diff --git a/manage-data/ingest/tools.md b/manage-data/ingest/tools.md
index 2b4fef4f96..5100248c94 100644
--- a/manage-data/ingest/tools.md
+++ b/manage-data/ingest/tools.md
@@ -47,11 +47,11 @@ Depending on the type of data you want to ingest, you have a number of methods a
 | OpenTelemetry | Collect and send your telemetry data to Elastic Observability | [Elastic Distributions of OpenTelemetry](https://github.com/elastic/opentelemetry?tab=readme-ov-file#elastic-distributions-of-opentelemetry) |
 | Fleet and Elastic Agent | Add monitoring for logs, metrics, and other types of data to a host using Elastic Agent, and centrally manage it using Fleet. | [Fleet and {{agent}} overview](/reference/fleet/index.md) <br> [{{fleet}} and {{agent}} restrictions (Serverless)](/reference/fleet/fleet-agent-serverless-restrictions.md) <br> [{{beats}} and {{agent}} capabilities](/manage-data/ingest/tools.md)||
 | {{elastic-defend}} | {{elastic-defend}} provides organizations with prevention, detection, and response capabilities with deep visibility for EPP, EDR, SIEM, and Security Analytics use cases across Windows, macOS, and Linux operating systems running on both traditional endpoints and public cloud environments. | [Configure endpoint protection with {{elastic-defend}}](/solutions/security/configure-elastic-defend.md) |
-| {{ls}} | Dynamically unify data from a wide variety of data sources and normalize it into destinations of your choice with {{ls}}. | [Logstash (Serverless)](logstash://reference/index.md) <br> [Logstash pipelines](/manage-data/ingest/transform-enrich/logstash-pipelines.md) |
+| {{ls}} | Dynamically unify data from a wide variety of data sources and normalize it into destinations of your choice with {{ls}}. | [Logstash](logstash://reference/index.md) |
 | {{beats}} | Use {{beats}} data shippers to send operational data to Elasticsearch directly or through Logstash. | [{{beats}} (Serverless)](beats://reference/index.md) <br> [What are {{beats}}?](beats://reference/index.md) <br> [{{beats}} and {{agent}} capabilities](/manage-data/ingest/tools.md)|
 | APM | Collect detailed performance information on response time for incoming requests, database queries, calls to caches, external HTTP requests, and more. | [Application performance monitoring (APM)](/solutions/observability/apm/index.md) |
 | Application logs | Ingest application logs using Filebeat, {{agent}}, or the APM agent, or reformat application logs into Elastic Common Schema (ECS) logs and then ingest them using Filebeat or {{agent}}.  | [Stream application logs](/solutions/observability/logs/stream-application-logs.md) <br> [ECS formatted application logs](/solutions/observability/logs/ecs-formatted-application-logs.md) |
 | Elastic Serverless forwarder for AWS | Ship logs from your AWS environment to cloud-hosted, self-managed Elastic environments, or {{ls}}. | [Elastic Serverless Forwarder](elastic-serverless-forwarder://reference/index.md) |
 | Connectors | Use connectors to extract data from an original data source and sync it to an {{es}} index. | [Ingest content with Elastic connectors
 ](elasticsearch://reference/search-connectors/index.md) <br> [Connector clients](elasticsearch://reference/search-connectors/index.md) |
-| Web crawler | Discover, extract, and index searchable content from websites and knowledge bases using the web crawler. | [Elastic Open Web Crawler](https://github.com/elastic/crawler#readme) |
\ No newline at end of file
+| Web crawler | Discover, extract, and index searchable content from websites and knowledge bases using the web crawler. | [Elastic Open Web Crawler](https://github.com/elastic/crawler#readme) |