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 bc0b8d77c06..ff414567867 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 bc0b8d77c06..c71800ffa17 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 fc7b987ade2..95c8bf58fbf 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 f66aa9a9300..d02ae1b65ec 100644
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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 c076ec8ddcc..ba0ddd1db41 100644
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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 0031f729297..bf1766d6ef0 100644
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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 fc7b987ade2..95c8bf58fbf 100644
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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 f66aa9a9300..d02ae1b65ec 100644
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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 c076ec8ddcc..ba0ddd1db41 100644
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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 0031f729297..bf1766d6ef0 100644
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