[DOCS-9289] Update beta to preview

content/en/account_management/audit_trail/_index.md

@@ -152,7 +152,7 @@ The Inspect Changes (Diff) tab in the audit event details panel compares the con
 
 ## Filter audit events based on Reference Tables
 
-<div class="alert alert-warning">Reference Tables are in beta. Reference Tables containing over 40,000 rows cannot be used to filter events. See <a href="https://docs.datadoghq.com/integrations/guide/reference-tables/">Add Custom Metadata with Reference Tables</a> for more information on how to create and manage Reference Tables. </div>
+<div class="alert alert-warning">Reference Tables containing over 40,000 rows cannot be used to filter events. See <a href="https://docs.datadoghq.com/integrations/guide/reference-tables/">Add Custom Metadata with Reference Tables</a> for more information on how to create and manage Reference Tables. </div>
 
 Reference Tables allow you to combine metadata with audit events, providing more information to investigate Datadog user behavior. Add a query filter based on a Reference Table to perform lookup queries. For more information on activating and managing this feature, see the [Reference Tables][2] guide.
 

content/en/account_management/audit_trail/forwarding_audit_events.md

@@ -13,8 +13,10 @@ Audit Event Forwarding is not available in the US1-FED site.
 </div>
 {{% /site-region %}}
 
-{{% site-region region="US,US3,US5,EU,AP1" %}}
-<div class="alert alert-warning">Audit Event Forwarding is in beta. </div>
+{{% site-region region="us,us3,us5,eu,ap1" %}}
+<div class="alert alert-warning">
+Audit Event Forwarding is in Preview.
+</div>
 {{% /site-region %}}
 
 ## Overview

content/en/agent/logs/advanced_log_collection.md

@@ -259,7 +259,7 @@ spec:
 ## Scrub sensitive data from your logs
 
 {{< callout url="https://www.datadoghq.com/private-beta/sensitive-data-scanner-using-agent-in-your-premises/" >}}
-  Sensitive Data Scanner using the Agent is in private beta. See the <a href="https://www.datadoghq.com/blog/sensitive-data-scanner-using-the-datadog-agent/">blog post</a> and <a href="https://docs.datadoghq.com/sensitive_data_scanner/">documentation</a> for more information. To request access, fill out this form.
+  Sensitive Data Scanner using the Agent is in Preview. See the <a href="https://www.datadoghq.com/blog/sensitive-data-scanner-using-the-datadog-agent/">blog post</a> and <a href="https://docs.datadoghq.com/sensitive_data_scanner/">documentation</a> for more information. To request access, fill out this form.
 {{< /callout >}}
 
 If your logs contain sensitive information that need redacting, configure the Datadog Agent to scrub sensitive sequences by using the `log_processing_rules` parameter in your configuration file with the `mask_sequences` type.

content/en/agent/remote_config/_index.md

@@ -90,7 +90,7 @@ The following products and features are supported with Remote Configuration:
 
 ### Sensitive Data Scanner (SDS) through the Datadog Agent
 
-- **Redact sensitive information in your logs within your premises (Private Beta)**: Remotely configure and deploy OOTB Sensitive Data Scanning rules to the Datadog Agent in your environment. See [Sensitive Data Scanner][28] for more information.
+- **Redact sensitive information in your logs within your premises (Preview)**: Remotely configure and deploy OOTB Sensitive Data Scanning rules to the Datadog Agent in your environment. See [Sensitive Data Scanner][28] for more information.
 
 ## Security considerations
 

content/en/security/cloud_siem/entities_and_risk_scoring.md

@@ -7,7 +7,7 @@ further_reading:
 ---
 
 {{< callout url="https://datadoghq.com/private-beta/risk-based-entity-insights" header="Join the Beta!">}}
-Risk Based Entity Insights is in private beta.
+Risk Based Entity Insights is in Preview.
 {{< /callout >}}
 
 ## Overview

content/en/sensitive_data_scanner/_index.md

@@ -60,7 +60,7 @@ There are two locations where you can redact your sensitive data:
 **In your environment:**
 
 {{< callout url="https://www.datadoghq.com/private-beta/sensitive-data-scanner-using-agent-in-your-premises/" >}}
-  Sensitive Data Scanner support for the Datadog Agent is in beta. To enroll, click <strong>Request Access</strong>.
+  Sensitive Data Scanner support for the Datadog Agent is in Preview. To enroll, click <strong>Request Access</strong>.
 {{< /callout >}}
 
 - With **Sensitive Data Scanner using the Agent**, Datadog redacts your logs before submitting them to the Datadog backend, and unredacted logs never need to leave your premises. With this method, you are limited to one scanning group per organization, and you can use only predefined library rules.

layouts/shortcodes/filter_by_reference_tables.en.md

@@ -1,4 +1,4 @@
-<div class="alert alert-warning">Reference Tables are in beta. Reference Tables containing over 40,000 rows cannot be used to filter logs. See <a href="https://docs.datadoghq.com/integrations/guide/reference-tables/">Add Custom Metadata with Reference Tables</a> for more information on how to create and manage Reference Tables. </div>
+<div class="alert alert-warning">Reference Tables containing over 40,000 rows cannot be used to filter events. See <a href="https://docs.datadoghq.com/integrations/guide/reference-tables/">Add Custom Metadata with Reference Tables</a> for more information on how to create and manage Reference Tables. </div>
 
 Reference Tables allow you to combine metadata with logs, providing more information to resolve application issues. Add a query filter based on a Reference Table to perform lookup queries. For more information on creating and managing this feature, see the [Reference Tables][101] guide.