diff --git a/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/base.py b/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/base.py
index 274ede8227ae..cdc150abb289 100644
--- a/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/base.py
+++ b/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/base.py
@@ -3,6 +3,8 @@
 import string
 from typing import TYPE_CHECKING, Any, Dict
 
+from ray import serve
+
 if TYPE_CHECKING:
     from ray.llm._internal.serve.core.configs.llm_config import LLMConfig
 
@@ -35,6 +37,31 @@ def _get_unique_suffix(self, len: int = 6) -> str:
         """
         return "".join(random.choices(string.ascii_letters + string.digits, k=len))
 
+    def _compute_port_offset(self) -> int:
+        """Compute a deterministic port offset for this replica.
+
+        Uses data_parallel_rank if DP case, otherwise falls back to
+        the replica rank assigned by Ray Serve (TP/PP case).
+
+        Returns:
+            Non-negative integer offset to add to a base port.
+        """
+        # Prefer explicit DP rank when available
+        dp_rank = self.llm_config.engine_kwargs.get("data_parallel_rank")
+        if isinstance(dp_rank, int) and dp_rank >= 0:
+            return dp_rank
+
+        # Fall back to Serve replica rank for TP/PP cases
+        try:
+            rc = serve.get_replica_context()
+            if rc and hasattr(rc, "rank"):
+                return rc.rank
+        except Exception:
+            # Best-effort fallback; avoid introducing failures in setup paths
+            pass
+
+        return 0
+
     @abc.abstractmethod
     def setup(self) -> None:
         """Setup the connector backend.
diff --git a/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/lmcache.py b/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/lmcache.py
index 024feaea8c3d..b60e85a4764f 100644
--- a/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/lmcache.py
+++ b/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/lmcache.py
@@ -23,10 +23,10 @@ class LMCacheConnectorV1Backend(BaseConnectorBackend):
 
     def setup(self) -> None:
         """Initialize the LMCache connector backend.
-        This method sets up the LMCache connector by:
-        1. Checking if LMCache is installed.
-        2. Configuring the LMCache RPC port if not already set.
-        3. Creating a unique LMCache RPC port across replicas.
+
+        Creates a unique LMCache RPC port name across replicas by appending
+        a random suffix to the base port name.
+
         Raises:
             ImportError: If LMCache is not installed.
         """
@@ -41,21 +41,21 @@ def setup(self) -> None:
         kv_connector_extra_config = self.kv_transfer_config[
             LMCacheConnectorV1Backend.KV_CONNECTOR_EXTRA_CONFIG_FIELD_NAME
         ]
-        lmcache_rpc_port = (
-            kv_connector_extra_config.get(
-                LMCacheConnectorV1Backend.LMCACHE_RPC_PORT_FIELD_NAME,
-                LMCacheConnectorV1Backend.DEFAULT_LMCACHE_RPC_PORT_NAME,
-            )
-            + self._get_unique_suffix()
+        base_value = kv_connector_extra_config.get(
+            LMCacheConnectorV1Backend.LMCACHE_RPC_PORT_FIELD_NAME,
+            LMCacheConnectorV1Backend.DEFAULT_LMCACHE_RPC_PORT_NAME,
         )
+
+        # Append random suffix for uniqueness
+        lmcache_rpc_port_value = str(base_value) + self._get_unique_suffix()
         if (
             LMCacheConnectorV1Backend.LMCACHE_RPC_PORT_FIELD_NAME
             in kv_connector_extra_config
         ):
             logger.info(
-                f"Setting unique {lmcache_rpc_port=} for current replica LMCacheConnectorV1."
+                f"Setting unique lmcache_rpc_port={lmcache_rpc_port_value} for current replica."
             )
 
         kv_connector_extra_config[
             LMCacheConnectorV1Backend.LMCACHE_RPC_PORT_FIELD_NAME
-        ] = lmcache_rpc_port
+        ] = lmcache_rpc_port_value
diff --git a/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/nixl.py b/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/nixl.py
index 0005447643bd..621e5b54422d 100644
--- a/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/nixl.py
+++ b/python/ray/llm/_internal/serve/engines/vllm/kv_transfer/nixl.py
@@ -15,11 +15,8 @@ def _set_side_channel_port(self):
                     "NIXL_SIDE_CHANNEL_PORT_BASE", vllm_utils.get_open_port()
                 )
             )
-            # If dp_rank is set, we should use the
-            # base port + dp_rank as the side channel port
-            # due to a potential ray condition for getting the free ports.
-            dp_rank = self.llm_config.engine_kwargs.get("data_parallel_rank", 0)
-            port = base_port + dp_rank
+            # Use a deterministic rank-based offset (DP rank if set; else replica hash)
+            port = base_port + self._compute_port_offset()
             os.environ["VLLM_NIXL_SIDE_CHANNEL_PORT"] = str(port)
 
     def _set_side_channel_host(self):