diff --git a/ranger-discovery-bundle/src/main/java/io/appform/ranger/discovery/bundle/id/generator/IdGeneratorBase.java b/ranger-discovery-bundle/src/main/java/io/appform/ranger/discovery/bundle/id/generator/IdGeneratorBase.java
index a91d91ca..050866d4 100644
--- a/ranger-discovery-bundle/src/main/java/io/appform/ranger/discovery/bundle/id/generator/IdGeneratorBase.java
+++ b/ranger-discovery-bundle/src/main/java/io/appform/ranger/discovery/bundle/id/generator/IdGeneratorBase.java
@@ -38,6 +38,7 @@ public class IdGeneratorBase {
     private final List<IdValidationConstraint> globalConstraints = new ArrayList<>();
     private final Map<String, Domain> registeredDomains = new ConcurrentHashMap<>(Map.of(Domain.DEFAULT_DOMAIN_NAME, Domain.DEFAULT));
     private final FailsafeExecutor<GenerationResult> retryer;
+    private final String ID_REGEX = "^[a-zA-Z]+$";
 
     protected final IdFormatter idFormatter;
     protected final NonceGenerator nonceGenerator;
@@ -84,6 +85,7 @@ public final synchronized void registerDomainSpecificConstraints(
     }
 
     public final Id getIdFromIdInfo(final NonceInfo nonceInfo, final String namespace, final IdFormatter idFormatter) {
+        validateIdRegex(namespace);
         val dateTime = new DateTime(nonceInfo.getTime());
         val id = String.format("%s%s", namespace, idFormatter.format(dateTime, getNodeId(), nonceInfo.getExponent()));
         return Id.builder()
@@ -192,4 +194,13 @@ public final void setNodeId(int nodeId) {
         }
         this.nodeId = nodeId;
     }
+
+    private void validateIdRegex(final String namespace) {
+        Preconditions.checkArgument(
+                namespace != null && !namespace.isEmpty(),
+                "Namespace cannot be null or empty");
+        Preconditions.checkArgument(
+                namespace.matches(ID_REGEX),
+                "Prefix does not match the required regex: " + ID_REGEX);
+    }
 }
diff --git a/ranger-discovery-bundle/src/test/java/io/appform/ranger/discovery/bundle/id/IdGeneratorTest.java b/ranger-discovery-bundle/src/test/java/io/appform/ranger/discovery/bundle/id/IdGeneratorTest.java
index 98020083..298a21de 100644
--- a/ranger-discovery-bundle/src/test/java/io/appform/ranger/discovery/bundle/id/IdGeneratorTest.java
+++ b/ranger-discovery-bundle/src/test/java/io/appform/ranger/discovery/bundle/id/IdGeneratorTest.java
@@ -242,6 +242,39 @@ void testParseSuccessAfterGeneration() {
         Assertions.assertEquals(parsedId.getGeneratedDate(), generatedId.getGeneratedDate());
     }
 
+    @Test
+    void testGenerateWithNumericalPrefix() {
+        val prefix = "10";
+        val exception = Assertions.assertThrows(IllegalArgumentException.class, () -> IdGenerator.generate(prefix));
+        Assertions.assertEquals("Prefix does not match the required regex: ^[a-zA-Z]+$", exception.getMessage());
+    }
+
+    @Test
+    void testGenerateWithEmptyPrefix() {
+        val prefix = "";
+        val exception = Assertions.assertThrows(IllegalArgumentException.class, () -> IdGenerator.generate(prefix));
+        Assertions.assertEquals("Namespace cannot be null or empty", exception.getMessage());
+    }
+
+    @Test
+    void testGenerateWithConstraintsWithNumericalPrefix() {
+        val prefix = "10";
+        val domain = "TEST";
+        IdGenerator.registerDomainSpecificConstraints(domain, Collections.singletonList(id -> true));
+        val exception = Assertions.assertThrows(IllegalArgumentException.class,
+                () -> IdGenerator.generateWithConstraints(prefix, domain));
+        Assertions.assertEquals("Prefix does not match the required regex: ^[a-zA-Z]+$", exception.getMessage());
+    }
+
+    @Test
+    void testGenerateWithConstraintsWithEmptyPrefix() {
+        val prefix = "";
+        val domain = "TEST";
+        IdGenerator.registerDomainSpecificConstraints(domain, Collections.singletonList(id -> true));
+        val exception = Assertions.assertThrows(IllegalArgumentException.class,
+                () -> IdGenerator.generateWithConstraints(prefix, domain));
+        Assertions.assertEquals("Namespace cannot be null or empty", exception.getMessage());
+    }
 
     @SuppressWarnings("SameParameterValue")
     private Date generateDate(int year, int month, int day, int hour, int min, int sec, int ms, ZoneId zoneId) {