diff --git a/src/crewai/utilities/embedding_configurator.py b/src/crewai/utilities/embedding_configurator.py
index 44e832ec2..c3d22f41f 100644
--- a/src/crewai/utilities/embedding_configurator.py
+++ b/src/crewai/utilities/embedding_configurator.py
@@ -82,12 +82,33 @@ class EmbeddingConfigurator:
 
     @staticmethod
     def _configure_ollama(config, model_name):
+        """Configure Ollama embedder with flexible URL configuration.
+        
+        Args:
+            config: Configuration dictionary that supports multiple URL keys:
+                - url: Legacy key (default: http://localhost:11434/api/embeddings)
+                - api_url: Alternative key following HuggingFace pattern
+                - base_url: Alternative key
+                - api_base: Alternative key following Azure pattern
+            model_name: Name of the Ollama model to use
+            
+        Returns:
+            OllamaEmbeddingFunction: Configured embedder instance
+        """
         from chromadb.utils.embedding_functions.ollama_embedding_function import (
             OllamaEmbeddingFunction,
         )
 
+        url = (
+            config.get("url")
+            or config.get("api_url")
+            or config.get("base_url")
+            or config.get("api_base")
+            or "http://localhost:11434/api/embeddings"
+        )
+
         return OllamaEmbeddingFunction(
-            url=config.get("url", "http://localhost:11434/api/embeddings"),
+            url=url,
             model_name=model_name,
         )
 
diff --git a/tests/embedder_test.py b/tests/embedder_test.py
new file mode 100644
index 000000000..e663bb2b6
--- /dev/null
+++ b/tests/embedder_test.py
@@ -0,0 +1,56 @@
+import pytest
+from unittest.mock import patch
+from crewai.utilities.embedding_configurator import EmbeddingConfigurator
+
+def test_ollama_embedder_url_config():
+    configurator = EmbeddingConfigurator()
+    
+    test_cases = [
+        # Test default URL
+        {
+            "config": {"provider": "ollama", "config": {"model": "test-model"}},
+            "expected_url": "http://localhost:11434/api/embeddings"
+        },
+        # Test legacy url key
+        {
+            "config": {"provider": "ollama", "config": {"model": "test-model", "url": "http://custom:11434"}},
+            "expected_url": "http://custom:11434"
+        },
+        # Test api_url key
+        {
+            "config": {"provider": "ollama", "config": {"model": "test-model", "api_url": "http://api:11434"}},
+            "expected_url": "http://api:11434"
+        },
+        # Test base_url key
+        {
+            "config": {"provider": "ollama", "config": {"model": "test-model", "base_url": "http://base:11434"}},
+            "expected_url": "http://base:11434"
+        },
+        # Test api_base key
+        {
+            "config": {"provider": "ollama", "config": {"model": "test-model", "api_base": "http://base-api:11434"}},
+            "expected_url": "http://base-api:11434"
+        },
+        # Test URL precedence order
+        {
+            "config": {
+                "provider": "ollama",
+                "config": {
+                    "model": "test-model",
+                    "url": "http://url:11434",
+                    "api_url": "http://api:11434",
+                    "base_url": "http://base:11434",
+                    "api_base": "http://base-api:11434"
+                }
+            },
+            "expected_url": "http://url:11434"  # url key should have highest precedence
+        }
+    ]
+
+    for test_case in test_cases:
+        with patch("chromadb.utils.embedding_functions.ollama_embedding_function.OllamaEmbeddingFunction") as mock_ollama:
+            configurator.configure_embedder(test_case["config"])
+            mock_ollama.assert_called_once()
+            _, kwargs = mock_ollama.call_args
+            assert kwargs["url"] == test_case["expected_url"]
+            mock_ollama.reset_mock()