diff --git a/openmetadata-service/pom.xml b/openmetadata-service/pom.xml
index 4ab90944b5f..1214293bfc1 100644
--- a/openmetadata-service/pom.xml
+++ b/openmetadata-service/pom.xml
@@ -218,13 +218,6 @@
       <artifactId>flyway-mysql</artifactId>
     </dependency>
 
-    <!-- Diff util to compute diffs in plain text -->
-    <dependency>
-      <groupId>io.github.java-diff-utils</groupId>
-      <artifactId>java-diff-utils</artifactId>
-      <version>4.12</version>
-    </dependency>
-
     <!-- Dependencies for secret store manager providers -->
     <dependency>
       <groupId>software.amazon.awssdk</groupId>
@@ -412,6 +405,11 @@
       <artifactId>unboundid-ldapsdk</artifactId>
       <version>${unboundsdk.version}</version>
     </dependency>
+    <dependency>
+      <groupId>org.bitbucket.cowwoc.diff-match-patch</groupId>
+      <artifactId>diff-match-patch</artifactId>
+      <version>${diffMatch.version}</version>
+    </dependency>
   </dependencies>
 
   <build>
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/events/ChangeEventHandler.java b/openmetadata-service/src/main/java/org/openmetadata/service/events/ChangeEventHandler.java
index b52a6deca77..2f0f8444de0 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/events/ChangeEventHandler.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/events/ChangeEventHandler.java
@@ -238,22 +238,21 @@ public class ChangeEventHandler implements EventHandler {
     }
 
     EntityInterface entityInterface = (EntityInterface) entity;
+    if (RestUtil.ENTITY_SOFT_DELETED.equals(changeType)) {
+      String entityType = Entity.getEntityTypeFromClass(entity.getClass());
+      String message = String.format("Soft deleted **%s**: `%s`", entityType, entityInterface.getFullyQualifiedName());
+      EntityLink about = new EntityLink(entityType, entityInterface.getFullyQualifiedName(), null, null, null);
+      Thread thread = getThread(about.getLinkString(), message, loggedInUserName);
+      return List.of(thread);
+    }
     if (RestUtil.ENTITY_DELETED.equals(changeType)) {
       String entityType = Entity.getEntityTypeFromClass(entity.getClass());
       // In this case, the entity itself got deleted
       // for which there will be no change description.
-      String message = String.format("Deleted **%s**: `%s`", entityType, entityInterface.getFullyQualifiedName());
+      String message =
+          String.format("Permanently Deleted **%s**: `%s`", entityType, entityInterface.getFullyQualifiedName());
       EntityLink about = new EntityLink(entityType, entityInterface.getFullyQualifiedName(), null, null, null);
-      Thread thread =
-          new Thread()
-              .withId(UUID.randomUUID())
-              .withThreadTs(System.currentTimeMillis())
-              .withCreatedBy(entityInterface.getUpdatedBy())
-              .withAbout(about.getLinkString())
-              .withReactions(Collections.emptyList())
-              .withUpdatedBy(entityInterface.getUpdatedBy())
-              .withUpdatedAt(System.currentTimeMillis())
-              .withMessage(message);
+      Thread thread = getThread(about.getLinkString(), message, loggedInUserName);
       return List.of(thread);
     }
 
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/util/ChangeEventParser.java b/openmetadata-service/src/main/java/org/openmetadata/service/util/ChangeEventParser.java
index f0891710125..aeebe11a003 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/util/ChangeEventParser.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/util/ChangeEventParser.java
@@ -20,12 +20,11 @@ import static org.openmetadata.service.Entity.FIELD_OWNER;
 import static org.openmetadata.service.Entity.KPI;
 import static org.openmetadata.service.Entity.TEST_CASE;
 
-import com.github.difflib.text.DiffRow;
-import com.github.difflib.text.DiffRowGenerator;
 import java.net.URI;
 import java.util.ArrayList;
 import java.util.Collections;
 import java.util.HashMap;
+import java.util.LinkedList;
 import java.util.List;
 import java.util.Map;
 import java.util.Map.Entry;
@@ -39,6 +38,7 @@ import javax.json.JsonValue;
 import javax.json.JsonValue.ValueType;
 import javax.json.stream.JsonParsingException;
 import org.apache.commons.lang.StringUtils;
+import org.bitbucket.cowwoc.diffmatchpatch.DiffMatchPatch;
 import org.openmetadata.common.utils.CommonUtil;
 import org.openmetadata.schema.EntityInterface;
 import org.openmetadata.schema.dataInsight.kpi.Kpi;
@@ -60,7 +60,7 @@ public final class ChangeEventParser {
   public static final String FEED_ADD_MARKER = "<!add>";
   public static final String FEED_REMOVE_MARKER = "<!remove>";
   public static final String FEED_BOLD = "**%s**";
-  public static final String SLACK_BOLD = "*%s* ";
+  public static final String SLACK_BOLD = "*%s*";
   public static final String FEED_SPAN_ADD = "<span class=\"diff-added\">";
   public static final String FEED_SPAN_REMOVE = "<span class=\"diff-removed\">";
   public static final String FEED_SPAN_CLOSE = "</span>";
@@ -129,7 +129,7 @@ public final class ChangeEventParser {
         // TEAMS and FEED bold formatting is same
         return "** ";
       case SLACK:
-        return "* ";
+        return "*";
       default:
         return "INVALID";
     }
@@ -157,7 +157,7 @@ public final class ChangeEventParser {
         // TEAMS and FEED bold formatting is same
         return "~~ ";
       case SLACK:
-        return "~ ";
+        return "~";
       default:
         return "INVALID";
     }
@@ -405,7 +405,9 @@ public final class ChangeEventParser {
           message =
               String.format(("Followed " + getBold(publishTo) + " `%s`"), link.getEntityType(), link.getEntityFQN());
         } else if (fieldValue != null && !fieldValue.isEmpty()) {
-          message = String.format(("Added " + getBold(publishTo) + ": `%s`"), updatedField, fieldValue);
+          message =
+              String.format(
+                  ("Added " + getBold(publishTo) + ": " + getBold(publishTo)), updatedField, fieldValue.trim());
         }
         break;
       case UPDATE:
@@ -416,7 +418,8 @@ public final class ChangeEventParser {
           message = String.format("Unfollowed %s `%s`", link.getEntityType(), link.getEntityFQN());
         } else {
           message =
-              String.format(("Deleted " + getBold(publishTo) + ": `%s`"), updatedField, getFieldValue(oldFieldValue));
+              String.format(
+                  ("Deleted " + getBold(publishTo) + ": `%s`"), updatedField, getFieldValue(oldFieldValue).trim());
         }
         break;
       default:
@@ -432,7 +435,7 @@ public final class ChangeEventParser {
     if (nullOrEmpty(diff)) {
       return StringUtils.EMPTY;
     } else {
-      String field = String.format("Updated %s: %s", getBold(publishTo), diff);
+      String field = String.format("Updated %s : %s", getBold(publishTo), diff);
       return String.format(field, updatedField);
     }
   }
@@ -556,27 +559,23 @@ public final class ChangeEventParser {
     String addMarker = FEED_ADD_MARKER;
     String removeMarker = FEED_REMOVE_MARKER;
 
-    DiffRowGenerator generator =
-        DiffRowGenerator.create()
-            .showInlineDiffs(true)
-            .mergeOriginalRevised(true)
-            .inlineDiffByWord(true)
-            .oldTag(f -> removeMarker) // introduce a tag to mark removals
-            .newTag(f -> addMarker) // introduce a tag to mark new additions
-            .build();
-    // compute the differences
-    List<DiffRow> rows = generator.generateDiffRows(List.of(oldValue), List.of(newValue));
-
-    // merge rows by %n for new line
-    String diff = null;
-    for (DiffRow row : rows) {
-      if (diff == null) {
-        diff = row.getOldLine();
+    DiffMatchPatch dmp = new DiffMatchPatch();
+    LinkedList<DiffMatchPatch.Diff> diffs = dmp.diffMain(oldValue, newValue);
+    dmp.diffCleanupSemantic(diffs);
+    StringBuilder outputStr = new StringBuilder();
+    for (DiffMatchPatch.Diff d : diffs) {
+      if (DiffMatchPatch.Operation.EQUAL.equals(d.operation)) {
+        // merging equal values of both string ..
+        outputStr.append(d.text.trim());
+      } else if (DiffMatchPatch.Operation.INSERT.equals(d.operation)) {
+        // merging added values with addMarker before and after of new values added..
+        outputStr.append(addMarker).append(d.text.trim()).append(addMarker).append(" ");
       } else {
-        diff = String.format("%s%n%s", diff, row.getOldLine());
+        // merging deleted values with removeMarker before and after of old value removed ..
+        outputStr.append(" ").append(removeMarker).append(d.text.trim()).append(removeMarker).append(" ");
       }
     }
-
+    String diff = outputStr.toString().trim();
     // The additions and removals will be wrapped by <!add> and <!remove> tags
     // Replace them with html tags to render nicely in the UI
     // Example: This is a test <!remove>sentence<!remove><!add>line<!add>
diff --git a/openmetadata-service/src/test/java/org/openmetadata/service/resources/ChangeEventParserResourceTest.java b/openmetadata-service/src/test/java/org/openmetadata/service/resources/ChangeEventParserResourceTest.java
index 36e369c2d81..59fc6ef4ebc 100644
--- a/openmetadata-service/src/test/java/org/openmetadata/service/resources/ChangeEventParserResourceTest.java
+++ b/openmetadata-service/src/test/java/org/openmetadata/service/resources/ChangeEventParserResourceTest.java
@@ -103,7 +103,7 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
         ChangeEventParser.getFormattedMessages(ChangeEventParser.PUBLISH_TO.FEED, changeDescription, TABLE);
     assertEquals(1, messages.size());
 
-    assertEquals("Added **owner**: `User One`", messages.values().iterator().next());
+    assertEquals("Added **owner**: **User One**", messages.values().iterator().next());
   }
 
   @Test
@@ -117,7 +117,7 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     assertEquals(1, messages.size());
 
     assertEquals(
-        "Updated **description**: <span class=\"diff-removed\">old</span>"
+        "Updated **description** : <span class=\"diff-removed\">old</span> "
             + "<span class=\"diff-added\">new</span> description",
         messages.values().iterator().next());
 
@@ -145,7 +145,7 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
         ChangeEventParser.getFormattedMessages(ChangeEventParser.PUBLISH_TO.SLACK, changeDescription, TABLE);
     assertEquals(1, messages.size());
 
-    assertEquals("Updated *description* : ~old~ *new*  description", messages.values().iterator().next());
+    assertEquals("Updated *description* : ~old~ *new* description", messages.values().iterator().next());
 
     // test if it updates correctly with one add and one delete change
     changeDescription = new ChangeDescription().withPreviousVersion(1.0);
@@ -180,7 +180,7 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     assertEquals(1, messages.size());
 
     assertEquals(
-        "Updated **columns.lo_orderpriority**: <br/> name: <span class=\"diff-removed\">\"lo_order\"</span><span class=\"diff-added\">\"lo_orderpriority\"</span> <br/> displayName: <span class=\"diff-removed\">\"lo_order\"</span><span class=\"diff-added\">\"lo_orderpriority\"</span> <br/> fullyQualifiedName: \"local_mysql.sample_db.lineorder.<span class=\"diff-removed\">lo_order\"</span><span class=\"diff-added\">lo_orderpriority\"</span>",
+        "Updated **columns.lo_orderpriority**: <br/> name: \"lo_order<span class=\"diff-added\">priority</span> \" <br/> displayName: \"lo_order<span class=\"diff-added\">priority</span> \" <br/> fullyQualifiedName: \"local_mysql.sample_db.lineorder.lo_order<span class=\"diff-added\">priority</span> \"",
         messages.values().iterator().next());
 
     // Simulate a change of datatype change in column
@@ -198,7 +198,7 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     assertEquals(1, messages.size());
 
     assertEquals(
-        "Updated **columns.lo_orderpriority**: <br/> dataType: <span class=\"diff-removed\">\"BLOB\"</span><span class=\"diff-added\">\"INT\"</span> <br/> dataTypeDisplay: <span class=\"diff-removed\">\"blob\"</span><span class=\"diff-added\">\"int\"</span>",
+        "Updated **columns.lo_orderpriority**: <br/> dataType: \" <span class=\"diff-removed\">BLOB</span> <span class=\"diff-added\">INT</span> \" <br/> dataTypeDisplay: \" <span class=\"diff-removed\">blob</span> <span class=\"diff-added\">int</span> \"",
         messages.values().iterator().next());
 
     // Simulate multiple changes to columns
@@ -216,7 +216,7 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     assertEquals(1, messages.size());
 
     assertEquals(
-        "Updated **columns**: lo_orderpriority<span class=\"diff-added\">, newColumn</span>",
+        "Updated **columns** : lo_orderpriority<span class=\"diff-added\">, newColumn</span>",
         messages.values().iterator().next());
   }
 
@@ -239,10 +239,10 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     assertEquals(1, messages.size());
 
     assertEquals(
-        "Updated *columns.lo_orderpriority* :\n"
-            + "name: ~\"lo_order\"~ *\"lo_orderpriority\"* \n"
-            + "displayName: ~\"lo_order\"~ *\"lo_orderpriority\"* \n"
-            + "fullyQualifiedName: \"local_mysql.sample_db.lineorder.~lo_order\"~ *lo_orderpriority\"* ",
+        "Updated *columns.lo_orderpriority*:\n"
+            + "name: \"lo_order*priority* \"\n"
+            + "displayName: \"lo_order*priority* \"\n"
+            + "fullyQualifiedName: \"local_mysql.sample_db.lineorder.lo_order*priority* \"",
         messages.values().iterator().next());
 
     // Simulate a change of datatype change in column
@@ -260,9 +260,9 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     assertEquals(1, messages.size());
 
     assertEquals(
-        "Updated *columns.lo_orderpriority* :\n"
-            + "dataType: ~\"BLOB\"~ *\"INT\"* \n"
-            + "dataTypeDisplay: ~\"blob\"~ *\"int\"* ",
+        "Updated *columns.lo_orderpriority*:\n"
+            + "dataType: \" ~BLOB~ *INT* \"\n"
+            + "dataTypeDisplay: \" ~blob~ *int* \"",
         messages.values().iterator().next());
 
     // Simulate multiple changes to columns
@@ -279,6 +279,6 @@ class ChangeEventParserResourceTest extends OpenMetadataApplicationTest {
     messages = ChangeEventParser.getFormattedMessages(ChangeEventParser.PUBLISH_TO.SLACK, changeDescription, TABLE);
     assertEquals(1, messages.size());
 
-    assertEquals("Updated *columns* : lo_orderpriority*, newColumn* ", messages.values().iterator().next());
+    assertEquals("Updated *columns* : lo_orderpriority*, newColumn*", messages.values().iterator().next());
   }
 }
diff --git a/pom.xml b/pom.xml
index 2a35012320d..b654bcb96b7 100644
--- a/pom.xml
+++ b/pom.xml
@@ -78,6 +78,7 @@
     <jackson.version>2.13.4</jackson.version>
     <jackson-databind.version>2.13.4.1</jackson-databind.version>
     <dropwizard.version>2.0.34</dropwizard.version>
+    <diffMatch.version>1.0</diffMatch.version>
     <dropwizard-jdbi3.version>2.0.34</dropwizard-jdbi3.version>
     <jersey-bom.version>2.35</jersey-bom.version>
     <javax.ws.rs-api.version>2.1.1</javax.ws.rs-api.version>