single term, filter by owner or term, and drill into domain and glossary term details.
- [Root Cause Analysis (RCA)](https://docs.validio.io/docs/root-cause-analysis.md): Learn how Validio RCA identifies causal relationships to help you troubleshoot data quality issues.
- [About Incidents](https://docs.validio.io/docs/incidents.md): An incident is a data quality issue captured by a Validator in Validio. Incidents are classified by severity and can be reviewed, triaged, and troubleshot from the Incidents page.
- [Reviewing Incident Groups](https://docs.validio.io/docs/incidents-page.md): Review the status of all the incidents on your sources.
- [Managing Incident Groups](https://docs.validio.io/docs/incident-details.md): Learn how to manage incident groups in Validio, including updating status and ownership.
- [Muting Incident Notifications](https://docs.validio.io/docs/muting-incident-notifications.md): Mute notifications for sources, validators, and incident groups in Validio to reduce alert fatigue.
- [Debugging an Incident](https://docs.validio.io/docs/debugging-an-incident.md): Use the Debug feature in Validio to generate sample SQL and investigate the data causing quality incidents.
- [Commenting on Incidents](https://docs.validio.io/docs/incident-comments.md): Record your investigation progress and findings with comments on incidents.
- [Incident Detection with Dynamic Thresholds](https://docs.validio.io/docs/incident-detection-with-dynamic-thresholds.md): Understand how window size, sensitivity, and segments affect the number of incidents detected by Validio Dynamic Thresholds.
- [About Source Errors](https://docs.validio.io/docs/errors.md): Review and resolve source errors in Validio, including polling failures, schema issues, and segmentation limits.
- [About Notifications](https://docs.validio.io/docs/about-notifications.md): Learn how to configure and manage alerts for data quality issues in Validio.
- [Adding Notification Rules](https://docs.validio.io/docs/notification-rules.md): Learn how to configure conditions on a channel to trigger alerts in Validio.
- [About Validio AI Features](https://docs.validio.io/docs/validio-ai-features.md): Explore the suite of Validio AI capabilities, from seamless MCP Server integration to LLM-powered custom SQL query generation and validator recommendations.
- [Generating SQL in Validators and Filters](https://docs.validio.io/docs/generating-sql-validators-and-filters.md): Learn how to use AI language models to enable text-to-SQL functionality when composing queries for SQL validators and filters
- [Glossary Term Suggestions](https://docs.validio.io/docs/glossary-term-suggestions.md): Use AI to automatically discover catalog assets and schema fields that match a glossary term.
- [AI Description Generation](https://docs.validio.io/docs/ai-description-generation.md): Use AI to generate contextual descriptions for catalog assets, schema fields, glossary terms, domains, validators, and lineage edges.
- [Suggest Lineage Edges](https://docs.validio.io/docs/suggest-lineage-edges.md): Use AI-powered matching to automatically suggest field-level lineage connections between cross-system assets.
- [Generating Validator Recommendations](https://docs.validio.io/docs/validator-recommendations.md): Learn how to use Validio's LLM-powered recommendations to quickly set up monitoring on your sources with pre-configured validators.
- [About Integrations](https://docs.validio.io/docs/about-integrations.md): Connect Validio to your data infrastructure to monitor data quality across warehouses, streams, transformation tools, and BI platforms.
- [Browser Extension](https://docs.validio.io/docs/browser-extension.md): View Validio data quality information alongside your BI tool dashboards with the browser extension.
- [OpenLineage](https://docs.validio.io/docs/openlineage.md): Ingest lineage events and metadata from OpenLineage-compatible tools into Validio.
- [Business Intelligence Tools](https://docs.validio.io/docs/business-intelligence-tools.md): Connect Validio to your BI tool to discover and track metadata from dashboards and reports.
- [Looker](https://docs.validio.io/docs/looker.md): Integrate Validio with Looker to track metadata and lineage for dashboards, looks, and views.
- [Omni](https://docs.validio.io/docs/omni.md): Integrate Validio with Omni to fetch metadata for dashboards and charts in your catalog and lineage.
- [Power BI](https://docs.validio.io/docs/power-bi.md): Integrate Validio with Power BI to track metadata and lineage for your dashboards and reports.
- [Sigma](https://docs.validio.io/docs/sigma.md): Sigma is a BI analytics tool built for your cloud data warehouse.
- [Setting up Sigma for Validio](https://docs.validio.io/docs/setting-up-sigma-for-validio.md): Configure your Sigma account to integrate with Validio by assigning workspace access.
- [Tableau](https://docs.validio.io/docs/tableau.md): Integrate Validio with Tableau to track metadata and lineage for sheets, workbooks, and dashboards.
- [Data Catalog Solutions](https://docs.validio.io/docs/data-catalog-solutions.md): Connect Validio's data quality insights to popular data catalog solutions.
- [Atlan](https://docs.validio.io/docs/atlan.md): View Validio data quality metrics in Atlan.
- [Data Stream Sources](https://docs.validio.io/docs/data-streams.md): Connect Validio to your streaming data infrastructure.
- [Kafka](https://docs.validio.io/docs/kafka.md): Connect Validio to Apache Kafka for real-time data quality monitoring on streaming data.
- [Kinesis](https://docs.validio.io/docs/kinesis.md): Connect Validio to Amazon Kinesis for real-time data quality monitoring on streaming data.
- [Pub/Sub](https://docs.validio.io/docs/pubsub.md): Connect Validio to Google Cloud Pub/Sub for real-time data quality monitoring on streaming data.
- [Data Transformation](https://docs.validio.io/docs/data-transformation.md): Integrate Validio with data transformation tools to monitor model runs and test results.
- [dbt Cloud](https://docs.validio.io/docs/dbt-cloud.md): Integrate Validio with dbt Cloud to validate metadata for model runs and test results.
- [dbt Core](https://docs.validio.io/docs/dbt-core.md): Integrate Validio with dbt Core to validate metadata for model runs and test results.
- [Data Warehouse Sources](https://docs.validio.io/docs/data-warehouses.md): Connect Validio to your data warehouse to monitor tables and views for data quality issues.
- [Amazon Redshift](https://docs.validio.io/docs/redshift.md): Create a Redshift source
- [Azure Synapse](https://docs.validio.io/docs/azure-synapse.md): Create a source to monitor data from Azure Synapse.
- [ClickHouse](https://docs.validio.io/docs/clickhouse.md): Connect Validio to ClickHouse for data quality monitoring.
- [Databricks](https://docs.validio.io/docs/databricks.md): Configure a Databricks credential and source
- [Google BigQuery](https://docs.validio.io/docs/bigquery.md): Create a BigQuery Source
- [Snowflake](https://docs.validio.io/docs/snowflake.md): Connect Validio to Snowflake to monitor and validate your data warehouse tables, views, and streams.
- [Teradata](https://docs.validio.io/docs/teradata.md): Connect Validio to Teradata for data quality monitoring.
- [Teradata EULA](https://docs.validio.io/docs/teradata-eula.md): End User License Agreement for the Teradata integration.
- [LLM Credentials](https://docs.validio.io/docs/llm-credentials.md): Configure LLM credentials in Validio to leverage AI capabilities
- [Amazon Bedrock](https://docs.validio.io/docs/amazon-bedrock.md): Configure an Amazon Bedrock credential in Validio to leverage AI foundation models for generating SQL queries in custom validators and filters.
- [Anthropic](https://docs.validio.io/docs/anthropic.md): Configure an Anthropic credential in Validio to leverage Claude AI models for generating SQL queries in custom validators and filters.
- [Gemini Enterprise](https://docs.validio.io/docs/gemini-enterprise.md): Configure a Gemini Enterprise credential in Validio to leverage Google Gemini models for generating SQL queries in custom validators and filters.
- [Microsoft Foundry](https://docs.validio.io/docs/microsoft-foundry.md): Configure a Microsoft Foundry credential in Validio to leverage models deployed on Azure AI Foundry for validator recommendations and generating SQL queries in custom validators and filters.
- [OpenAI](https://docs.validio.io/docs/openai.md): Configure an OpenAI credential in Validio to leverage GPT models for validator recommendations and generating SQL queries in custom validators and filters.
- [Notification Channels](https://docs.validio.io/docs/notification-channels.md): Route incident alerts to your communication tools or external systems.
- [Email](https://docs.validio.io/docs/email.md): Send Validio notification messages as emails with rich HTML content.
- [Jira](https://docs.validio.io/docs/jira.md): Create Jira issues from Validio incidents using a Jira integration and channel.
- [Microsoft Teams](https://docs.validio.io/docs/microsoft-teams.md): Send Validio notifications to a designated Microsoft Teams channel.
- [Setting up a Microsoft Teams App for Validio](https://docs.validio.io/docs/setting-up-a-microsoft-teams-app-for-validio.md): Step-by-step guide to creating and configuring a Microsoft Teams app for Validio notifications.
- [ServiceNow](https://docs.validio.io/docs/servicenow.md): Sync incidents and status updates between Validio and ServiceNow.
- [Slack](https://docs.validio.io/docs/slack.md): Send Validio notifications to designated Slack channels.
- [Setting up a Slack App for Validio](https://docs.validio.io/docs/slack-app-setup-for-validio.md): Step-by-step guide to creating and configuring a Slack app for Validio notifications.
- [Migrating Slack App to Socket Mode](https://docs.validio.io/docs/migrating-slack-app-to-socket-mode.md): Migrate your existing Slack app to Socket Mode for Validio notifications.
- [Webhooks](https://docs.validio.io/docs/webhooks.md): Send Validio notification messages as webhook payloads to an HTTP endpoint.
- [Orchestration Tools](https://docs.validio.io/docs/orchestration.md): Integrate Validio into your data orchestration workflow.
- [Validio for Airflow](https://docs.validio.io/docs/validio-airflow.md): Integrate Validio into your Apache Airflow environment with custom hooks, operators, and sensors.
- [Circuit Breakers](https://docs.validio.io/docs/circuit-breakers.md): A circuit breaker stops a downstream data pipeline when Validio detects data quality incidents in freshly polled data, so bad data never propagates.
- [Query Engine Sources](https://docs.validio.io/docs/query-engine-sources.md): Connect Validio to query engines to monitor data stored in object storage or data lakes.
- [Amazon Athena](https://docs.validio.io/docs/athena.md): Create a source for Amazon Athena.
- [Transactional Databases](https://docs.validio.io/docs/transactional-databases.md): Connect Validio to your transactional databases to monitor operational data for quality issues.
- [IBM Db2](https://docs.validio.io/docs/ibm-db2.md): Connect Validio to IBM Db2 to monitor and validate your operational data.
- [Microsoft SQL Server](https://docs.validio.io/docs/sql-server.md): Connect Validio to Microsoft SQL Server to monitor and validate your operational data.
- [Oracle](https://docs.validio.io/docs/oracle.md): Connect Validio to Oracle Database to monitor and validate your operational data.
- [PostgreSQL](https://docs.validio.io/docs/postgresql.md): Connect Validio to PostgreSQL to monitor and validate your operational data.
- [Progress OpenEdge](https://docs.validio.io/docs/progress-openedge.md): Connect Validio to Progress OpenEdge to monitor and validate your operational data.
- [SAP IQ](https://docs.validio.io/docs/sap-iq.md): Connect Validio to SAP IQ to monitor and validate your operational data.
- [Validio MCP Server](https://docs.validio.io/docs/validio-mcp-server.md): The Validio MCP Server enables AI assistants like Claude and Gemini to configure validators, analyze incidents, and manage data quality through natural language.
- [MCP Server Setup Instructions](https://docs.validio.io/docs/mcp-server-setup.md): Step-by-step instructions for connecting Claude, Gemini CLI, and other MCP clients to the Validio MCP Server using OAuth authentication and Streamable HTTP transport.
- [MCP Server User Guide](https://docs.validio.io/docs/mcp-server-user-guide.md): Example prompts and use cases for the Validio MCP Server, including root cause analysis, setting up monitoring for new sources, and getting intelligent validator recommendations.
- [Best Practices](https://docs.validio.io/docs/mcp-server-best-practices.md): Best practices for using the Validio MCP Server, including effective prompting, model selection, authentication, and security considerations.
- [Schema & Profiling Tab](https://docs.validio.io/docs/schema-and-profiling-tab.md): View and manage your source schema, run data profiling, and preview sample data.
- [Data Profiling](https://docs.validio.io/docs/data-profiling.md): Run on-demand statistical analysis of your source fields to understand data patterns and quality.
- [Data Sampling](https://docs.validio.io/docs/data-sampling.md): Preview a tabulated sample of rows from your source to inspect actual data values and verify data patterns.
- [Schema Detection](https://docs.validio.io/docs/schema-detection.md): Learn how Validio automatically detects and infers schemas for structured and semi-structured data sources.
- [About Filters](https://docs.validio.io/docs/filters.md): Learn about the filter types available in Validio to specify which datapoints or records to include in validator calculations.
- [Filter Types](https://docs.validio.io/docs/filter-types.md): Detailed configuration parameters for Boolean, Enum, Null, String, SQL, and Threshold filter types in Validio.
- [SQL Filter Expression Reference](https://docs.validio.io/docs/filters-sql-filter-expression-reference.md): Reference guide for SQL filter expressions in Validio, including supported data types, operators, and functions.
- [Managing Filters](https://docs.validio.io/docs/filters-tab.md): Create and manage filters on a source using the Filters tab in Validio.
- [About Windows](https://docs.validio.io/docs/windows.md): Windows define the batch size of data used for calculating and validating metrics in Validio. Choose between global windows and tumbling windows based on your source type.
- [Configuring Global Windows](https://docs.validio.io/docs/configuring-global-windows.md): Configure global windows in Validio to scan all available data during each poll and compute metrics for the entire source.
- [Configuring Tumbling Windows](https://docs.validio.io/docs/configuring-tumbling-windows.md): Configure tumbling windows in Validio as fixed-size, non-overlapping time intervals for data aggregation and validation.
- [About Segmentation](https://docs.validio.io/docs/segmentation.md): Segmentation in Validio lets you validate metrics per segment of your data, similar to a GROUP BY in SQL. This enables granular analysis that catches issues hidden by aggregation.
- [Configuring Segmentation](https://docs.validio.io/docs/segmentation-configuration.md): Create and configure segmentations on source fields in Validio to break data into separate groups for analysis.
- [About Thresholds](https://docs.validio.io/docs/thresholds.md): Thresholds define the conditions for a validator to flag a data quality incident in Validio. Choose from dynamic, fixed, or difference thresholds depending on your monitoring needs.
- [Configuring Dynamic Thresholds](https://docs.validio.io/docs/configuring-dynamic-thresholds.md): Configure dynamic thresholds in Validio that use smart algorithms to automatically detect anomalies from historical patterns.
- [Configuring Fixed Thresholds](https://docs.validio.io/docs/configuring-fixed-thresholds.md): Configure fixed thresholds in Validio to compare numeric metrics against specified values and trigger incidents.
- [Configuring Difference Thresholds](https://docs.validio.io/docs/configuring-difference-thresholds.md): Configure difference thresholds in Validio to alert when metric values deviate between consecutive windows.
- [Updating Threshold Settings](https://docs.validio.io/docs/updating-thresholds.md): Update threshold settings on individual validators in Validio, with before-and-after comparison and incident impact review.
- [About Validio RBAC](https://docs.validio.io/docs/about-validio-rbac.md): Learn how role-based access works in Validio.
- [Platform Configuration](https://docs.validio.io/docs/settings.md): Access and manage your Validio platform Account, Workspace, and System monitoring settings.
- [Configuring Global Settings](https://docs.validio.io/docs/global-settings.md): Configuration options for customizing your Validio installation.
- [Managing API Keys](https://docs.validio.io/docs/managing-api-keys.md): Create, delete, and regenerate API keys to manage the Validio platform through the Validio API.
- [Managing Integrations](https://docs.validio.io/docs/managing-integrations.md): Create and manage integrations that connect Validio to external services used by notification channels.
- [Managing Namespaces](https://docs.validio.io/docs/managing-namespaces.md): Learn how to organize and assign access to your resources with namespaces.
- [Managing Roles](https://docs.validio.io/docs/managing-roles.md): Learn how to create and manage global and namespace roles in your Workspace.
- [Managing Tags](https://docs.validio.io/docs/managing-tags.md): Create, update, and delete tags to categorize and organize sources, validators, and other resources in Validio.
- [Managing Teams](https://docs.validio.io/docs/managing-teams.md): Learn how to create and manage teams in your Workspace.
- [Managing Users and Identity Providers](https://docs.validio.io/docs/managing-users-and-idps.md): Create and manage user accounts and configure identity providers for authentication in Validio.
- [Validio Platform Requirements](https://docs.validio.io/docs/validio-platform-and-sdk-compatibility.md): Check supported browser versions and ensure Validio platform and SDK version compatibility for your deployment.
- [Validio Managed Solution](https://docs.validio.io/docs/managed-solution.md): Let Validio manage the platform so you do not have to worry about maintenance and upgrades.
- [Customer Virtual Private Cloud](https://docs.validio.io/docs/virtual-private-cloud.md): When data cannot leave your environment.
- [VPC Deployment Installation](https://docs.validio.io/docs/vpc-deployment.md): Install Validio on customer VPC.
- [VPC Deployment Examples](https://docs.validio.io/docs/vpc-deployment-examples.md): Example Helm configurations for deploying Validio on GCP, AWS, and Azure Kubernetes clusters.
- [Upgrading VPC Deployments](https://docs.validio.io/docs/upgrading-vpc-deployments.md): Upgrade Validio in a self-managed VPC deployment one major version at a time using Helm.
- [VPC Communication](https://docs.validio.io/docs/vpc-communication-and-services.md): Configure your network to communicate with Validio platform.
- [Data Handling and Retention](https://docs.validio.io/docs/data-handling-and-retention.md): Understand how Validio accesses and processes data, and review retention policies for managed and VPC deployments.
- [Validio Services](https://docs.validio.io/docs/validio-services.md): A summary of Validio backend and frontend services.
- [About Validio Developer Toolkit](https://docs.validio.io/docs/developer-toolkit.md): The Validio developer toolkit includes the GraphQL API, Python SDK, CLI, and Validio Code (IaC) for automating and managing data quality without the web interface.
- [Getting Started with Validio Developer Toolkit](https://docs.validio.io/docs/getting-started-developer-toolkit.md): Install the Validio CLI and SDK, create an API key, and start interacting with the Validio platform programmatically.
- [Semi-structured Data Syntax](https://docs.validio.io/docs/semi-structured-data-syntax.md): Learn the JSONPath syntax for accessing semi-structured and complex data structures using the Validio API, SDK, and CLI.
- [Validio API](https://docs.validio.io/docs/validio-api.md): Interact with the Validio platform using the GraphQL API for programmatic management of resources and configurations.
- [GraphQL Basics](https://docs.validio.io/docs/graphql-basics.md): Learn GraphQL basics for the Validio API, including schema, objects, queries, mutations, subscriptions, and how to batch requests for efficient data quality automation.
- [CSV Export API](https://docs.validio.io/docs/csv-export-api.md): Export Validio data — sources, validators, incidents, activity, debug records, and sample data — as CSV via REST endpoints for reporting, archival, and BI integration.
- [Validio CLI](https://docs.validio.io/docs/validio-cli.md): Command-Line Interface (CLI) to interact with the Validio platform through the SDK and API. The Validio CLI is a wrapper around the Validio SDK which includes some added functionality. The CLI is also used to configure Validio through Infrastructure-as-Code (IaC).
- [Validio SDK](https://docs.validio.io/docs/validio-sdk.md): The Validio SDK provides functionality to interact with the Validio API using Python.
- [Validio Code (IaC)](https://docs.validio.io/docs/validio-code.md): Validio Code provides Infrastructure-as-Code (IaC) using Python to model and manage data quality resources in a repeatable, version-controlled manner similar to Terraform.
- [Validio Code Workflow](https://docs.validio.io/docs/validio-code-workflow.md): Walk through the Validio Code workflow: initialize, write, plan, and apply infrastructure as code changes.
- [Validio Code Scenarios](https://docs.validio.io/docs/validio-code-scenarios.md): Explore Validio Code scenarios including updating resources, managing schemas, importing resources, and destroying definitions.
- [Validio Code FAQ](https://docs.validio.io/docs/validio-code-faq.md): Find answers to common questions about Validio Code, including namespaces, apply behavior, and resource naming.
- [Security and Compliance](https://docs.validio.io/docs/security-and-compliance.md): Learn about Validio security controls, ISO 27001 compliance, SOC 2 certification, and data protection practices.
- [Authentication ](https://docs.validio.io/docs/authentication.md): Validio supports user and password, SAML 2.0, and Kerberos authentication methods.
- [SAML SSO](https://docs.validio.io/docs/saml-sso.md): Guides for enabling SSO for all SAML-based SSO providers
- [Kerberos SSO](https://docs.validio.io/docs/kerberos-sso.md): Enable single sign-on using Kerberos with Active Directory as the Key Distribution Center for Validio.
- [Platform Terminology](https://docs.validio.io/docs/glossary.md): Definitions of terms and concepts used in Validio
- [AI Data Transparency](https://docs.validio.io/docs/llm-data-transparency.md): Understand what data Validio AI features send to a Large Language Model, including schema metadata, profiling aggregates, and customer controls.
- [Frequently Asked Questions](https://docs.validio.io/docs/faq.md): Answers to frequently asked questions about Validio, including supported data sources, monitoring capabilities, deployment options, and platform features.
- [Support Contact](https://docs.validio.io/docs/support.md): Contact Validio support via Slack, email, or our website for help with the platform or to request a demo.

## Recipes
- [Create a Credential and Source](https://docs.validio.io/recipes/create-a-credential-and-source.md): Learn how to create a credential, infer a schema, and create a source using the Validio SDK.
- [Delete a Credential](https://docs.validio.io/recipes/delete-a-credential.md): Learn how to delete a credential using a mutation and variables with the Validio SDK.
- [Export Incident Groups to CSV](https://docs.validio.io/recipes/export-incident-groups-to-csv.md): Export incident groups for a source to a CSV file, including timestamps, severity, values, and deviations.
- [Export Metrics to CSV](https://docs.validio.io/recipes/export-metrics-to-csv.md): Fetch and export validator metrics to CSV in hourly intervals using the Validio SDK, handling API response limits.
- [Get Incidents for a Validator](https://docs.validio.io/recipes/get-incidents-for-a-validator.md): Query incidents directly from a specific validator by name or resource name using the Validio SDK.
- [Get Info for a Validator](https://docs.validio.io/recipes/get-info-for-a-validator.md): Retrieve detailed information about a validator by ID, using GraphQL fragments for efficient data fetching.
- [List Credentials](https://docs.validio.io/recipes/list-credentials.md): List all credentials with their ID, name, and type using aliases and the Validio SDK.
- [Manually Poll a Source and Its Validators](https://docs.validio.io/recipes/manually-poll-a-source-and-its-validators-1.md): Trigger a source poll, wait for it to finish, and check whether it produced new incidents in one call — the building block for a circuit breaker.
- [Number of Incidents by Severity](https://docs.validio.io/recipes/number-of-incidents-by-severity.md): Summarize incident counts by severity level over the past week by fetching incident groups day by day.
- [Set Up a Channel and Notification Rule](https://docs.validio.io/recipes/set-up-a-channel-and-notification-rule.md): Create a Slack notification channel and configure rules to send alerts based on severity or tags.
- [Update a Source Schema](https://docs.validio.io/recipes/update-a-source-schema.md): Re-infer and update a source schema programmatically, verifying changes that may affect segmentations, windows, or validators.
- [Update a Validator](https://docs.validio.io/recipes/update-a-validator.md): Update a validator name and its dynamic threshold sensitivity in a single mutation with the Validio SDK.
- [Using the SDK with IaC](https://docs.validio.io/recipes/using-the-sdk-with-iac.md): Combine the Validio SDK client with Infrastructure as Code to copy validators across namespaces or reference existing resources.

## Changelog
- [Changelog 10.0](https://docs.validio.io/changelog/changelog-10-0.md)
- [Changelog 9.2](https://docs.validio.io/changelog/changelog-9-2.md)
- [Changelog 9.1](https://docs.validio.io/changelog/changelog-9-1.md)
- [Changelog 9.0](https://docs.validio.io/changelog/changelog-9-0.md)
- [Changelog 8.2](https://docs.validio.io/changelog/changelog-8-2.md)
- [Changelog 8.1](https://docs.validio.io/changelog/changelog-8-1.md)
- [Changelog 8.0](https://docs.validio.io/changelog/changelog-8-0.md)
- [Changelog 7.6](https://docs.validio.io/changelog/changelog-7-6.md)
- [Changelog 7.5](https://docs.validio.io/changelog/changelog-7-5.md)
- [Changelog 7.4](https://docs.validio.io/changelog/changelog-7-4.md)