# Product features in Snowplow CDI and Self-Hosted
> Detailed comparison of features available in Snowplow CDI and Self-Hosted deployments.
> Source: https://docs.snowplow.io/docs/get-started/feature-comparison/
> Documentation index: https://docs.snowplow.io/llms.txt

Here is a detailed list of product features, showing which are available as part of Snowplow [Customer Data Infrastructure](/docs/get-started/deployment-options/#customer-data-infrastructure) (CDI) or [Snowplow Self-Hosted](/docs/get-started/deployment-options/#self-hosted).

Check out the [Snowplow Product Directory](https://snowplow.io/snowplow-product-description) to learn more about which features are available for CDI Cloud or CDI Private Managed Cloud deployments.

| ### Data Pipeline                                                                                                    | CDI | Self-Hosted      |
| -------------------------------------------------------------------------------------------------------------------- | --- | ---------------- |
| [25+ trackers and webhooks](/docs/sources/)                                                                          | ✅   | ✅                |
| First party tracking                                                                                                 | ✅   | ✅                |
| Anonymous data collection                                                                                            | ✅   | ✅                |
| [Cookie Lifetime Extension service](/docs/sources/web-trackers/cookies-and-local-storage/cookie-extension/)          | ✅   | ✅                |
| High availability and auto-scaling                                                                                   | ✅   | ❌                |
| [Enrichments](/docs/pipeline/enrichments/available-enrichments/)                                                     | ✅   | ✅                |
| [Failed events](/docs/fundamentals/failed-events/)                                                                   | ✅   | ✅                |
| [Data quality monitoring](/docs/monitoring/)                                                                         | ✅   | ❌                |
| Single Sign-On                                                                                                       | ✅   | ❌                |
| Pipeline observability                                                                                               | ✅   | do-it-yourself   |
| Surge protection                                                                                                     | ✅   | do-it-yourself   |
| **Warehouse / lake destinations**                                                                                    |     |                  |
| • Snowflake                                                                                                          | ✅   | ✅                |
| • Redshift                                                                                                           | ✅   | ✅                |
| • BigQuery                                                                                                           | ✅   | ✅                |
| • Databricks                                                                                                         | ✅   | ✅                |
| • Synapse Analytics                                                                                                  | ✅   | ✅                |
| • Elasticsearch                                                                                                      | ✅   | ✅                |
| • S3                                                                                                                 | ✅   | ✅                |
| • Google Cloud Storage                                                                                               | ✅   | ✅                |
| • Azure Data Lake Storage / OneLake                                                                                  | ✅   | ✅                |
| **Real-time streams**                                                                                                |     |                  |
| • Kinesis                                                                                                            | ✅   | ✅                |
| • PubSub                                                                                                             | ✅   | ✅                |
| • Kafka / Azure Event Hubs / Confluent Cloud                                                                         | ✅   | ✅                |
| ### Event Studio                                                                                                     | CDI | Self-Hosted      |
| Advanced enrichments (PII, IP anonymization, JS, API, SQL enrichments)                                               | ✅   | ✅ (no UI or API) |
| [Data structures tooling and API](/docs/event-studio/data-structures/)                                               | ✅   | ❌                |
| [Tracking plans](/docs/event-studio/tracking-plans/)                                                                 | ✅   | ❌                |
| [Data modeling management tooling](/docs/modeling-your-data/running-data-models-via-console/)                        | ✅   | ❌                |
| Jobs monitoring dashboard                                                                                            | ✅   | ❌                |
| Failed events alerting                                                                                               | ✅   | ❌                |
| Failed events in the warehouse                                                                                       | ✅   | ✅                |
| QA pipeline                                                                                                          | ✅   | do-it-yourself   |
| Fine-grained user permissions using access control lists                                                             | ✅   | ❌                |
| API key access                                                                                                       | ✅   | ❌                |
| ### Data Model Packs                                                                                                 | CDI | Self-Hosted      |
| **Digital Analytics**                                                                                                |     |                  |
| [Unified Digital, Attribution, Media Player, Ecommerce, Normalize, Utils data models](/docs/modeling-your-data/)     | ✅   | ❌                |
| **Ecommerce Analytics**                                                                                              |     |                  |
| [Ecommerce data model](/docs/modeling-your-data/modeling-your-data-with-dbt/dbt-models/dbt-ecommerce-data-model/)    | ✅   | ❌                |
| ### Signals                                                                                                          | CDI | Self-Hosted      |
| [Real-time personalization engine](/docs/signals/introduction/)                                                      | ✅   | ❌                |
| Profiles Store                                                                                                       | ✅   | ❌                |
| Interventions                                                                                                        | ✅   | ❌                |
| ### Identities                                                                                                       | CDI | Self-Hosted      |
| [Real-time identity resolution](/docs/identities/)                                                                   | ✅   | ❌                |
| [Identities dbt package](/docs/modeling-your-data/modeling-your-data-with-dbt/dbt-models/dbt-identities-data-model/) | ✅   | ❌                |
| ### Performance and Resilience                                                                                       | CDI | Self-Hosted      |
| Outage Protection                                                                                                    | ✅   | ❌                |
| Global Availability                                                                                                  | ✅   | ❌                |
| ### Infrastructure and Security                                                                                      | CDI | Self-Hosted      |
| **High**                                                                                                             |     |                  |
| HTTP access controls                                                                                                 | ✅   | ❌                |
| VPC peering                                                                                                          | ✅   | ❌                |
| SSH access control                                                                                                   | ✅   | ❌                |
| CVE reporting                                                                                                        | ✅   | ❌                |
| Static collector IPs                                                                                                 | ✅   | ❌                |
| **Advanced**                                                                                                         |     |                  |
| Custom VPC integration                                                                                               | ✅   | ❌                |
| Custom IAM policy                                                                                                    | ✅   | ❌                |
| Custom security agents                                                                                               | ✅   | ❌                |
| ### SLAs                                                                                                             | CDI | Self-Hosted      |
| Collector uptime SLA                                                                                                 | ✅   | ❌                |
| Warehouse loading latency SLA                                                                                        | ✅   | ❌                |