# Snowplow Help Center


## Internal


### Infrastructure Management

- [Snowplow Micro Rate Limits and Event Processing Capacity](https://support.snowplow.io/articles/9198885331-snowplow-micro-rate-limits-and-event-processing-capacity)

## Product Updates


### Product News

- [Introducing Custom Instructions for Snowplow Assistant](https://support.snowplow.io/articles/9913947412-introducing-custom-instructions-for-snowplow-assistant)
- [New in Signals: Backfill Stream Attributes, Improved Signals Metrics](https://support.snowplow.io/articles/4913872590-new-in-signals-backfill-stream-attributes-improved-signals-metrics)
- [New ways to use AI with Snowplow](https://support.snowplow.io/articles/8865793609-new-ways-to-use-ai-with-snowplow)
- [Snowplow Mini Moving to Maintenance Mode](https://support.snowplow.io/articles/6368983338-snowplow-mini-moving-to-maintenance-mode)
- [Introducing Event Specification Validation](https://support.snowplow.io/articles/3184070782-introducing-event-specification-validation)
- [Improved bot detection](https://support.snowplow.io/articles/1389127851-improved-bot-detection)
- [Introducing Snowplow Identities](https://support.snowplow.io/articles/1295770414-introducing-snowplow-identities)
- [Meet the new development environments](https://support.snowplow.io/articles/6467090049-meet-the-new-development-environments)
- [Signals March '26 Release - Intervention Previews, Support for Event Specs](https://support.snowplow.io/articles/7964637465-signals-march-26-release-intervention-previews-support-for-event-specs)
- [Introducing improved data modeling in Console](https://support.snowplow.io/articles/8206522010-introducing-improved-data-modeling-in-console)
- [Introducing Event Specification Inference & New Publishing Workflow](https://support.snowplow.io/articles/5198682078-introducing-event-specification-inference-new-publishing-workflow)
- [Introducing the Event Catalog](https://support.snowplow.io/articles/5396724658-introducing-the-event-catalog)
- [Data Products are now Tracking Plans](https://support.snowplow.io/articles/8856141286-data-products-are-now-tracking-plans)
- [Signals January 2026 Roundup - 10X Latency Improvements and More](https://support.snowplow.io/articles/4820130636-signals-january-2026-roundup-10x-latency-improvements-and-more)
- [Introducing simplified tracker initialization within Source Applications](https://support.snowplow.io/articles/8959442213-introducing-simplified-tracker-initialization-within-source-applications)
- [Signals Streaming-Only Deployments](https://support.snowplow.io/articles/1872031853-signals-streaming-only-deployments)
- [Introducing Event Specification Code Generation in Console](https://support.snowplow.io/articles/7850004558-introducing-event-specification-code-generation-in-console)
- [Introducing Automatically Generated Data Models Support for Databricks and Lake Loaders](https://support.snowplow.io/articles/1507283628-introducing-automatically-generated-data-models-support-for-databricks-and-lake-loaders)
- [Introducing Signals Sandbox: Start Experimenting with New Solution Accelerators](https://support.snowplow.io/articles/8272983683-introducing-signals-sandbox-start-experimenting-with-new-solution-accelerators)
- [Introducing Failed Event Alerts with Thresholds](https://support.snowplow.io/articles/7741407495-introducing-failed-event-alerts-with-thresholds)
- [Event Forwarding is Now Generally Available](https://support.snowplow.io/articles/9650479997-event-forwarding-is-now-generally-available)
- [[Security] Snowplow HA Pipeline customers using Snowplow Enrich](https://support.snowplow.io/articles/1989874783-security-snowplow-ha-pipeline-customers-using-snowplow-enrich)
- [Introducing Autogenerated Data Models](https://support.snowplow.io/articles/7915783801-introducing-autogenerated-data-models)
- [Snowplow Signals is Now Generally Available](https://support.snowplow.io/articles/7392686779-snowplow-signals-is-now-generally-available)
- [Introducing Snowplow Signals](https://support.snowplow.io/articles/5804091864-introducing-snowplow-signals)
- [Critical Snowplow Security Updates & Impact on Open Source Software Users](https://support.snowplow.io/articles/5194231080-critical-snowplow-security-updates-impact-on-open-source-software-users)

### Release Notes

- [Snowplow JavaScript Tracker 4.10.0](https://support.snowplow.io/articles/8495547391-snowplow-javascript-tracker-4-10-0)
- [Snowplow Flutter Tracker 0.11.0](https://support.snowplow.io/articles/8401391901-snowplow-flutter-tracker-0-11-0)
- [Snowplow dbt Normalize v1.0.0 released!](https://support.snowplow.io/articles/9504113446-snowplow-dbt-normalize-v1-0-0-released)
- [Snowplow dbt Attribution v1.0.0 released!](https://support.snowplow.io/articles/6277808564-snowplow-dbt-attribution-v1-0-0-released)
- [Snowplow dbt Ecommerce v1.0.0 released!](https://support.snowplow.io/articles/5824719008-snowplow-dbt-ecommerce-v1-0-0-released)
- [Snowplow dbt Media Player v1.0.0 released!](https://support.snowplow.io/articles/3064434993-snowplow-dbt-media-player-v1-0-0-released)
- [Snowplow Flutter tracker 0.9.0 released!](https://support.snowplow.io/articles/1750173878-snowplow-flutter-tracker-0-9-0-released)
- [Snowtype 0.17.0](https://support.snowplow.io/articles/7624525032-snowtype-0-17-0)
- [Snowplow Android Tracker 6.3.1](https://support.snowplow.io/articles/8004883057-snowplow-android-tracker-6-3-1)
- [[AWS] Latency and cost improvements with Enrich 6.6.0 and S3 Loader 3.x](https://support.snowplow.io/articles/2566891601-aws-latency-and-cost-improvements-with-enrich-6-6-0-and-s3-loader-3-x)
- [Snowplow dbt Unified v1.0.0 released!](https://support.snowplow.io/articles/7737691671-snowplow-dbt-unified-v1-0-0-released)
- [Snowplow dbt Utils v1.0.0 released!](https://support.snowplow.io/articles/7758673103-snowplow-dbt-utils-v1-0-0-released)
- [Snowbridge 4.1.0](https://support.snowplow.io/articles/9971247138-snowbridge-4-1-0)
- [Mixpanel Integration Now Available for Event Forwarding](https://support.snowplow.io/articles/6856506077-mixpanel-integration-now-available-for-event-forwarding)
- [Snowtype 0.13.4](https://support.snowplow.io/articles/9256643378-snowtype-0-13-4)
- [Snowplow Micro v3: New UI, Snowbridge integration](https://support.snowplow.io/articles/2807221285-snowplow-micro-v3-new-ui-snowbridge-integration)
- [Introducing Event Compression for Infrastructure Cost Savings](https://support.snowplow.io/articles/4828922462-introducing-event-compression-for-infrastructure-cost-savings)
- [Introducing Unified Tracking Design](https://support.snowplow.io/articles/5930026327-introducing-unified-tracking-design)
- [Introducing Databricks Streaming Loader](https://support.snowplow.io/articles/4515209402-introducing-databricks-streaming-loader)
- [Snowplow Signals is Now Generally Available](https://support.snowplow.io/articles/8475673773-snowplow-signals-is-now-generally-available)
- [Snowplow Micro 2.3.1 released](https://support.snowplow.io/articles/9366293825-snowplow-micro-2-3-1-released)
- [Snowplow JavaScript Trackers v4.6.6 released!](https://support.snowplow.io/articles/5156268078-snowplow-javascript-trackers-v4-6-6-released)
- [[Snowflake] Snowflake Streaming Loader 0.5.1 released](https://support.snowplow.io/articles/8807239090-snowflake-snowflake-streaming-loader-0-5-1-released)
- [Introducing Drafts for Data Structures](https://support.snowplow.io/articles/7376795428-introducing-drafts-for-data-structures)
- [Snowplow Roku tracker 0.3.1 released!](https://support.snowplow.io/articles/7201767715-snowplow-roku-tracker-0-3-1-released)
- [Snowplow dbt Normalize v0.4.1 released!](https://support.snowplow.io/articles/3052524201-snowplow-dbt-normalize-v0-4-1-released)
- [Snowplow dbt E-Commerce v0.9.3 released!](https://support.snowplow.io/articles/1818531916-snowplow-dbt-e-commerce-v0-9-3-released)
- [Snowplow dbt Media Player v0.9.3 released!](https://support.snowplow.io/articles/9648798894-snowplow-dbt-media-player-v0-9-3-released)
- [Snowplow dbt Attribution v0.5.1 released!](https://support.snowplow.io/articles/8415889911-snowplow-dbt-attribution-v0-5-1-released)
- [*New* Failed Event Alerts released!](https://support.snowplow.io/articles/9215628809-new-failed-event-alerts-released)
- [Snowplow dbt Unified v0.5.5 released!](https://support.snowplow.io/articles/9978746727-snowplow-dbt-unified-v0-5-5-released)
- [Snowplow dbt Utils v0.17.3 released!](https://support.snowplow.io/articles/8723795184-snowplow-dbt-utils-v0-17-3-released)
- [Snowplow dbt Unified v0.5.4 released!](https://support.snowplow.io/articles/5029716633-snowplow-dbt-unified-v0-5-4-released)
- [Snowplow dbt ecommerce v0.9.2 released!](https://support.snowplow.io/articles/4910322934-snowplow-dbt-ecommerce-v0-9-2-released)
- [Snowplow MCP Server for Tracking Design](https://support.snowplow.io/articles/3329919952-snowplow-mcp-server-for-tracking-design)
- [Snowplow Flutter tracker 0.8.0 released!](https://support.snowplow.io/articles/1230258103-snowplow-flutter-tracker-0-8-0-released)
- [Snowplow dbt Unified v0.5.3 released!](https://support.snowplow.io/articles/3600107994-snowplow-dbt-unified-v0-5-3-released)
- [Snowplow dbt ecommerce v0.9.1 released!](https://support.snowplow.io/articles/2153738221-snowplow-dbt-ecommerce-v0-9-1-released)
- [Snowplow dbt Utils v0.17.2 released!](https://support.snowplow.io/articles/3458880242-snowplow-dbt-utils-v0-17-2-released)
- [Snowplow cli release 0.0.10](https://support.snowplow.io/articles/5269600610-snowplow-cli-release-0-0-10)
- [Introducing Element Tracking for the Web](https://support.snowplow.io/articles/6882005759-introducing-element-tracking-for-the-web)
- [BigQuery V2 Failed Events Support Now Available in the Data Quality Dashboard](https://support.snowplow.io/articles/4438034141-bigquery-v2-failed-events-support-now-available-in-the-data-quality-dashboard)
- [Snowplow Console Navigation Changes](https://support.snowplow.io/articles/7820839051-snowplow-console-navigation-changes)
- [Snowplow dbt Attribution v0.5.0 released!](https://support.snowplow.io/articles/5557016781-snowplow-dbt-attribution-v0-5-0-released)
- [Snowplow PHP Tracker 0.9.1 released!](https://support.snowplow.io/articles/9078211794-snowplow-php-tracker-0-9-1-released)
- [Introducing The New Snowplow Console Homepage](https://support.snowplow.io/articles/7843073188-introducing-the-new-snowplow-console-homepage)
- [Snowplow JavaScript Trackers v4.5.0 released!](https://support.snowplow.io/articles/9750566401-snowplow-javascript-trackers-v4-5-0-released)
- [Snowplow iOS Tracker v6.2.1 released!](https://support.snowplow.io/articles/7865745558-snowplow-ios-tracker-v6-2-1-released)
- [Snowplow .NET tracker 1.3.1](https://support.snowplow.io/articles/1860458329-snowplow-net-tracker-1-3-1)
- [Snowplow JavaScript tracker 4.4.0](https://support.snowplow.io/articles/8556745400-snowplow-javascript-tracker-4-4-0)
- [[Snowplow CDI] New workspace details page](https://support.snowplow.io/articles/7789847535-snowplow-cdi-new-workspace-details-page)
- [Optimize your data lake](https://support.snowplow.io/articles/7981729820-optimize-your-data-lake)
- [Announcing Data Quality Dashboard](https://support.snowplow.io/articles/4854196065-announcing-data-quality-dashboard)
- [Snowplow PHP tracker 0.9.0](https://support.snowplow.io/articles/4418235721-snowplow-php-tracker-0-9-0)
- [GTM Variable Template 1.1.0 Released](https://support.snowplow.io/articles/3976181293-gtm-variable-template-1-1-0-released)
- [Snowplow Golang tracker 3.2.0](https://support.snowplow.io/articles/7590666305-snowplow-golang-tracker-3-2-0)
- [Snowplow dbt Unified v0.5.2 released!](https://support.snowplow.io/articles/1656740657-snowplow-dbt-unified-v0-5-2-released)
- [Snowplow Python tracker 1.1.0 released](https://support.snowplow.io/articles/1837184908-snowplow-python-tracker-1-1-0-released)
- [Announcing BigQuery Loader version 2](https://support.snowplow.io/articles/3722066920-announcing-bigquery-loader-version-2)
- [Snowtype v0.12.2 released!](https://support.snowplow.io/articles/9168586443-snowtype-v0-12-2-released)
- [Snowplow iOS and Android trackers 6.2.0](https://support.snowplow.io/articles/3814378001-snowplow-ios-and-android-trackers-6-2-0)
- [Snowtype v0.12.0 released!](https://support.snowplow.io/articles/2084530137-snowtype-v0-12-0-released)
- [Retiring legacy images of Snowplow Mini](https://support.snowplow.io/articles/7723543345-retiring-legacy-images-of-snowplow-mini)
- [Google Tag Manager v4](https://support.snowplow.io/articles/1310275206-google-tag-manager-v4)
- [Self-served Lake Loader setup now available](https://support.snowplow.io/articles/2885481133-self-served-lake-loader-setup-now-available)
- [Snowplow dbt Unified v0.5.1 released!](https://support.snowplow.io/articles/8827212671-snowplow-dbt-unified-v0-5-1-released)
- [Snowplow Android Tracker 6.1.1 released](https://support.snowplow.io/articles/9436052804-snowplow-android-tracker-6-1-1-released)
- [Snowplow WebView plugin released, plus Android and iOS v6.1](https://support.snowplow.io/articles/9245808810-snowplow-webview-plugin-released-plus-android-and-ios-v6-1)
- [New release: Snowplow React Native Tracker and Screen Tracking Plugin 4.2.0](https://support.snowplow.io/articles/8132713827-new-release-snowplow-react-native-tracker-and-screen-tracking-plugin-4-2-0)

### Maintenance Notifications

- [[GCP] Action required: Enable more resilient observability metrics](https://support.snowplow.io/articles/3591208267-gcp-action-required-enable-more-resilient-observability-metrics)
- [[RESOLVED] Service Disruption Affecting Console and Pipeline Operations](https://support.snowplow.io/articles/2697526341-resolved-service-disruption-affecting-console-and-pipeline-operations)
- [[GCP] Final Notice - Action required: Updated GCP Permissions for new ingress controller for GKE (Traefik) and Signals](https://support.snowplow.io/articles/2822040369-gcp-final-notice-action-required-updated-gcp-permissions-for-new-ingress-controller-for-gke-traefik-and-signals)
- [[BigQuery] Optional migration to the new column format available](https://support.snowplow.io/articles/1289225587-bigquery-optional-migration-to-the-new-column-format-available)
- [IMPORTANT: Raw stream format change](https://support.snowplow.io/articles/3608160759-important-raw-stream-format-change)
- [[AWS] Sunsetting the S3 “raw” bucket](https://support.snowplow.io/articles/3151716849-aws-sunsetting-the-s3-raw-bucket)
- [[Snowplow Mini] Rollout of the latest version (0.23.2)](https://support.snowplow.io/articles/8907674564-snowplow-mini-rollout-of-the-latest-version-0-23-2)
- [[GCP] Action required: New ingress controller for GKE (Traefik)](https://support.snowplow.io/articles/2573314121-gcp-action-required-new-ingress-controller-for-gke-traefik)
- [[Snowflake] Action required: November authentication changes](https://support.snowplow.io/articles/8406735575-snowflake-action-required-november-authentication-changes)
- [[Databricks] Changes to how Snowplow data is stored in Databricks](https://support.snowplow.io/articles/9224908132-databricks-changes-to-how-snowplow-data-is-stored-in-databricks)
- [Snowplow Cookie Extension Service, Previously Named 'ID Service'](https://support.snowplow.io/articles/7186795332-snowplow-cookie-extension-service-previously-named-id-service)
- [[BigQuery] New column for YAUAA enrichment data](https://support.snowplow.io/articles/6041267864-bigquery-new-column-for-yauaa-enrichment-data)
- [[Security] Disabling legacy TLS protocols](https://support.snowplow.io/articles/4970634049-security-disabling-legacy-tls-protocols)
- [[BigQuery] REMINDER: Migration to BigQuery Loader version 2](https://support.snowplow.io/articles/9954537445-bigquery-reminder-migration-to-bigquery-loader-version-2)
- [[Snowplow Mini] Rollout of the latest version (0.22.0)](https://support.snowplow.io/articles/8399660917-snowplow-mini-rollout-of-the-latest-version-0-22-0)
- [[BigQuery] Migration to BigQuery Loader version 2](https://support.snowplow.io/articles/4602380982-bigquery-migration-to-bigquery-loader-version-2)
- [[Snowflake] Changes to how Snowplow data is stored in Snowflake](https://support.snowplow.io/articles/2575831841-snowflake-changes-to-how-snowplow-data-is-stored-in-snowflake)
- [[AWS] Iglu Server load balancer migration](https://support.snowplow.io/articles/1127627543-aws-iglu-server-load-balancer-migration)

## Infrastructure


### GCP

- [GCP Minimum IAM Permissions for PMC (Service Account Impersonation)](https://support.snowplow.io/articles/9208154497-gcp-minimum-iam-permissions-for-pmc-service-account-impersonation)

### AWS

- [Requirements for VPC Peering in AWS](https://support.snowplow.io/articles/2503240647-requirements-for-vpc-peering-in-aws)
- [Requirements for BYOK (Bring Your Own Key) Encryption in AWS](https://support.snowplow.io/articles/2492775556-requirements-for-byok-bring-your-own-key-encryption-in-aws)
- [Requirements for BYON (Bring Your Own Network) Custom VPC setup in AWS](https://support.snowplow.io/articles/1220002865-requirements-for-byon-bring-your-own-network-custom-vpc-setup-in-aws)
- [How the Snowplow pipeline is monitored](https://support.snowplow.io/articles/6453140697-how-the-snowplow-pipeline-is-monitored)
- [Why is the EKS cluster publicly accessible?](https://support.snowplow.io/articles/8820401501-why-is-the-eks-cluster-publicly-accessible)
- [AWS GuardDuty reporting an unprotected port on EC2 instance as being probed.](https://support.snowplow.io/articles/9894904553-aws-guardduty-reporting-an-unprotected-port-on-ec2-instance-as-being-probed)
- [Learn about S3 Intelligent-Tiering](https://support.snowplow.io/articles/9031671463-learn-about-s3-intelligent-tiering)
- [Learn about Snowplow's S3 buckets](https://support.snowplow.io/articles/1873893241-learn-about-snowplow-s-s3-buckets)
- [Moving your Snowplow AWS account to a different AWS Organization](https://support.snowplow.io/articles/3679497139-moving-your-snowplow-aws-account-to-a-different-aws-organization)

## Getting Started


### First Steps

- [Querying the Snowplow Hosted Micro /events Endpoint](https://support.snowplow.io/articles/6547801718-querying-the-snowplow-hosted-micro-events-endpoint)
- [Learn about Snowplow BDP](https://support.snowplow.io/articles/4431218364-learn-about-snowplow-bdp)
- [Getting started with Event Tracking](https://support.snowplow.io/articles/1093308167-getting-started-with-event-tracking)

### Account & Security

- [Maintaining Snowplow-Managed Infrastructure](https://support.snowplow.io/articles/4111443425-maintaining-snowplow-managed-infrastructure)
- [How to Configure AWS PrivateLink for Snowplow Pipeline Connectivity](https://support.snowplow.io/articles/6079568433-how-to-configure-aws-privatelink-for-snowplow-pipeline-connectivity)
- [Learn about Disaster Recovery](https://support.snowplow.io/articles/3202249801-learn-about-disaster-recovery)
- [How to enable Single Sign-on](https://support.snowplow.io/articles/3340166955-how-to-enable-single-sign-on)
- [Learn about ISO27001](https://support.snowplow.io/articles/5008041860-learn-about-iso27001)

### Cloud Accounts

- [Example: Strict AWS IAM Permission Boundary](https://support.snowplow.io/articles/2560751236-example-strict-aws-iam-permission-boundary)

### Support Services

- [Our Pipeline App Release Process](https://support.snowplow.io/articles/3917806996-our-pipeline-app-release-process)
- [Getting Started with Snowplow Support](https://support.snowplow.io/articles/4406197805-getting-started-with-snowplow-support)
- [Statement of Support](https://support.snowplow.io/articles/8664890752-statement-of-support)
- [Learn about Customer Event Management](https://support.snowplow.io/articles/9195632342-learn-about-customer-event-management)

## Console


### Managing Events

- [How to configure the Iglu Resolver](https://support.snowplow.io/articles/8794919921-how-to-configure-the-iglu-resolver)

### Monitoring Pipelines

- [Snowplow Inspector: Event Grouping in Single-Page Applications (SPAs)](https://support.snowplow.io/articles/3096191836-snowplow-inspector-event-grouping-in-single-page-applications-spas)

## Signals


### Attribute Group

- [Signals: Why Snowflake Batch Connection Table Dropdown Doesn't Match Your Warehouse Tables](https://support.snowplow.io/articles/9868201023-signals-why-snowflake-batch-connection-table-dropdown-doesn-t-match-your-warehouse-tables)

## Event Studio


### Managing Data Structures

- [Snowtype failing to authenticate](https://support.snowplow.io/articles/2857294500-snowtype-failing-to-authenticate)
- [Data Products FAQ](https://support.snowplow.io/articles/1473917812-data-products-faq)

## Tracker SDKs


### Using Trackers

- [Propagating Set-Cookie header with Snowplow Collector Behind a CDN or Reverse Proxy](https://support.snowplow.io/articles/5676615248-propagating-set-cookie-header-with-snowplow-collector-behind-a-cdn-or-reverse-proxy)
- [Why Recovery of Events Sent to Mini Is Not Supported](https://support.snowplow.io/articles/3722786367-why-recovery-of-events-sent-to-mini-is-not-supported)
- [Share anonymous tracking setting between WebView and mobile trackers](https://support.snowplow.io/articles/7120298366-share-anonymous-tracking-setting-between-webview-and-mobile-trackers)
- [Managing Sessions in Mobile: Using the SessionController Interface](https://support.snowplow.io/articles/9357331538-managing-sessions-in-mobile-using-the-sessioncontroller-interface)

### Testing Tracking

- [Super easy guide to test schemas with Micro OR any Collector](https://support.snowplow.io/articles/3932598535-super-easy-guide-to-test-schemas-with-micro-or-any-collector)

## Pipeline


### Collector

- [TLS Version Support](https://support.snowplow.io/articles/8274105874-tls-version-support)
- [Collector XML Parsing Error](https://support.snowplow.io/articles/8112507462-collector-xml-parsing-error)

### Enrich

- [Adapter failures](https://support.snowplow.io/articles/4121662425-adapter-failures)
- [Troubleshooting MaxMind job failures](https://support.snowplow.io/articles/8659321042-troubleshooting-maxmind-job-failures)

### Data Streaming

- [Kinesis Streams in Your Snowplow Pipeline](https://support.snowplow.io/articles/3159553653-kinesis-streams-in-your-snowplow-pipeline)

## Loaders


### RDB Loader

- [Learn about the RDB Loader](https://support.snowplow.io/articles/8063437510-learn-about-the-rdb-loader)
- [How to set up and load to Databricks Deltalake](https://support.snowplow.io/articles/1421129988-how-to-set-up-and-load-to-databricks-deltalake)

### Snowflake Streaming Loader

- [Learn about Snowflake Streaming Loader](https://support.snowplow.io/articles/1834757726-learn-about-snowflake-streaming-loader)

### BQ Loader

- [Failed inserts in BigQuery Loader 2.0.0](https://support.snowplow.io/articles/9835611174-failed-inserts-in-bigquery-loader-2-0-0)

### Elasticsearch Loader

- [OpenSearch FAQ](https://support.snowplow.io/articles/5274685482-opensearch-faq)
- [How to enable OpenSearch/ElasticSearch Loader: Customer Instructions](https://support.snowplow.io/articles/5098591733-how-to-enable-opensearch-elasticsearch-loader-customer-instructions)

## Data Consumption


## Data Models


### Data Model Packs

- [How to run specific data models](https://support.snowplow.io/articles/2150707944-how-to-run-specific-data-models)
- [How to check the SQL query that runs in a Data Visualization](https://support.snowplow.io/articles/2213107306-how-to-check-the-sql-query-that-runs-in-a-data-visualization)
- [E-commerce Visualization showing 0 in Product Details columns](https://support.snowplow.io/articles/4900726790-e-commerce-visualization-showing-0-in-product-details-columns)

### Unified Digital Model

- [Snowplow Unified DBT Incremental Manifest Reset on Excluded Model Runs](https://support.snowplow.io/articles/6408748722-snowplow-unified-dbt-incremental-manifest-reset-on-excluded-model-runs)
- [Tips for setting up dbt Models with Iceberg](https://support.snowplow.io/articles/3471129372-tips-for-setting-up-dbt-models-with-iceberg)
- [How to enable the Snowplow optimisations in a dbt package](https://support.snowplow.io/articles/3262065361-how-to-enable-the-snowplow-optimisations-in-a-dbt-package)
- [Limitation in snowplow__user_identifiers and user_sql Customization in Snowplow Unified Model](https://support.snowplow.io/articles/2104060464-limitation-in-snowplow-user-identifiers-and-user-sql-customization-in-snowplow-unified-model)
- [Snowflake key-pair authentication for data models](https://support.snowplow.io/articles/2603657112-snowflake-key-pair-authentication-for-data-models)
- [Roku tracker compatibility with the Media Player Package](https://support.snowplow.io/articles/8167574226-roku-tracker-compatibility-with-the-media-player-package)
- [Troubleshoot missing events in the Unified model](https://support.snowplow.io/articles/8284800191-troubleshoot-missing-events-in-the-unified-model)
- [Run Unified package in parallel with legacy packages](https://support.snowplow.io/articles/2939900295-run-unified-package-in-parallel-with-legacy-packages)
- [Adding server-side events to the Unified model](https://support.snowplow.io/articles/6249653284-adding-server-side-events-to-the-unified-model)
- [How to optimise performance of the Unified Digital Model](https://support.snowplow.io/articles/1007461033-how-to-optimise-performance-of-the-unified-digital-model)

### sql-runner

- [How to filter data for specific domains](https://support.snowplow.io/articles/7186756740-how-to-filter-data-for-specific-domains)

## Failed Events


### Failed Events in the Warehouse

- [Data quality Alerts- Slack integration FAQ](https://support.snowplow.io/articles/4955548761-data-quality-alerts-slack-integration-faq)