@@ -66,7 +66,7 @@ Select data sources that:
6666- Content management: Add user profiles alongside documents.
6767- Log analysis: Add application metrics alongside log data.
6868
69- Refer to [ data ingestion documentation] ( /manage-data/ingest/index .md ) for advanced techniques.
69+ Refer to [ data ingestion documentation] ( /manage-data/ingest.md ) for advanced techniques.
7070
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7272
@@ -93,7 +93,7 @@ Refer to [data ingestion documentation](/manage-data/ingest/index.md) for advanc
9393- Combine infrastructure metrics with application traces.
9494- Add cloud service metrics (AWS CloudWatch, Azure Monitor).
9595
96- Refer to [ observability integrations ] ( /solutions/observability/integrations .md ) for more options.
96+ Refer to [ observability get started ] ( /solutions/observability/get-started .md ) for more options.
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@@ -120,7 +120,7 @@ Refer to [observability integrations](/solutions/observability/integrations.md)
120120- Add authentication logs (Okta, Azure AD) for identity monitoring.
121121- Include firewall logs for network threat detection.
122122
123- Refer to [ security data sources ] ( /solutions/security/detect/detection-rules/data-sources .md ) for integration options.
123+ Refer to [ security detection and alerting ] ( /solutions/security/detect-and-alert .md ) for integration options.
124124
125125:::
126126::::
@@ -245,7 +245,7 @@ Create polished, stakeholder-ready dashboards that tell a compelling story.
2452454 . ** Set refresh intervals** : Auto-refresh dashboards for live monitoring.
2462465 . ** Apply consistent styling** : Use the same color schemes and fonts.
247247
248- Refer to [ dashboard documentation] ( /explore-analyze/dashboards/dashboards .md ) for advanced features.
248+ Refer to [ dashboard documentation] ( /explore-analyze/dashboards.md ) for advanced features.
249249
250250:::::
251251
@@ -266,10 +266,10 @@ Demonstrate Elastic's powerful capabilities with advanced features.
266266 - Test different analyzer configurations.
2672672 . ** Search suggestions (autocomplete)** :
268268 - Add completion suggesters to your index mapping.
269- - Refer to [ suggesters documentation] ( /manage-data/data-store/search-your-data/search- suggesters.md ) .
269+ - Refer to the Elasticsearch documentation for suggesters.
2702703 . ** Semantic search** (if on Elastic 8.8+):
271271 - Enable vector search for AI-powered semantic matching.
272- - Refer to [ semantic search documentation] ( /solutions/search/semantic-search/semantic-search .md ) .
272+ - Refer to [ semantic search documentation] ( /solutions/search/semantic-search.md ) .
2732734 . ** Saved searches** :
274274 - Create and save complex search queries for reuse.
275275 - Share searches with team members.
@@ -296,7 +296,7 @@ Demonstrate Elastic's powerful capabilities with advanced features.
296296 - Link logs to traces and metrics for full context.
297297 - Use correlation IDs to track requests across services.
298298
299- Refer to [ observability features] ( /solutions/observability/index .md ) for detailed guides.
299+ Refer to [ observability features] ( /solutions/observability.md ) for detailed guides.
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@@ -322,7 +322,7 @@ Refer to [observability features](/solutions/observability/index.md) for detaile
322322 - Go to ** Security** → ** Explore** → ** Threat Intelligence** .
323323 - Import threat intel feeds to identify known bad indicators.
324324
325- Refer to [ security capabilities] ( /solutions/security/index .md ) for more features.
325+ Refer to [ security capabilities] ( /solutions/security.md ) for more features.
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328328::::
@@ -487,8 +487,7 @@ Create a plan for moving forward:
487487
488488### Getting help with production planning
489489
490- - ** [ Deployment architecture] ( /deploy-manage/production-guidance/production-guidance.md ) ** : Best practices for production deployments.
491- - ** [ Sizing guidance] ( /deploy-manage/production-guidance/deployment-sizing-guidelines.md ) ** : Estimate resource requirements.
490+ - ** [ Production guidance] ( /deploy-manage/production-guidance.md ) ** : Best practices for production deployments and sizing.
492491- ** [ Contact sales] ( https://www.elastic.co/contact ) ** : Discuss licensing and support options.
493492
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