Repository: open-metadata/OpenMetadata
Pull request #21354: Doc: Data Profiler Images updation
Author: login: RounakDhillon
Created: 2025-05-22T06:59:12Z | Merged: 2025-05-26T06:48:05Z

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Unless your change is trivial, please create an issue to discuss the change before creating a PR.
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### Describe your changes:

Fixes <issue-number>

<!--
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- What changes did you make?
- Why did you make them?
- How did you test your changes?
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I worked on Data Profiler Images updation.

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#
### Type of change:
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- [ ] Bug fix
- [ ] Improvement
- [ ] New feature
- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [x] Documentation

#
### Checklist:
<!-- add an x in [] if done, don't mark items that you didn't do !-->
- [x] I have read the [**CONTRIBUTING**](https://docs.open-metadata.org/developers/contribute) document.
- [ ] My PR title is `Fixes <issue-number>: <short explanation>`
- [ ] I have commented on my code, particularly in hard-to-understand areas. 
- [ ] For JSON Schema changes: I updated the migration scripts or explained why it is not needed.

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<!-- Bug fix
- [ ] I have added a test that covers the exact scenario we are fixing. For complex issues, comment the issue number in the test for future reference.
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- [ ] I have added tests around the new logic.
- [ ] For connector/ingestion changes: I updated the documentation.
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Diff:
diff --git a/openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md b/openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
index bc0b8d77c06e..ff4145678679 100644
--- a/openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
+++ b/openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
@@ -11,7 +11,7 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - Navigate to the **Database** and switch to the **Data Observability** tab. Click on **Table Profile**, and on the right-hand side, select the **Add** option to access the custom metric feature.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric1.png"
+  src="/images/v1.7/features/ingestion/workflows/profiler/custom-metric1.png"
   alt="Click Add Custom Metric"
   caption="Click Add Custom Metric"
  /%}
@@ -19,23 +19,23 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - Enter a meaningful name for the custom metric and input the required SQL query based on your data requirements.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric2.png"
+  src="/images/v1.7/features/ingestion/workflows/profiler/custom-metric2.png"
   alt="Input SQL query"
   caption="Input SQL query"
  /%}
 
-- Once the custom metric is defined, run the **ingestion** process in the **Database Services**.
+- Once the custom metric is defined, run the **Profiler Agent** in the **Database Services**.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric3.png"
+  src="/images/v1.7/features/ingestion/workflows/profiler/custom-metric3.png"
   alt="Run Ingestion"
   caption="Run Ingestion"
  /%}
 
-- After the ingestion process is complete, return to the same dataset to view the computed custom metric within the table profile.
+- After running the profiler agent, return to the same dataset to view the computed custom metric within the table profile.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric4.png"
+  src="/images/v1.7/features/ingestion/workflows/profiler/custom-metric4.png"
   alt="View Custom Metric"
   caption="View Custom Metric"
  /%}
@@ -45,7 +45,7 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - Navigate to the **Database** and switch to the **Data Observability** tab. Click on **Column Profile**, and on the right-hand side, select the **Add** option to access the custom metric feature.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric1.png"
+  src="/images/v1.7/features/ingestion/workflows/profiler/custom-metric1.png"
   alt="Click Add Custom Metric"
   caption="Click Add Custom Metric"
  /%}
@@ -53,23 +53,23 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - After clicking on Custom Metric, provide a name, select column name, and define the SQL query.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/column-metric2.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  src="/images/v1.7/features/ingestion/workflows/profiler/column-metric2.png"
+  alt="Run Profiler Agent"
+  caption="Run Profiler Agent"
  /%}
 
 - Save and run the profiler workflow to generate the metric.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/column-metric3.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  src="/images/v1.7/features/ingestion/workflows/profiler/column-metric3.png"
+  alt="Run Profiler Agent"
+  caption="Run Profiler Agent"
  /%}
 
-- After the ingestion process is complete, return to the same dataset to view the computed custom metric within the column profile.
+- After running the profiler agent, return to the same dataset to view the computed custom metric in the column profile.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/column-metric4.png"
+  src="/images/v1.7/features/ingestion/workflows/profiler/column-metric4.png"
   alt="View Custom Metric"
   caption="View Custom Metric"
  /%}
diff --git a/openmetadata-docs/content/v1.8.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/custom-metrics.md b/openmetadata-docs/content/v1.8.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/custom-metrics.md
index bc0b8d77c06e..c71800ffa171 100644
--- a/openmetadata-docs/content/v1.8.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/custom-metrics.md
+++ b/openmetadata-docs/content/v1.8.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/custom-metrics.md
@@ -11,7 +11,7 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - Navigate to the **Database** and switch to the **Data Observability** tab. Click on **Table Profile**, and on the right-hand side, select the **Add** option to access the custom metric feature.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric1.png"
+  src="/images/v1.8/features/ingestion/workflows/profiler/custom-metric1.png"
   alt="Click Add Custom Metric"
   caption="Click Add Custom Metric"
  /%}
@@ -19,23 +19,23 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - Enter a meaningful name for the custom metric and input the required SQL query based on your data requirements.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric2.png"
+  src="/images/v1.8/features/ingestion/workflows/profiler/custom-metric2.png"
   alt="Input SQL query"
   caption="Input SQL query"
  /%}
 
-- Once the custom metric is defined, run the **ingestion** process in the **Database Services**.
+- Once the custom metric is defined, run the **Profiler Agent** in the **Database Services**.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric3.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  src="/images/v1.8/features/ingestion/workflows/profiler/custom-metric3.png"
+  alt="Run Profiler Agent"
+  caption="Run Profiler Agent"
  /%}
 
-- After the ingestion process is complete, return to the same dataset to view the computed custom metric within the table profile.
+- After running the profiler agent, return to the same dataset to view the computed custom metric within the table profile.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric4.png"
+  src="/images/v1.8/features/ingestion/workflows/profiler/custom-metric4.png"
   alt="View Custom Metric"
   caption="View Custom Metric"
  /%}
@@ -45,7 +45,7 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - Navigate to the **Database** and switch to the **Data Observability** tab. Click on **Column Profile**, and on the right-hand side, select the **Add** option to access the custom metric feature.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric1.png"
+  src="/images/v1.8/features/ingestion/workflows/profiler/custom-metric1.png"
   alt="Click Add Custom Metric"
   caption="Click Add Custom Metric"
  /%}
@@ -53,23 +53,23 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 - After clicking on Custom Metric, provide a name, select column name, and define the SQL query.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/column-metric2.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  src="/images/v1.8/features/ingestion/workflows/profiler/column-metric2.png"
+  alt="Run Profiler Agent"
+  caption="Run Profiler Agent"
  /%}
 
 - Save and run the profiler workflow to generate the metric.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/column-metric3.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  src="/images/v1.8/features/ingestion/workflows/profiler/column-metric3.png"
+  alt="Run Profiler Agent"
+  caption="Run Profiler Agent"
  /%}
 
-- After the ingestion process is complete, return to the same dataset to view the computed custom metric within the column profile.
+- After running the profiler agent, return to the same dataset to view the computed custom metric within the column profile.
 
 {% image
-  src="/images/v1.6/features/ingestion/workflows/profiler/column-metric4.png"
+  src="/images/v1.8/features/ingestion/workflows/profiler/column-metric4.png"
   alt="View Custom Metric"
   caption="View Custom Metric"
  /%}
diff --git a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric3.png b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric3.png
index fc7b987ade28..95c8bf58fbfc 100644
Binary files a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric3.png and b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric3.png differ
diff --git a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric4.png b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric4.png
index f66aa9a93008..d02ae1b65ec9 100644
Binary files a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric4.png and b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/column-metric4.png differ
diff --git a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/custom-metric2.png b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/custom-metric2.png
index c076ec8ddcc5..ba0ddd1db415 100644
Binary files a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/custom-metric2.png and b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/custom-metric2.png differ
diff --git a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/profiler-global-configuration.png b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/profiler-global-configuration.png
index 0031f7292976..bf1766d6ef01 100644
Binary files a/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/profiler-global-configuration.png and b/openmetadata-docs/images/v1.7/features/ingestion/workflows/profiler/profiler-global-configuration.png differ
diff --git a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric3.png b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric3.png
index fc7b987ade28..95c8bf58fbfc 100644
Binary files a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric3.png and b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric3.png differ
diff --git a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric4.png b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric4.png
index f66aa9a93008..d02ae1b65ec9 100644
Binary files a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric4.png and b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/column-metric4.png differ
diff --git a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/custom-metric2.png b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/custom-metric2.png
index c076ec8ddcc5..ba0ddd1db415 100644
Binary files a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/custom-metric2.png and b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/custom-metric2.png differ
diff --git a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/profiler-global-configuration.png b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/profiler-global-configuration.png
index 0031f7292976..bf1766d6ef01 100644
Binary files a/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/profiler-global-configuration.png and b/openmetadata-docs/images/v1.8/features/ingestion/workflows/profiler/profiler-global-configuration.png differ


Reviews:
user: login: ayush-shah
state: COMMENTED
author_association: MEMBER
submitted_at: 2025-05-22T07:18:48Z
user: login: RounakDhillon
state: COMMENTED
author_association: CONTRIBUTOR
submitted_at: 2025-05-22T07:19:37Z
user: login: ayush-shah
state: DISMISSED
author_association: MEMBER
submitted_at: 2025-05-22T07:34:16Z
user: login: ayush-shah
state: COMMENTED
author_association: MEMBER
submitted_at: 2025-05-22T07:34:38Z
user: login: RounakDhillon
state: COMMENTED
author_association: CONTRIBUTOR
submitted_at: 2025-05-22T08:00:24Z
user: login: ayush-shah
state: APPROVED
author_association: MEMBER
submitted_at: 2025-05-22T08:33:43Z

Review comments:
diff_hunk: @@ -24,15 +24,15 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
   caption="Input SQL query"
  /%}
 
-- Once the custom metric is defined, run the **ingestion** process in the **Database Services**.
+- Once the custom metric is defined, run the **ingestion agent** in the **Database Services**.
 
 {% image
   src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric3.png"
   alt="Run Ingestion"
   caption="Run Ingestion"
  /%}
 
-- After the ingestion process is complete, return to the same dataset to view the computed custom metric within the table profile.
+- After the ingestion agent process, return to the same dataset to view the computed custom metric within the table profile.
path: openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
user: login: ayush-shah
body: Let's call it profiler agent
created_at: 2025-05-22T07:18:44Z
author_association: MEMBER
diff_hunk: @@ -24,15 +24,15 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
   caption="Input SQL query"
  /%}
 
-- Once the custom metric is defined, run the **ingestion** process in the **Database Services**.
+- Once the custom metric is defined, run the **ingestion agent** in the **Database Services**.
 
 {% image
   src="/images/v1.6/features/ingestion/workflows/profiler/custom-metric3.png"
   alt="Run Ingestion"
   caption="Run Ingestion"
  /%}
 
-- After the ingestion process is complete, return to the same dataset to view the computed custom metric within the table profile.
+- After the ingestion agent process, return to the same dataset to view the computed custom metric within the table profile.
path: openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
user: login: RounakDhillon
body: ok
created_at: 2025-05-22T07:19:37Z
author_association: CONTRIBUTOR
diff_hunk: @@ -54,19 +54,19 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 
 {% image
   src="/images/v1.6/features/ingestion/workflows/profiler/column-metric2.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  alt="Run Ingestion Agent"
+  caption="Run Ingestion Agent"
  /%}
 
 - Save and run the profiler workflow to generate the metric.
 
 {% image
   src="/images/v1.6/features/ingestion/workflows/profiler/column-metric3.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  alt="Run Ingestion Agent"
+  caption="Run Ingestion Agent"
path: openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
user: login: ayush-shah
body: I see this alt and caption - let's modify those
created_at: 2025-05-22T07:34:38Z
author_association: MEMBER
diff_hunk: @@ -54,19 +54,19 @@ Custom metrics in OpenMetadata enhance profiling capabilities by enabling users
 
 {% image
   src="/images/v1.6/features/ingestion/workflows/profiler/column-metric2.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  alt="Run Ingestion Agent"
+  caption="Run Ingestion Agent"
  /%}
 
 - Save and run the profiler workflow to generate the metric.
 
 {% image
   src="/images/v1.6/features/ingestion/workflows/profiler/column-metric3.png"
-  alt="Run Ingestion"
-  caption="Run Ingestion"
+  alt="Run Ingestion Agent"
+  caption="Run Ingestion Agent"
path: openmetadata-docs/content/v1.7.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md
user: login: RounakDhillon
body: ok

created_at: 2025-05-22T08:00:23Z
author_association: CONTRIBUTOR

PR comments:
user: login: github-actions[bot]
created_at: 2025-05-22T06:59:39Z
body: **Hi there 👋 Thanks for your contribution!**

The OpenMetadata team will review the PR shortly! Once it has been labeled as `safe to test`, the CI workflows
will start executing and we'll be able to make sure everything is working as expected.

Let us know if you need any help!
author_association: CONTRIBUTOR
user: login: github-actions[bot]
created_at: 2025-05-22T07:06:55Z
body: **Hi there 👋 Thanks for your contribution!**

The OpenMetadata team will review the PR shortly! Once it has been labeled as `safe to test`, the CI workflows
will start executing and we'll be able to make sure everything is working as expected.

Let us know if you need any help!
author_association: CONTRIBUTOR
user: login: github-actions[bot]
created_at: 2025-05-22T08:21:12Z
body: **Hi there 👋 Thanks for your contribution!**

The OpenMetadata team will review the PR shortly! Once it has been labeled as `safe to test`, the CI workflows
will start executing and we'll be able to make sure everything is working as expected.

Let us know if you need any help!
author_association: CONTRIBUTOR