diff --git a/explore-analyze/dashboards.md b/explore-analyze/dashboards.md
index 3964d733f8..5cc7357613 100644
--- a/explore-analyze/dashboards.md
+++ b/explore-analyze/dashboards.md
@@ -14,8 +14,6 @@ A **dashboard** is made of one or more **panels** that you can organize as you l
 
 ![Example dashboard](/explore-analyze/images/kibana-dashboard-overview.png "")
 
-There are several [panel editors](visualize.md#panels-editors) in {{kib}} that let you create and configure different types of visualizations.
-
 At any time, you can [share a dashboard](dashboards/sharing.md) you’ve created with your team, in {{kib}} or outside.
 
 Some dashboards are created and managed by the system, and are identified as `managed` in your list of dashboards. This generally happens when you set up an integration to add data. You can’t edit managed dashboards directly, but you can [duplicate](dashboards/duplicate-dashboards.md) them and edit these duplicates.
diff --git a/explore-analyze/dashboards/create-dashboard-of-panels-with-web-server-data.md b/explore-analyze/dashboards/create-dashboard-of-panels-with-web-server-data.md
index e9be101b1f..d2cbcd612a 100644
--- a/explore-analyze/dashboards/create-dashboard-of-panels-with-web-server-data.md
+++ b/explore-analyze/dashboards/create-dashboard-of-panels-with-web-server-data.md
@@ -143,7 +143,7 @@ To save space on the dashboard, hide the axis labels.
 
 Since you removed the axis labels, add a panel title:
 
-1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png ""). The **Settings** flyout appears.
+1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png "kibana-settings-icon-hover-action =4%x4%"). The **Settings** flyout appears.
 2. In the **Title** field, enter `Median of bytes`, then click **Apply**.
 
    :::{image} /explore-analyze/images/kibana-lens_lineChartMetricOverTime_8.4.0.png
@@ -250,7 +250,7 @@ To display the values as a percentage of the sum of all values, use the **Pie**
 
 Add a panel title:
 
-1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png ""). The **Settings** flyout appears.
+1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png "kibana-settings-icon-hover-action =4%x4%"). The **Settings** flyout appears.
 2. In the **Title** field, enter `Sum of bytes from large requests`, then click **Apply**.
 
 
@@ -279,7 +279,7 @@ The distribution of a number can help you find patterns. For example, you can an
 
 Add a panel title:
 
-1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png ""). The **Settings** flyout appears.
+1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png "kibana-settings-icon-hover-action =4%x4%"). The **Settings** flyout appears.
 2. In the **Title** field, enter `Website traffic`, then click **Apply**.
 
 
@@ -339,7 +339,7 @@ Remove the documents that do not match the filter criteria:
 
 Add a panel title:
 
-1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png ""). The **Settings** flyout appears.
+1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png "kibana-settings-icon-hover-action =4%x4%"). The **Settings** flyout appears.
 2. In the **Title** field, enter `Page views by location and referrer`, then click **Apply**.
 
 
diff --git a/explore-analyze/dashboards/create-dashboard.md b/explore-analyze/dashboards/create-dashboard.md
index 9068c2f69a..2c84f2e12e 100644
--- a/explore-analyze/dashboards/create-dashboard.md
+++ b/explore-analyze/dashboards/create-dashboard.md
@@ -36,6 +36,7 @@ mapped_pages:
         * **Sync tooltips across panels** — When you hover your cursor over a **Lens** chart, the tooltips on all other related dashboard charts automatically appear.
 
     3. Click **Apply**.
+       
        ![Change and apply dashboard settings](https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4a6e9807f1fac9f8/6750ee9cef6d5a250c229e50/dashboard-settings-8.17.0.gif "title =50%")
 
 6. Click **Save**  to save the dashboard.
diff --git a/explore-analyze/dashboards/duplicate-dashboards.md b/explore-analyze/dashboards/duplicate-dashboards.md
index 2948aee93b..ef93a80a5e 100644
--- a/explore-analyze/dashboards/duplicate-dashboards.md
+++ b/explore-analyze/dashboards/duplicate-dashboards.md
@@ -6,7 +6,7 @@ mapped_pages:
   - https://www.elastic.co/guide/en/kibana/current/duplicate-dashboards.html
 ---
 
-# Duplicate dashboards [duplicate-dashboards]
+# Duplicate a dashboard [duplicate-dashboards]
 
 1. Open the dashboard you want to duplicate.
 2. In **View** mode, click **Duplicate** in the toolbar.
diff --git a/explore-analyze/dashboards/import-dashboards.md b/explore-analyze/dashboards/import-dashboards.md
index c10a56833e..b3e87f04dd 100644
--- a/explore-analyze/dashboards/import-dashboards.md
+++ b/explore-analyze/dashboards/import-dashboards.md
@@ -6,9 +6,9 @@ mapped_pages:
   - https://www.elastic.co/guide/en/kibana/current/_import_dashboards.html
 ---
 
-# Import dashboards [_import_dashboards]
+# Import a dashboard [_import_dashboards]
 
-You can import dashboards from the **Saved Objects** page under **Stack Management**. Refer to [Manage saved objects](../find-and-organize/saved-objects.md).
+You can import dashboards from the [Saved Objects](../find-and-organize/saved-objects.md) page under **Stack Management**.
 
 When importing dashboards, you also import their related objects, such as data views and visualizations. Import options allow you to define how the import should behave with these related objects.
 
diff --git a/explore-analyze/dashboards/sharing.md b/explore-analyze/dashboards/sharing.md
index 025b00a6c5..1eb705399a 100644
--- a/explore-analyze/dashboards/sharing.md
+++ b/explore-analyze/dashboards/sharing.md
@@ -8,7 +8,7 @@ mapped_pages:
 
 # Sharing dashboards [share-the-dashboard]
 
-To share a dashboard with a larger audience, click **Share** in the toolbar. For detailed information about the sharing options, refer to [Reporting](../report-and-share.md).
+To share a dashboard with a larger audience, click **Share** in the toolbar. For detailed information about the sharing options, refer to [Reporting and sharing](../report-and-share.md).
 
 :::{image} /explore-analyze/images/share-dashboard-copy-link.gif
 :alt: getting a shareable link for a dashboard
diff --git a/explore-analyze/dashboards/using.md b/explore-analyze/dashboards/using.md
index 14441e2bfa..c62c7125f2 100644
--- a/explore-analyze/dashboards/using.md
+++ b/explore-analyze/dashboards/using.md
@@ -29,6 +29,7 @@ Use filter pills to focus in on the specific data you want.
 :::{image} /explore-analyze/images/kibana-dashboard_filter_pills_8.15.0.png
 :alt: Filter pills
 :screenshot:
+:width: 500px
 :::
 
 
@@ -56,6 +57,7 @@ The query bar lets you build filters using [{{kib}} Query Language (KQL)](../que
 
 :::{image} /explore-analyze/images/kibana-dashboard-filter-kql.png
 :alt: KQL filter dynamically suggesting values
+:width: 400px
 :::
 
 
@@ -70,6 +72,7 @@ The global time range menu is located right next to the query bar, in the dashbo
 
 :::{image} /explore-analyze/images/kibana-dashboard-global-time-range.png
 :alt: Time range menu with multiple time range suggestions
+:width: 500px
 :::
 
 
@@ -77,7 +80,7 @@ The global time range menu is located right next to the query bar, in the dashbo
 
 **To apply a panel-level time range:**
 
-1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png ""). The **Settings** flyout appears.
+1. Hover over the panel and click ![Settings icon](/explore-analyze/images/kibana-settings-icon-hover-action.png "kibana-settings-icon-hover-action =4%x4%"). The **Settings** flyout appears.
 2. Turn on **Apply a custom time range**.
 3. Enter the time range you want to view, then click **Apply**.
 
diff --git a/explore-analyze/discover/discover-get-started.md b/explore-analyze/discover/discover-get-started.md
index 3442617ab4..e0985d9cb8 100644
--- a/explore-analyze/discover/discover-get-started.md
+++ b/explore-analyze/discover/discover-get-started.md
@@ -30,7 +30,7 @@ Select the data you want to explore, and then specify the time range in which to
    ::::{tip}
    By default, {{kib}} requires a [{{data-source}}](../find-and-organize/data-views.md) to access your Elasticsearch data. A {{data-source}} can point to one or more indices, [data streams](../../manage-data/data-store/data-streams.md), or [index aliases](https://www.elastic.co/guide/en/elasticsearch/reference/current/alias.html). When adding data to {{es}} using one of the many integrations available, sometimes data views are created automatically, but you can also create your own.
 
-   You can also [try {{esql}}](try-esql.md), that let's you query any data you have in {{es}} without specifying a {{data-source}} first.
+   You can also [try {{esql}}](try-esql.md), that lets you query any data you have in {{es}} without specifying a {{data-source}} first.
    ::::
    If you’re using sample data, data views are automatically created and are ready to use.
    :::{image} /explore-analyze/images/kibana-discover-data-view.png
@@ -67,17 +67,19 @@ You can later filter the data that shows in the chart and in the table by specif
   **Discover** shows the top 10 values and the number of records used to calculate those values.
 
 3. Select the **Plus** icon to add fields to the results table. You can also drag them from the list into the table.
+
    ![How to add a field as a column in the table](/explore-analyze/images/kibana-discover-add-field.png "title =50%")
+   
    When you add fields to the table, the **Summary** column is replaced.
    ![Document table with fields for manufacturer](/explore-analyze/images/kibana-document-table.png "")
 
-4. Arrange the view to your liking to display the fields and data you care most about using the various display options of **Discover**. For example, you can change the order and size of columns, expand the table to be in full screen or collapse the chart and the list of fields. Check [Customize the Discover view](document-explorer.md).
+4. Arrange the view to your liking to display the fields and data you care most about using the various display options of **Discover**. For example, you can change the order and size of columns, expand the table to be in full screen or collapse the chart and the list of fields. Check [Customize the Discover view](document-explorer.md) for more information.
 5. **Save** your changes to be able to open the same view later on and explore your data further.
 
 
 ### Add a field to your {{data-source}} [add-field-in-discover]
 
-What happens if you forgot to define an important value as a separate field? Or, what if you want to combine two fields and treat them as one? This is where [runtime fields](../../manage-data/data-store/mapping/runtime-fields.md) come into play. You can add a runtime field to your {{data-source}} from inside of **Discover**, and then use that field for analysis and visualizations, the same way you do with other fields.
+What happens if you forgot to define an important value as a separate field? Or, what if you want to combine two fields and treat them as one? This is where [runtime fields](../../manage-data/data-store/mapping/runtime-fields.md) come into play. You can add a runtime field to your {{data-source}} from inside of **Discover**, and then use that field for analysis and visualizations the same way you do with other fields.
 
 1. In the sidebar, select **Add a field**.
 2. Select the **Type** of the new field.
@@ -125,6 +127,7 @@ In the following example, we’re adding 2 fields: A simple "Hello world" field,
 If a field can be [aggregated](../query-filter/aggregations.md), you can quickly visualize it in detail by opening it in **Lens** from **Discover**. **Lens** is the default visualization editor in {{kib}}.
 
 1. In the list of fields, find an aggregatable field. For example, with the sample data, you can look for `day_of_week`.
+   
    ![Top values for the day_of_week field](/explore-analyze/images/kibana-discover-day-of-week.png "title =60%")
 
 2. In the popup, click **Visualize**.
@@ -135,7 +138,7 @@ If a field can be [aggregated](../query-filter/aggregations.md), you can quickly
 
 4. Save the visualization if you’d like to add it to a dashboard or keep it in the Visualize library for later use.
 
-For geo point fields (![Geo point field icon](/explore-analyze/images/kibana-geoip-icon.png "")), if you click **Visualize**, your data appears in a map.
+For geo point fields (![Geo point field icon](/explore-analyze/images/kibana-geoip-icon.png "kibana-geoip-icon =4%x4%")), if you click **Visualize**, your data appears in a map.
 
 ![Map containing documents](/explore-analyze/images/kibana-discover-maps.png "")
 
diff --git a/explore-analyze/discover/discover-search-for-relevance.md b/explore-analyze/discover/discover-search-for-relevance.md
index a71bc24b4e..492d0bbe28 100644
--- a/explore-analyze/discover/discover-search-for-relevance.md
+++ b/explore-analyze/discover/discover-search-for-relevance.md
@@ -31,7 +31,9 @@ This example shows how to use **Discover** to list your documents from most rele
 6. To turn off sorting by the `timestamp` field, click the **field sorted** option, and then click **Clear sorting.**
 7. Open the **Pick fields to sort by** menu, and then click **_score**.
 8. Select **High-Low**.
+   
    ![Field sorting popover](/explore-analyze/images/kibana-field-sorting-popover.png "title =50%")
+   
    Your table now sorts documents from most to least relevant.
    :::{image} /explore-analyze/images/kibana-discover-search-for-relevance.png
    :alt: Documents are sorted from most relevant to least relevant.
diff --git a/explore-analyze/discover/document-explorer.md b/explore-analyze/discover/document-explorer.md
index 7f4df56543..e7d0a9632d 100644
--- a/explore-analyze/discover/document-explorer.md
+++ b/explore-analyze/discover/document-explorer.md
@@ -55,10 +55,9 @@ You can define different settings for the header row and body rows.
 
 When the number of results returned by your search query (displayed at the top of the **Documents** or **Results** tab) is greater than the value of [`discover:sampleSize`](kibana://reference/advanced-settings.md#kibana-discover-settings), the number of results displayed in the table is limited to the configured value by default. You can adjust the initial sample size for searches to any number between 10 and `discover:sampleSize` from the **Display options** located in the table toolbar.
 
-On the last page of the table, a message indicates that you’ve reached the end of the loaded search results. From that message, you can choose to load more results to continue exploring.
-
 ![Limit sample size in Discover](/explore-analyze/images/kibana-discover-limit-sample-size.png "title =50%")
 
+On the last page of the table, a message indicates that you’ve reached the end of the loaded search results. From that message, you can choose to load more results to continue exploring.
 
 ### Sort the fields [document-explorer-sort-data]
 
@@ -69,6 +68,7 @@ To add or remove a sort on a single field, click the column header, and then sel
 To sort by multiple fields:
 
 1. Click the **Sort fields** option.
+   
    ![Pop-up in document table for sorting columns](/explore-analyze/images/kibana-document-explorer-sort-data.png "title =50%")
 
 2. To add fields to the sort, select their names from the dropdown menu.
diff --git a/explore-analyze/discover/search-sessions.md b/explore-analyze/discover/search-sessions.md
index 71105258c2..138f4a4192 100644
--- a/explore-analyze/discover/search-sessions.md
+++ b/explore-analyze/discover/search-sessions.md
@@ -37,7 +37,9 @@ You’re trying to understand a trend you see on a dashboard. You need to look a
    Your search session begins automatically. The icon after the dashboard title displays the current state of the search session. A clock icon indicates the search session is in progress. A checkmark indicates that the search session is complete.
 
 2. To continue a search in the background, click the clock icon, and then click **Save session**.
+
    ![Search Session indicator displaying the current state of the search](/explore-analyze/images/kibana-search-session-awhile.png "title =50%")
+   
    Once you save a search session, you can start a new search, navigate to a different application, or close the browser.
 
 3. To view your saved search sessions, go to the **Search Sessions** management page using the navigation menu or the [global search field](../../explore-analyze/find-and-organize/find-apps-and-objects.md). For a saved or completed session, you can also open this view from the search sessions popup.
diff --git a/explore-analyze/discover/try-esql.md b/explore-analyze/discover/try-esql.md
index 7aafac0a5f..d758239521 100644
--- a/explore-analyze/discover/try-esql.md
+++ b/explore-analyze/discover/try-esql.md
@@ -59,7 +59,7 @@ To load the sample data:
    ::::
 
 
-Let’s add `geo.dest` to our query, to find out the geographical destination of the visits, and limit the results.
+Let’s add `geo.dest` to our query to find out the geographical destination of the visits and limit the results.
 
 1. Copy the query below:
 
diff --git a/explore-analyze/find-and-organize/files.md b/explore-analyze/find-and-organize/files.md
index 41b44eab76..3e8e6ea8ec 100644
--- a/explore-analyze/find-and-organize/files.md
+++ b/explore-analyze/find-and-organize/files.md
@@ -8,7 +8,7 @@ mapped_pages:
 
 # Files [files]
 
-Several features let you upload files. For example, you can add files to [cases](../../solutions/observability/incident-management/cases.md) or upload a logo to an **Image** panel in a [Dashboard](../dashboards.md).
+Several features let you upload files. For example, you can add files to [cases](../../solutions/observability/incident-management/cases.md) or upload a logo to an [Image panel](../visualize/image-panels.md) in a dashboard.
 
 You can access and manage all of the files currently stored in {{kib}} from the **Files** page.
 
diff --git a/explore-analyze/find-and-organize/reports.md b/explore-analyze/find-and-organize/reports.md
index b1df8f0c84..d86b3f548e 100644
--- a/explore-analyze/find-and-organize/reports.md
+++ b/explore-analyze/find-and-organize/reports.md
@@ -10,7 +10,7 @@ mapped_pages:
 
 {{kib}} provides you with several options to share saved searches, dashboards, and visualizations.
 
-For example, in **Discover**, you can create and download comma-separated values (CSV) files for saved searches.
+For example, in **Discover**, you can create and download comma-separated values (CSV) reports for saved searches.
 
 To view and manage reports, go to **Management** > **Reporting**.
 
diff --git a/explore-analyze/images/explore-analyze-dashboard.png b/explore-analyze/images/explore-analyze-dashboard.png
new file mode 100644
index 0000000000..0cfb02aa39
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diff --git a/explore-analyze/images/explore-analyze-discover.png b/explore-analyze/images/explore-analyze-discover.png
new file mode 100644
index 0000000000..d782f46f64
Binary files /dev/null and b/explore-analyze/images/explore-analyze-discover.png differ
diff --git a/explore-analyze/images/explore-analyze-lens.png b/explore-analyze/images/explore-analyze-lens.png
new file mode 100644
index 0000000000..21cf40db2d
Binary files /dev/null and b/explore-analyze/images/explore-analyze-lens.png differ
diff --git a/explore-analyze/index.md b/explore-analyze/index.md
index 947ba083af..ba0f3708cf 100644
--- a/explore-analyze/index.md
+++ b/explore-analyze/index.md
@@ -95,7 +95,8 @@ Elasticsearch integrates machine learning for proactive analytics, helping you t
 * Forecast future trends
 * Analyze seasonal patterns
 * Perform powerful NLP operations such as semantic search
-* Machine learning models simplify complex predictive tasks, unlocking new opportunities for optimization.
+
+Machine learning models simplify complex predictive tasks, unlocking new opportunities for optimization.
 
 ## Scripting
 
@@ -111,12 +112,17 @@ Scripting makes custom data manipulation and transformation possible during sear
 
 It’s the starting point for exploratory analysis.
 
+:::{image} /explore-analyze/images/explore-analyze-discover.png
+:alt: Documents tab in Discover
+:screenshot:
+:::
+
 ## Visualize the data [view-and-analyze-the-data]
 
 Create a variety of visualizations and add them to a dashboard.
 
 ### Dashboards
-[Dashboards](/explore-analyze/dashboards.md) serve as centralized hubs for visualizing and monitoring data insights. With Dashboards, you can:
+[Dashboards](/explore-analyze/dashboards.md) serve as centralized hubs for visualizing and monitoring data insights. With dashboards, you can:
 
 * Combine multiple visualizations into a single, unified view
 * Display data from multiple indices or datasets for comprehensive analysis
@@ -124,10 +130,20 @@ Create a variety of visualizations and add them to a dashboard.
 
 Dashboards provide an interactive and cohesive environment with filtering capabilities and controls to explore trends and metrics at a glance.
 
+:::{image} /explore-analyze/images/explore-analyze-dashboard.png
+:alt: Bar chart in Lens showing flight delay type
+:screenshot:
+:::
+
 ### Panels and visualizations
 
 [Panels and visualizations](/explore-analyze/visualize.md) are the core elements that populate your dashboards, enabling dynamic data representation. They support diverse chart types, Interactive filtering, and drill-down capabilities to explore data further. These building blocks transform raw data into clear, actionable visuals, allowing users to analyze and interpret results effectively.
 
+:::{image} /explore-analyze/images/explore-analyze-lens.png
+:alt: Sample Flight data dashboard
+:screenshot:
+:::
+
 ## Reporting and sharing
 
 You can share your work and findings with colleagues and stakeholders or generate reports. Report generation can be scheduled or on-demand. You can choose from multiple formats (for example, PDF, CSV). These tools ensure that actionable insights reach the right people at the right time.
diff --git a/explore-analyze/query-filter/filtering.md b/explore-analyze/query-filter/filtering.md
index 10b0ff7022..2a3e051240 100644
--- a/explore-analyze/query-filter/filtering.md
+++ b/explore-analyze/query-filter/filtering.md
@@ -19,7 +19,7 @@ Some apps provide more options, such as [Dashboards](../dashboards.md).
 
 Display data within a specified time range when your index contains time-based events, and a time-field is configured for the selected [{{data-source}}](../find-and-organize/data-views.md). The default time range is 15 minutes, but you can customize it in [Advanced Settings](kibana://reference/advanced-settings.md).
 
-1. Click ![calendar icon](/explore-analyze/images/kibana-time-filter-icon.png).
+1. Click ![calendar icon](/explore-analyze/images/kibana-time-filter-icon.png "calendar icon =7%x7%").
 2. Choose one of the following:
 
     * **Quick select**. Set a time based on the last or next number of seconds, minutes, hours, or other time unit.
diff --git a/explore-analyze/visualize.md b/explore-analyze/visualize.md
index 0010cf22f1..bd395ef258 100644
--- a/explore-analyze/visualize.md
+++ b/explore-analyze/visualize.md
@@ -16,26 +16,27 @@ $$$panels-editors$$$
 
 | **Content** | **Panel type** | **Description** |
 | --- | --- | --- |
-| Visualizations | |  |
-| [Lens](visualize/lens.md) | The default editor for creating powerful [charts](visualize/supported-chart-types.md) in {{kib}} |
-| [ES|QL](/explore-analyze/query-filter/languages/esql-kibana.md) | Create visualizations from ES|QL queries |
-| [Maps](visualize/maps.md) | Create beautiful displays of your geographical data |
-| [Field statistics](visualize/field-statistics.md) | Add a field statistics view of your data to your dashboards |
-| [Custom visualizations](visualize/custom-visualizations-with-vega.md) | Use Vega to create new types of visualizations |
+| Visualizations | | |
+|  | [Lens](visualize/lens.md) | Create powerful [charts](visualize/supported-chart-types.md) in {{kib}}. This is the default editor. |
+|  | [ES|QL](/explore-analyze/query-filter/languages/esql-kibana.md) | Create visualizations from ES|QL queries |
+|  | [Maps](visualize/maps.md) | Create beautiful displays of your geographical data |
+|  | [Field statistics](visualize/field-statistics.md) | Add a field statistics view of your data to your dashboards |
+|  | [Custom visualizations](visualize/custom-visualizations-with-vega.md) | Use Vega to create new types of visualizations |
 | Annotations and navigation | | |
-| [Text](visualize/text-panels.md) | Add context to your dashboard with markdown-based **text** |
-| [Image](visualize/image-panels.md) | Personalize your dashboard with custom images |
-| [Links](visualize/link-panels.md) | Add links to other dashboards or to external websites |
+|  | [Text](visualize/text-panels.md) | Add context to your dashboard with markdown-based **text** |
+|  | [Image](visualize/image-panels.md) | Personalize your dashboard with custom images |
+|  | [Links](visualize/link-panels.md) | Add links to other dashboards or to external websites |
 | Machine Learning and Analytics | | |
-| [Anomaly swim lane](machine-learning/machine-learning-in-kibana/xpack-ml-anomalies.md) | Display the results from machine learning anomaly detection jobs |
-| [Anomaly chart](machine-learning/machine-learning-in-kibana/xpack-ml-anomalies.md) | Display an anomaly chart from the **Anomaly Explorer** |
-| [Single metric viewer](machine-learning/machine-learning-in-kibana/xpack-ml-anomalies.md) | Display an anomaly chart from the **Single Metric Viewer** |
-| [Change point detection](machine-learning/machine-learning-in-kibana/xpack-ml-aiops.md#change-point-detection) | Display a chart to visualize change points in your data |
+|  | [Anomaly swim lane](machine-learning/machine-learning-in-kibana/xpack-ml-anomalies.md) | Display the results from machine learning anomaly detection jobs |
+|  | [Anomaly chart](machine-learning/machine-learning-in-kibana/xpack-ml-anomalies.md) | Display an anomaly chart from the **Anomaly Explorer** |
+|  | [Single metric viewer](machine-learning/machine-learning-in-kibana/xpack-ml-anomalies.md) | Display an anomaly chart from the **Single Metric Viewer** |
+|  | [Change point detection](machine-learning/machine-learning-in-kibana/xpack-ml-aiops.md#change-point-detection) | Display a chart to visualize change points in your data |
 | Observability | | |
-| [SLO overview](/solutions/observability/incident-management/service-level-objectives-slos.md) | Visualize a selected SLO’s health, including name, current SLI value, target, and status |
-| [SLO Alerts](/solutions/observability/incident-management/service-level-objectives-slos.md) | Visualize one or more SLO alerts, including status, rule name, duration, and reason. In addition, configure and update alerts, or create cases directly from the panel |
-| [SLO Error Budget](/solutions/observability/incident-management/service-level-objectives-slos.md) | Visualize the consumption of your SLO’s error budget |
+|  | [SLO overview](/solutions/observability/incident-management/service-level-objectives-slos.md) | Visualize a selected SLO’s health, including name, current SLI value, target, and status |
+|  | [SLO Alerts](/solutions/observability/incident-management/service-level-objectives-slos.md) | Visualize one or more SLO alerts, including status, rule name, duration, and reason. In addition, configure and update alerts, or create cases directly from the panel. |
+|  | [SLO Error Budget](/solutions/observability/incident-management/service-level-objectives-slos.md) | Visualize the consumption of your SLO’s error budget |
 | Legacy | | |
-| [Log stream](https://www.elastic.co/guide/en/kibana/current/observability.html#logs-app) (deprecated) | Display a table of live streaming logs |
-| [Aggregation based](visualize/legacy-editors/aggregation-based.md) | While these panel types are still available, we recommend to use [Lens](visualize/lens.md) |
-| [TSVB](visualize/legacy-editors/tsvb.md) |
+|  | [Log stream](https://www.elastic.co/guide/en/kibana/current/observability.html#logs-app) (deprecated) | Display a table of live streaming logs |
+|  | [Aggregation based](visualize/legacy-editors/aggregation-based.md) | Create visualizations including area, line, and pie charts and split them up to three aggregation levels. While these panel types are still available, we recommend using [Lens](visualize/lens.md) instead. |
+|  | [TSVB](visualize/legacy-editors/tsvb.md) | Visualize time-based data through various panel types |
+
diff --git a/explore-analyze/visualize/canvas.md b/explore-analyze/visualize/canvas.md
index 02e5bfc5e5..e88c70002b 100644
--- a/explore-analyze/visualize/canvas.md
+++ b/explore-analyze/visualize/canvas.md
@@ -8,7 +8,9 @@ mapped_pages:
 
 # Canvas [canvas]
 
-**Note:** Canvas is only available for upgraded installations with existing workpads.
+:::{note}
+Canvas is only available for upgraded installations with existing workpads.
+:::
 
 **Canvas** is a data visualization and presentation tool that allows you to pull live data from {{es}}, then combine the data with colors, images, text, and your imagination to create dynamic, multi-page, pixel-perfect displays. If you are a little bit creative, a little bit technical, and a whole lot curious, then **Canvas** is for you.
 
diff --git a/explore-analyze/visualize/lens.md b/explore-analyze/visualize/lens.md
index de7558d5e0..ceb8fee35b 100644
--- a/explore-analyze/visualize/lens.md
+++ b/explore-analyze/visualize/lens.md
@@ -45,7 +45,7 @@ Edit and delete.
 
 1. Hover over the panel and click ![Edit visualization icon](/explore-analyze/images/kibana-edit-visualization-icon.png "") to edit the visualization. The **Edit visualization** flyout appears.
 2. To change the aggregation **Quick function**, click the field in the flyout.
-3. To delete a field, click ![Actions menu icon to delete a field](/explore-analyze/images/kibana-trash_can.png "") next to the field.
+3. To delete a field, click ![Actions menu icon to delete a field](/explore-analyze/images/kibana-trash_can.png "kibana-trash_can =5%x5%") next to the field.
 4. To duplicate a layer, click ![Actions menu to duplicate Lens visualization layers](/explore-analyze/images/kibana-vertical-actions-menu.png "") in the flyout, then select **Duplicate layer**.
 5. To clear the layer configuration, click ![Actions menu to clear Lens visualization layers](/explore-analyze/images/kibana-vertical-actions-menu.png "") in the flyout, then select **Clear layer**.
 6. Click **Apply and close**.
@@ -67,6 +67,7 @@ Change the fields list to display a different {{data-source}}, different time ra
 * If the fields list is empty, change the [time filter](../query-filter/filtering.md).
 * To add fields, open the {{data-source}} dropdown, then select **Add a field to this {{data-source}}**.
   ![Dropdown menu located next to {{data-source}} field with items for adding and managing fields](/explore-analyze/images/kibana-lens_dataViewDropDown_8.4.0.png "")
+  
   For more information about adding fields to {{data-sources}} and examples, refer to [Explore your data with runtime fields](../find-and-organize/data-views.md#runtime-fields).
 
 
diff --git a/explore-analyze/visualize/link-panels.md b/explore-analyze/visualize/link-panels.md
index fa47a11dea..c13bd7645c 100644
--- a/explore-analyze/visualize/link-panels.md
+++ b/explore-analyze/visualize/link-panels.md
@@ -52,7 +52,7 @@ To add a previously saved links panel to another dashboard:
 To edit links panels:
 
 1. Hover over the panel and click ![Edit links icon](/explore-analyze/images/kibana-edit-visualization-icon.png "") to edit the link. The **Edit links panel** flyout appears.
-2. Click ![Edit link icon](/explore-analyze/images/kibana-edit-link-icon.png "") next to the link.
+2. Click ![Edit link icon](/explore-analyze/images/kibana-edit-link-icon.png "kibana-edit-link-icon =4%x4%") next to the link.
 
    :::{image} /explore-analyze/images/kibana-edit-links-panel.png
    :alt: A screenshot displaying the Edit icon next to the link
diff --git a/explore-analyze/visualize/maps/maps-getting-started.md b/explore-analyze/visualize/maps/maps-getting-started.md
index 4c10a7a205..06050d5817 100644
--- a/explore-analyze/visualize/maps/maps-getting-started.md
+++ b/explore-analyze/visualize/maps/maps-getting-started.md
@@ -171,7 +171,7 @@ View your geospatial data alongside a heat map and pie chart, and then filter th
 5. Set a filter from the map:
 
     1. Open a tooltip by clicking anywhere in the United States vector.
-    2. To show only documents where **geo.src** is **US**, click the filter icon ![filter icon](/explore-analyze/images/kibana-gs-filter-icon.png "")in the row for **ISO 3066-1 alpha-2**.
+    2. To show only documents where **geo.src** is **US**, click the filter icon ![filter icon](/explore-analyze/images/kibana-gs-filter-icon.png "kibana-gs-filter-icon =4%x4%")in the row for **ISO 3066-1 alpha-2**.
 
        :::{image} /explore-analyze/images/kibana-gs_tooltip_filter.png
        :alt: Tooltip on map
diff --git a/explore-analyze/visualize/maps/maps-vector-style-properties.md b/explore-analyze/visualize/maps/maps-vector-style-properties.md
index e14c3027d4..32514d0f4f 100644
--- a/explore-analyze/visualize/maps/maps-vector-style-properties.md
+++ b/explore-analyze/visualize/maps/maps-vector-style-properties.md
@@ -46,14 +46,14 @@ Use **Icon** to symbolize Points as icons.
 | **Symbol orientation** | The symbol orientation rotating the icon clockwise. |
 | **Symbol size** | The radius of the symbol size, in pixels. |
 
-Available icons
+### Available icons
 
 :::{image} /explore-analyze/images/kibana-maki-icons.png
 :alt: maki icons
 :screenshot:
 :::
 
-Custom Icons
+### Custom Icons
 
 You can also use your own SVG icon to style Point features in your map. In **Layer settings** open the **icon** dropdown, and click the **Add custom icon** button. For best results, your SVG icon should be monochrome and have limited details.
 
diff --git a/explore-analyze/visualize/text-panels.md b/explore-analyze/visualize/text-panels.md
index 9977604a46..95bb0459f4 100644
--- a/explore-analyze/visualize/text-panels.md
+++ b/explore-analyze/visualize/text-panels.md
@@ -19,6 +19,7 @@ For example, when you enter:
 :::{image} /explore-analyze/images/kibana-markdown_example_1.png
 :alt: Markdown text with links
 :screenshot:
+:width: 75%
 :::
 
 The following instructions are displayed:
@@ -26,6 +27,7 @@ The following instructions are displayed:
 :::{image} /explore-analyze/images/kibana-markdown_example_2.png
 :alt: Panel with markdown link text
 :screenshot:
+:width: 75%
 :::
 
 Or when you enter:
@@ -33,6 +35,7 @@ Or when you enter:
 :::{image} /explore-analyze/images/kibana-markdown_example_3.png
 :alt: Markdown text with image file
 :screenshot:
+:width: 75%
 :::
 
 The following image is displayed:
diff --git a/explore-analyze/visualize/visualize-library.md b/explore-analyze/visualize/visualize-library.md
index c03717c83d..2b37750346 100644
--- a/explore-analyze/visualize/visualize-library.md
+++ b/explore-analyze/visualize/visualize-library.md
@@ -16,7 +16,7 @@ The **Visualize Library** is a space where you can save visualization panels tha
 
 ## Visualizations [visualize-library-visualizations]
 
-By default the **Visualizations** page opens first. Here you can create new visualizations, or select from a list of previously created visualizations. To learn more, refer to [save to the Visualize Library](../../explore-analyze/visualize/manage-panels.md).
+By default the **Visualizations** page opens first. Here you can create new visualizations, or select from a list of previously created visualizations. To learn more, refer to [Save to the Visualize Library](../../explore-analyze/visualize/manage-panels.md).
 
 
 ## Annotation groups [visualize-library-annotation-groups]