diff --git a/litellm/integrations/otel/langfuse_logger.py b/litellm/integrations/otel/langfuse_logger.py
index f8fd417392f..d029b153c52 100644
--- a/litellm/integrations/otel/langfuse_logger.py
+++ b/litellm/integrations/otel/langfuse_logger.py
@@ -6,10 +6,10 @@ from litellm.integrations.otel.logger import OpenTelemetryV2
 from litellm.integrations.otel.mappers.langfuse import (
     LANGFUSE_OBSERVATION_INPUT,
     LANGFUSE_OBSERVATION_OUTPUT,
-    LANGFUSE_TRACE_NAME,
+    LangfuseMapper,
 )
-from litellm.integrations.otel.model.metadata import caller_trace_name
 from litellm.integrations.otel.model.request_io import request_input, response_output, stream_output
+from litellm.integrations.otel.model.trace_controls import caller_trace_controls
 from litellm.integrations.otel.plumbing.context import request_root_span
 
 if TYPE_CHECKING:
@@ -18,14 +18,13 @@ if TYPE_CHECKING:
 
 
 class LangfuseOpenTelemetryV2(OpenTelemetryV2):
-    """Names the trace from the request. Langfuse reads ``langfuse.trace.name`` off the root observation,
-    and the proxy's root span is still recording when the LLM call starts."""
+    """Stamps the caller's trace controls (name, user, session, tags) on the request. Langfuse reads them off
+    the root observation, and the proxy's root span is still recording when the LLM call starts."""
 
     def log_pre_api_call(self, model: str, messages: object, kwargs: Mapping[str, object]) -> None:
         root: Final = request_root_span()
-        name: Final = caller_trace_name(kwargs)
-        if root is not None and root.is_recording() and name is not None:
-            root.set_attribute(LANGFUSE_TRACE_NAME, name)
+        if root is not None and root.is_recording():
+            root.set_attributes(LangfuseMapper.trace_attributes(caller_trace_controls(kwargs)))
         super().log_pre_api_call(model, messages, kwargs)
 
 
diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py
index 285a5c3aa97..c3b30f0983e 100644
--- a/litellm/integrations/otel/logger.py
+++ b/litellm/integrations/otel/logger.py
@@ -555,7 +555,7 @@ class OpenTelemetryV2(CustomLogger):
             capture_content=self.config.capture_span_content,
             time_to_first_chunk_seconds=call.time_to_first_chunk_seconds,
             request_route=request_root_http_route(),
-            trace_name=call.trace_name,
+            trace=call.trace,
         )
         end_time_ns: Final = to_ns(end_time)
         if carrier is not None and carrier.span is not None:
diff --git a/litellm/integrations/otel/mappers/langfuse.py b/litellm/integrations/otel/mappers/langfuse.py
index 98ff0f155a1..e76cffde881 100644
--- a/litellm/integrations/otel/mappers/langfuse.py
+++ b/litellm/integrations/otel/mappers/langfuse.py
@@ -6,7 +6,8 @@ Langfuse ingests OTLP spans and reads from its own vendor namespace
 
 Every attribute is declared as a ``key -> extractor`` table entry (one callable
 per mapping operation): ``_LLM_CALL_ATTRS`` for scalars and ``_BLOB_ATTRS`` for
-the JSON-serialized payloads. ``_llm_call`` just applies both tables.
+the JSON-serialized payloads. ``trace_attributes`` maps the caller's trace controls
+(shared with the root observation); ``_llm_call`` applies both tables plus it.
 """
 
 import json
@@ -16,6 +17,7 @@ from typing import Final
 from litellm.integrations.otel.mappers.base import AttributeMap, AttrValue, SpanData
 from litellm.integrations.otel.mappers.utils import (
     collect,
+    drop_none_pairs,
     json_if,
     output_messages,
     serialize_messages,
@@ -25,10 +27,14 @@ from litellm.integrations.otel.model.payloads import (
     LLMRequestParams,
     LLMUsage,
 )
+from litellm.integrations.otel.model.trace_controls import TraceControls
 
 LANGFUSE_OBSERVATION_INPUT: Final = "langfuse.observation.input"
 LANGFUSE_OBSERVATION_OUTPUT: Final = "langfuse.observation.output"
 LANGFUSE_TRACE_NAME: Final = "langfuse.trace.name"
+LANGFUSE_TRACE_USER_ID: Final = "user.id"
+LANGFUSE_TRACE_SESSION_ID: Final = "session.id"
+LANGFUSE_TRACE_TAGS: Final = "langfuse.trace.tags"
 
 
 class LangfuseMapper:
@@ -37,7 +43,6 @@ class LangfuseMapper:
         "langfuse.observation.model.name": lambda d: d.request_model or None,
         "langfuse.observation.metadata.provider": lambda d: d.provider or None,
         "langfuse.observation.id": lambda d: d.identity.call_id or None,
-        LANGFUSE_TRACE_NAME: lambda d: d.trace_name or None,
         "langfuse.trace.metadata.team_id": lambda d: d.identity.team_id or None,
         "langfuse.trace.metadata.team_alias": lambda d: d.identity.team_alias or None,
     }
@@ -77,9 +82,21 @@ class LangfuseMapper:
             case _:
                 return {}
 
+    @staticmethod
+    def trace_attributes(trace: TraceControls) -> AttributeMap:
+        return drop_none_pairs(
+            (
+                (LANGFUSE_TRACE_NAME, trace.name or None),
+                (LANGFUSE_TRACE_USER_ID, trace.user_id or None),
+                (LANGFUSE_TRACE_SESSION_ID, trace.session_id or None),
+                (LANGFUSE_TRACE_TAGS, trace.tags or None),
+            )
+        )
+
     @classmethod
     def _llm_call(cls, data: LLMCallSpanData) -> AttributeMap:
         return {
             **collect(cls._LLM_CALL_ATTRS, data),
+            **cls.trace_attributes(data.trace),
             **collect(cls._BLOB_ATTRS, data),
         }
diff --git a/litellm/integrations/otel/mappers/utils.py b/litellm/integrations/otel/mappers/utils.py
index d45dca782b2..5582734585f 100644
--- a/litellm/integrations/otel/mappers/utils.py
+++ b/litellm/integrations/otel/mappers/utils.py
@@ -6,7 +6,7 @@ they live in one place.
 """
 
 import json
-from collections.abc import Callable, Mapping, Sequence
+from collections.abc import Callable, Iterable, Mapping, Sequence
 from typing import Final
 
 from litellm.integrations.otel.mappers.base import AttributeMap, AttrValue
@@ -39,7 +39,12 @@ def tool_attr_budget(vocabularies: int) -> int:
 
 def drop_none(values: Mapping[str, AttrValue | None]) -> AttributeMap:
     """Return ``values`` with ``None``-valued entries removed."""
-    return {k: v for k, v in values.items() if v is not None}
+    return drop_none_pairs(values.items())
+
+
+def drop_none_pairs(pairs: Iterable[tuple[str, AttrValue | None]]) -> AttributeMap:
+    """Return ``pairs`` as a map with ``None``-valued entries removed."""
+    return {k: v for k, v in pairs if v is not None}
 
 
 def tool_definition_attrs(
diff --git a/litellm/integrations/otel/model/metadata.py b/litellm/integrations/otel/model/metadata.py
index 5f90e70e119..dd4247ad3d0 100644
--- a/litellm/integrations/otel/model/metadata.py
+++ b/litellm/integrations/otel/model/metadata.py
@@ -43,12 +43,12 @@ from typing import TYPE_CHECKING, Any, Final, cast
 
 from litellm.constants import LITELLM_LOGGING_NO_UPSTREAM_LLM_CALL
 from litellm.integrations.otel.model.semconv import resolve_operation
-from litellm.integrations.otel.model.utils import as_str, to_seconds
+from litellm.integrations.otel.model.trace_controls import TraceControls, caller_trace_controls
+from litellm.integrations.otel.model.utils import as_str, as_str_mapping, to_seconds
 
 if TYPE_CHECKING:
     from litellm.types.utils import StandardLoggingPayload
 
-LANGFUSE_TRACE_NAME_HEADER: Final = "langfuse_trace_name"
 REQUESTER_METADATA_KEY: Final = "requester_metadata"
 REQUESTER_METADATA_PATH: Final = f"{REQUESTER_METADATA_KEY}."
 
@@ -225,7 +225,7 @@ class LLMCallEvent:
     # needs to be reasonable for a span that never gets closed (a leak).
     provisional_span_name: str
     time_to_first_chunk_seconds: float | None
-    trace_name: str | None
+    trace: TraceControls
 
     @classmethod
     def from_dict(cls, kwargs: Mapping[str, Any]) -> LLMCallEvent:
@@ -242,30 +242,10 @@ class LLMCallEvent:
             upstream_started=kwargs.get("api_call_start_time") is not None,
             provisional_span_name=f"{operation.value} {model}".strip(),
             time_to_first_chunk_seconds=time_to_first_chunk_seconds(kwargs),
-            trace_name=caller_trace_name(kwargs),
+            trace=caller_trace_controls(kwargs),
         )
 
 
-def caller_trace_name(kwargs: Mapping[str, object]) -> str | None:
-    request: Final = _as_str_mapping(kwargs.get("litellm_params"))
-    if request is None:
-        return None
-    proxy_request: Final = _as_str_mapping(request.get("proxy_server_request"))
-    headers: Final = _as_str_mapping(proxy_request.get("headers")) if proxy_request is not None else None
-    from_header: Final = as_str(headers.get(LANGFUSE_TRACE_NAME_HEADER)) if headers is not None else None
-    if from_header:
-        return from_header
-    return next(
-        (
-            name
-            for key in ("metadata", "litellm_metadata")
-            if (metadata := _as_str_mapping(request.get(key))) is not None
-            and (name := as_str(metadata.get("trace_name")))
-        ),
-        None,
-    )
-
-
 def time_to_first_chunk_seconds(kwargs: Mapping[str, Any]) -> float | None:
     """Seconds from the upstream request being issued (``api_call_start_time``)
     to the first streamed chunk (``completion_start_time``); ``None`` for
@@ -300,15 +280,8 @@ def auth_metadata(payload: StandardLoggingPayload | None, kwargs: Mapping[str, o
     )
 
 
-def _as_str_mapping(value: object) -> Mapping[str, object] | None:
-    """A read-only view of ``value`` when it is a mapping, else ``None``."""
-    if not isinstance(value, Mapping):
-        return None
-    return cast("Mapping[str, object]", value)  # cast-ok: isinstance-guarded, JSON metadata has str keys
-
-
 def _string_entries(value: object) -> Mapping[str, str] | None:
-    entries: Final = _as_str_mapping(value)
+    entries: Final = as_str_mapping(value)
     if entries is None:
         return None
     typed: Final = MappingProxyType({key: item for key, item in entries.items() if isinstance(item, str)})
@@ -324,18 +297,18 @@ def _metadata_dicts(
     litellm copies it onto ``metadata``, but both are yielded so a route that
     populates only one is still covered.
     """
-    payload_view: Final = _as_str_mapping(payload)
+    payload_view: Final = as_str_mapping(payload)
     if payload_view is not None:
-        payload_metadata: Final = _as_str_mapping(payload_view.get("metadata"))
+        payload_metadata: Final = as_str_mapping(payload_view.get("metadata"))
         if payload_metadata is not None:
             yield payload_metadata
-    params: Final = _as_str_mapping(kwargs.get("litellm_params"))
+    params: Final = as_str_mapping(kwargs.get("litellm_params"))
     if params is None:
         return
     yield from (
         metadata
         for key in ("metadata", "litellm_metadata")
-        if (metadata := _as_str_mapping(params.get(key))) is not None
+        if (metadata := as_str_mapping(params.get(key))) is not None
     )
 
 
@@ -365,14 +338,14 @@ def metadata_from_request_data(data: object) -> Mapping[str, object] | None:
     The proxy stores it under ``metadata`` or ``litellm_metadata`` depending on the route;
     the proxy-owned siblings (``user_api_key_*``, ``requester_ip_address``) are not read.
     """
-    top: Final = _as_str_mapping(data)
+    top: Final = as_str_mapping(data)
     if top is None:
         return None
     snapshots: Final = tuple(
         snapshot
         for name in ("metadata", "litellm_metadata")
-        if (nested := _as_str_mapping(top.get(name))) is not None
-        and (snapshot := _as_str_mapping(nested.get(REQUESTER_METADATA_KEY))) is not None
+        if (nested := as_str_mapping(top.get(name))) is not None
+        and (snapshot := as_str_mapping(nested.get(REQUESTER_METADATA_KEY))) is not None
     )
     return MappingProxyType({REQUESTER_METADATA_KEY: snapshots[0]}) if snapshots else None
 
@@ -382,7 +355,7 @@ def flatten_metadata(raw: Mapping[str, object]) -> Iterator[tuple[str, str]]:
     stack: Final = list(tuple(raw.items())[::-1])  # mutable-ok: iterative worklist keeps the walk off the call stack
     while stack:
         key, value = stack.pop()
-        if (nested := _as_str_mapping(value)) is not None:
+        if (nested := as_str_mapping(value)) is not None:
             stack.extend(tuple((f"{key}.{sub_key}", sub_value) for sub_key, sub_value in nested.items())[::-1])
         elif isinstance(value, (str, bool, int, float)):
             yield key, str(value)
diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index c11c4a7a27d..33da1549fd5 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -10,10 +10,7 @@ from types import MappingProxyType
 from typing import TYPE_CHECKING, ClassVar, Final, cast
 from urllib.parse import urlsplit
 
-from litellm.integrations.otel.model.metadata import (
-    RequestContext,
-    RequestIdentity,
-)
+from litellm.integrations.otel.model.metadata import RequestContext, RequestIdentity
 from litellm.integrations.otel.model.semconv import (
     GenAIOperation,
     GenAIOutputType,
@@ -22,6 +19,7 @@ from litellm.integrations.otel.model.semconv import (
     resolve_output_type,
     resolve_provider,
 )
+from litellm.integrations.otel.model.trace_controls import TraceControls
 from litellm.integrations.otel.model.utils import (
     as_bool,
     as_float,
@@ -387,7 +385,7 @@ class LLMCallSpanData:
     output_type: GenAIOutputType | None = None
     call_type: str | None = None
     request_route: str | None = None
-    trace_name: str | None = None
+    trace: TraceControls = field(default_factory=TraceControls)
 
     @classmethod
     def from_standard_logging_payload(
@@ -396,7 +394,7 @@ class LLMCallSpanData:
         capture_content: bool = False,
         time_to_first_chunk_seconds: float | None = None,
         request_route: str | None = None,
-        trace_name: str | None = None,
+        trace: TraceControls | None = None,
     ) -> LLMCallSpanData:
         params: Final = cast(Mapping[str, object], payload.get("model_parameters") or {})
         # The single parse of the request's metadata — the request-vs-provider
@@ -438,7 +436,7 @@ class LLMCallSpanData:
             output_type=resolve_output_type(call_type),
             call_type=call_type or None,
             request_route=request_route or context.identity.request_route,
-            trace_name=trace_name,
+            trace=trace or TraceControls(),
         )
 
 
diff --git a/litellm/integrations/otel/model/trace_controls.py b/litellm/integrations/otel/model/trace_controls.py
new file mode 100644
index 00000000000..eac7b5c897b
--- /dev/null
+++ b/litellm/integrations/otel/model/trace_controls.py
@@ -0,0 +1,61 @@
+"""The caller's Langfuse trace controls, parsed from the live callback kwargs."""
+
+from __future__ import annotations
+
+from collections.abc import Mapping
+from dataclasses import dataclass
+from typing import Final
+
+from pydantic import TypeAdapter, ValidationError
+
+from litellm.integrations.otel.model.utils import as_str, as_str_mapping
+
+LANGFUSE_HEADER_PREFIX: Final = "langfuse_"
+_ITEMS: Final = TypeAdapter(tuple[object, ...])
+
+
+@dataclass(frozen=True, slots=True)
+class TraceControls:
+    """The caller's trace-level Langfuse controls: ``metadata.trace_name`` / ``trace_user_id`` / ``session_id`` /
+    ``tags`` on the request (SDK or proxy body), with the proxy's ``langfuse_<control>`` headers winning over the
+    body for the scalar ones. Mutation controls (``trace_id``, ``existing_trace_id``, ``update_trace_keys``) are
+    deliberately not carried."""
+
+    name: str | None = None
+    user_id: str | None = None
+    session_id: str | None = None
+    tags: tuple[str, ...] = ()
+
+
+def caller_trace_controls(kwargs: Mapping[str, object]) -> TraceControls:
+    request: Final = as_str_mapping(kwargs.get("litellm_params"))
+    if request is None:
+        return TraceControls()
+    proxy_request: Final = as_str_mapping(request.get("proxy_server_request"))
+    headers: Final = as_str_mapping(proxy_request.get("headers")) if proxy_request is not None else None
+    bodies: Final = tuple(
+        metadata
+        for key in ("metadata", "litellm_metadata")
+        if (metadata := as_str_mapping(request.get(key))) is not None
+    )
+
+    def scalar(control: str) -> str | None:
+        from_header: Final = as_str(headers.get(f"{LANGFUSE_HEADER_PREFIX}{control}")) if headers is not None else None
+        if from_header:
+            return from_header
+        return next((value for body in bodies if (value := as_str(body.get(control)))), None)
+
+    return TraceControls(
+        name=scalar("trace_name"),
+        user_id=scalar("trace_user_id"),
+        session_id=scalar("session_id"),
+        tags=next((tags for body in bodies if (tags := _str_items(body.get("tags")))), ()),
+    )
+
+
+def _str_items(value: object) -> tuple[str, ...]:
+    try:
+        items: Final = _ITEMS.validate_python(value)
+    except ValidationError:
+        return ()
+    return tuple(item for item in items if isinstance(item, str) and item)
diff --git a/litellm/integrations/otel/model/utils.py b/litellm/integrations/otel/model/utils.py
index fb35e9abf51..a3276f30078 100644
--- a/litellm/integrations/otel/model/utils.py
+++ b/litellm/integrations/otel/model/utils.py
@@ -8,7 +8,13 @@ parsing lives in :mod:`litellm.integrations.otel.plumbing.providers` instead,
 because it delegates to the OTel SDK's own W3C Baggage parser.
 """
 
+from collections.abc import Mapping
 from datetime import datetime
+from typing import Final
+
+from pydantic import TypeAdapter, ValidationError
+
+_STR_MAPPING: Final = TypeAdapter(Mapping[str, object])
 
 
 def as_str(value: object) -> str | None:
@@ -55,6 +61,13 @@ def as_bool(value: object) -> bool | None:
     return bool(value)
 
 
+def as_str_mapping(value: object) -> Mapping[str, object] | None:
+    try:
+        return _STR_MAPPING.validate_python(value)
+    except ValidationError:
+        return None
+
+
 def as_str_tuple(value: object) -> tuple[str, ...] | None:
     if value is None:
         return None
diff --git a/tests/e2e/ui/tests/modelsPage/autoRouterTemplateSelect.spec.ts b/tests/e2e/ui/tests/modelsPage/autoRouterTemplateSelect.spec.ts
index 51df50a2e68..d7efd719643 100644
--- a/tests/e2e/ui/tests/modelsPage/autoRouterTemplateSelect.spec.ts
+++ b/tests/e2e/ui/tests/modelsPage/autoRouterTemplateSelect.spec.ts
@@ -47,9 +47,11 @@ test.describe("Auto Router template select anchoring", () => {
   test.use({ storageState: ADMIN_STORAGE_PATH });
 
   test("opens the options below the trigger when there is room below it", async ({ page }) => {
-    await page.setViewportSize({ width: 1280, height: 900 });
+    const viewport = { width: 1280, height: 900 };
+    await page.setViewportSize(viewport);
     const trigger = await openTemplateSelect(page);
-    await trigger.scrollIntoViewIfNeeded();
+    await trigger.evaluate((element) => element.scrollIntoView({ block: "start" }));
+    await expect.poll(async () => (await trigger.boundingBox())?.y).toBeLessThan(viewport.height / 2);
 
     await trigger.click();
     await expect(page.getByRole("listbox")).toBeVisible();
diff --git a/tests/integration/_support/client.py b/tests/integration/_support/client.py
index 7cc274bd071..c2c8c854400 100644
--- a/tests/integration/_support/client.py
+++ b/tests/integration/_support/client.py
@@ -139,8 +139,10 @@ class Scenario:
 
     def delete_key(self, token: str) -> None:
         self.gateway.post("/key/delete", {"keys": [token]})
-        response: Final = self.gateway.request("GET", "/key/info", params={"key": sha256(token.encode()).hexdigest()})
-        assert response.status_code == 404, f"Deleted key remains readable: {response.status_code}"
+        hashed: Final = sha256(token.encode()).hexdigest()
+        assert read_rows('SELECT token FROM "LiteLLM_VerificationToken" WHERE token = %s', (hashed,)) == []
+        info: Final = object_value(self.gateway.get("/key/info", {"key": hashed})["info"])
+        assert info["status"] == "deleted", f"Deleted key still served as live: {info['status']}"
 
     def delete_model(self, identity: str) -> None:
         self.gateway.post("/model/delete", {"id": identity})
diff --git a/tests/integration/authorization/test_warmed_policy.py b/tests/integration/authorization/test_warmed_policy.py
index fd4271dbc41..8dbf364f69f 100644
--- a/tests/integration/authorization/test_warmed_policy.py
+++ b/tests/integration/authorization/test_warmed_policy.py
@@ -1,10 +1,12 @@
-from contextlib import ExitStack
+from collections.abc import Iterator
+from contextlib import ExitStack, contextmanager
 from hashlib import sha256
 from typing import Final
 import os
 
 import psycopg
 import pytest
+from pydantic import JsonValue
 from hypothesis import strategies as st
 from hypothesis.stateful import RuleBasedStateMachine, invariant, rule, run_state_machine_as_test
 
@@ -134,37 +136,58 @@ def test_scim_deactivation_blocks_null_and_false_keys_but_preserves_other_owners
                 assert_serving(gateway, model, token, 200)
 
 
+def _set_team_admin_editable_fields(gateway: Gateway, fields: list[JsonValue]) -> None:
+    response: Final = gateway.request("PATCH", "/update/ui_settings", {"team_admin_editable_team_fields": fields})
+    assert response.status_code == 200, response.text
+
+
+@contextmanager
+def _team_admins_may_edit(gateway: Gateway, fields: list[JsonValue]) -> Iterator[None]:
+    original: Final = object_value(gateway.get("/get/ui_settings")["values"]).get("team_admin_editable_team_fields")
+    _set_team_admin_editable_fields(gateway, fields)
+    try:
+        yield
+    finally:
+        _set_team_admin_editable_fields(gateway, original if isinstance(original, list) else [])
+
+
 @pytest.mark.covers("mgmt.team.member_update.demoted_role_cannot_write")
 def test_warmed_team_role_demotion_prevents_later_management_writes(gateway: Gateway) -> None:
-    with gateway.scenario() as scenario:
+    with gateway.scenario() as scenario, _team_admins_may_edit(gateway, ["tpm_limit"]):
         model: Final = scenario.model()
         user: Final = scenario.user(user_role="internal_user")
-        team: Final = scenario.team(models=[model], members_with_roles=[{"user_id": user, "role": "admin"}])
-        control_team: Final = scenario.team(models=[model])
+        team: Final = scenario.team(
+            models=[model], tpm_limit=1000, members_with_roles=[{"user_id": user, "role": "admin"}]
+        )
+        control_team: Final = scenario.team(models=[model], tpm_limit=1000)
         caller: Final = scenario.key(
             user_id=user, team_id=team, models=[model], allowed_routes=["/team/update", "/v1/chat/completions"]
         )
         gateway.chat(model, key=caller)
-        changed: Final = gateway.request("POST", "/team/update", {"team_id": team, "team_alias": "permitted"}, key=caller)
+        changed: Final = gateway.request("POST", "/team/update", {"team_id": team, "tpm_limit": 5000}, key=caller)
         assert changed.status_code == 200, changed.text
+        assert read_rows('SELECT tpm_limit FROM "LiteLLM_TeamTable" WHERE team_id = %s', (team,)) == [
+            {"tpm_limit": 5000}
+        ]
         unrelated_before: Final = read_rows(
-            'SELECT team_alias FROM "LiteLLM_TeamTable" WHERE team_id = %s', (control_team,)
+            'SELECT tpm_limit FROM "LiteLLM_TeamTable" WHERE team_id = %s', (control_team,)
         )
         unrelated: Final = gateway.request(
-            "POST", "/team/update", {"team_id": control_team, "team_alias": "must-not-persist"}, key=caller
+            "POST", "/team/update", {"team_id": control_team, "tpm_limit": 7000}, key=caller
         )
         assert unrelated.status_code == 403, unrelated.text
         assert read_rows(
-            'SELECT team_alias FROM "LiteLLM_TeamTable" WHERE team_id = %s', (control_team,)
+            'SELECT tpm_limit FROM "LiteLLM_TeamTable" WHERE team_id = %s', (control_team,)
         ) == unrelated_before
         gateway.post("/team/member_update", {"team_id": team, "user_id": user, "role": "user"})
         for target in (team, control_team):
-            before: Final = read_rows('SELECT team_alias FROM "LiteLLM_TeamTable" WHERE team_id = %s', (target,))
+            before: Final = read_rows('SELECT tpm_limit FROM "LiteLLM_TeamTable" WHERE team_id = %s', (target,))
             denied: Final = gateway.request(
-                "POST", "/team/update", {"team_id": target, "team_alias": "must-not-persist"}, key=caller
+                "POST", "/team/update", {"team_id": target, "tpm_limit": 9000}, key=caller
             )
             assert denied.status_code == 403, denied.text
-            assert read_rows('SELECT team_alias FROM "LiteLLM_TeamTable" WHERE team_id = %s', (target,)) == before
+            after: Final = read_rows('SELECT tpm_limit FROM "LiteLLM_TeamTable" WHERE team_id = %s', (target,))
+            assert after == before
         roster: Final = read_rows('SELECT members_with_roles FROM "LiteLLM_TeamTable" WHERE team_id = %s', (team,))
         members: Final = roster[0]["members_with_roles"]
         assert isinstance(members, list)
diff --git a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
index bd617587cf3..47b377dc9a4 100644
--- a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
+++ b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
@@ -26,6 +26,7 @@ from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfi
 from litellm.responses.streaming_iterator import BaseResponsesAPIStreamingIterator
 from litellm.responses.utils import ResponsesAPIRequestUtils
 from litellm.types.llms.openai import (
+    ResponseAPIUsage,
     ResponseCompletedEvent,
     ResponseFailedEvent,
     ResponseIncompleteEvent,
@@ -69,6 +70,7 @@ class TestBaseResponsesAPIStreamingIterator:
 
         mock_responses_api_response = Mock(spec=ResponsesAPIResponse)
         mock_responses_api_response.id = "resp_u2028"
+        mock_responses_api_response.usage = ResponseAPIUsage(input_tokens=3, output_tokens=2, total_tokens=5)
         mock_completed_event = Mock(spec=ResponseCompletedEvent)
         mock_completed_event.type = ResponsesAPIStreamEvents.RESPONSE_COMPLETED
         mock_completed_event.response = mock_responses_api_response
@@ -123,6 +125,7 @@ class TestBaseResponsesAPIStreamingIterator:
         # Mock the _update_responses_api_response_id_with_model_id method
         updated_response = Mock(spec=ResponsesAPIResponse)
         updated_response.id = "updated_response_id"
+        updated_response.usage = ResponseAPIUsage(input_tokens=3, output_tokens=2, total_tokens=5)
 
         # Create the iterator instance
         iterator = BaseResponsesAPIStreamingIterator(
@@ -524,7 +527,7 @@ class TestBaseResponsesAPIStreamingIterator:
             "type": "server_error",
             "message": "The model encountered an error",
         }
-        mock_responses_api_response.usage = None
+        mock_responses_api_response.usage = ResponseAPIUsage(input_tokens=3, output_tokens=2, total_tokens=5)
 
         mock_failed_event = Mock(spec=ResponseFailedEvent)
         mock_failed_event.type = ResponsesAPIStreamEvents.RESPONSE_FAILED
@@ -604,7 +607,7 @@ class TestBaseResponsesAPIStreamingIterator:
         mock_responses_api_response = Mock(spec=ResponsesAPIResponse)
         mock_responses_api_response.id = "resp_incomplete_123"
         mock_responses_api_response.incomplete_details = {"reason": "max_output_tokens"}
-        mock_responses_api_response.usage = None
+        mock_responses_api_response.usage = ResponseAPIUsage(input_tokens=3, output_tokens=2, total_tokens=5)
 
         mock_incomplete_event = Mock(spec=ResponseIncompleteEvent)
         mock_incomplete_event.type = ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE
diff --git a/tests/local_testing/test_router_cooldown_handlers.py b/tests/local_testing/test_router_cooldown_handlers.py
index e1e3df1e4a5..0ec9623538a 100644
--- a/tests/local_testing/test_router_cooldown_handlers.py
+++ b/tests/local_testing/test_router_cooldown_handlers.py
@@ -833,45 +833,38 @@ def test_router_fallbacks_with_cooldowns_and_model_id():
 @pytest.mark.asyncio()
 async def test_router_fallbacks_with_cooldowns_and_dynamic_credentials():
     """
-    Ensure cooldown on credential 1 does not affect credential 2
+    A 429 answered to a caller-supplied credential cools down none of the shared deployments,
+    so the next credential still reaches them, while a 429 owned by a shared deployment does
     """
     from litellm.router_utils.cooldown_handlers import _async_get_cooldown_deployments
 
-    litellm._turn_on_debug()
     router = Router(
         model_list=[
             {
                 "model_name": "gpt-3.5-turbo",
-                "litellm_params": {"model": "gpt-3.5-turbo", "rpm": 1},
-                "model_info": {
-                    "id": "123",
-                },
+                "litellm_params": {"model": "gpt-3.5-turbo"},
+                "model_info": {"id": deployment_id},
             }
-        ]
+            for deployment_id in ("123", "456")
+        ],
+        num_retries=0,
     )
+    messages = [{"role": "user", "content": "hi"}]
 
-    ## trigger ratelimit
-    try:
+    with pytest.raises(litellm.RateLimitError):
         await router.acompletion(
-            model="gpt-3.5-turbo",
-            messages=[{"role": "user", "content": "hi"}],
-            api_key="my-bad-key-1",
-            mock_response="litellm.RateLimitError",
+            model="gpt-3.5-turbo", messages=messages, api_key="my-bad-key-1", mock_response="litellm.RateLimitError"
         )
-        pytest.fail("Expected RateLimitError")
-    except litellm.RateLimitError:
-        pass
-
     await asyncio.sleep(1)
+    assert await _async_get_cooldown_deployments(litellm_router_instance=router, parent_otel_span=None) == []
 
-    cooldown_list = await _async_get_cooldown_deployments(
-        litellm_router_instance=router, parent_otel_span=None
+    response = await router.acompletion(
+        model="gpt-3.5-turbo", messages=messages, api_key="my-good-key-2", mock_response="served with credential 2"
     )
-    print("cooldown_list: ", cooldown_list)
-    assert len(cooldown_list) == 1
+    assert response.choices[0].message.content == "served with credential 2"
 
-    await router.acompletion(
-        model="gpt-3.5-turbo",
-        api_key=os.getenv("OPENAI_API_KEY"),
-        messages=[{"role": "user", "content": "hi"}],
-    )
+    with pytest.raises(litellm.RateLimitError):
+        await router.acompletion(model="gpt-3.5-turbo", messages=messages, mock_response="litellm.RateLimitError")
+    await asyncio.sleep(1)
+    cooled_down = await _async_get_cooldown_deployments(litellm_router_instance=router, parent_otel_span=None)
+    assert len(cooled_down) == 1 and cooled_down[0] in {"123", "456"}
diff --git a/tests/local_testing/test_text_completion.py b/tests/local_testing/test_text_completion.py
index 6808dfd768b..9cda78fd8cf 100644
--- a/tests/local_testing/test_text_completion.py
+++ b/tests/local_testing/test_text_completion.py
@@ -12,7 +12,6 @@ from unittest.mock import MagicMock, patch
 import pytest
 
 import litellm
-from tests._live_test_helpers import cheapest_together_chat_model
 from litellm import (
     RateLimitError,
     TextCompletionResponse,
@@ -4023,27 +4022,27 @@ def test_async_text_completion():
     asyncio.run(test_get_response())
 
 
-@pytest.mark.flaky(retries=6, delay=1)
 def test_async_text_completion_together_ai():
-    litellm.set_verbose = True
-    print("test_async_text_completion")
+    from openai import AsyncOpenAI
 
-    async def test_get_response():
-        try:
+    client = AsyncOpenAI(api_key="my-fake-key")
+
+    async def run_call():
+        with patch.object(client.completions.with_raw_response, "create", side_effect=mock_post) as mock_call:
             response = await litellm.atext_completion(
-                model=cheapest_together_chat_model(),
+                model="together_ai/Qwen/Qwen2-1.5B-Instruct",
                 prompt="good morning",
                 max_tokens=10,
+                client=client,
             )
-            print(f"response: {response}")
-        except litellm.RateLimitError as e:
-            print(e)
-        except litellm.Timeout as e:
-            print(e)
-        except Exception as e:
-            pytest.fail("An unexpected error occurred")
+        return response, mock_call.call_args.kwargs
 
-    asyncio.run(test_get_response())
+    response, sent = asyncio.run(run_call())
+    assert sent["model"] == "Qwen/Qwen2-1.5B-Instruct"
+    assert sent["prompt"] == "good morning"
+    assert sent["max_tokens"] == 10
+    assert response.choices[0].text == ") might be faster than then answering, and the added time it takes for the"
+    assert response.usage.total_tokens == 18
 
 
 # test_async_text_completion()
diff --git a/tests/test_litellm/integrations/otel/test_langfuse_logger.py b/tests/test_litellm/integrations/otel/test_langfuse_logger.py
index 8db84b090a0..aca9dcc8a5e 100644
--- a/tests/test_litellm/integrations/otel/test_langfuse_logger.py
+++ b/tests/test_litellm/integrations/otel/test_langfuse_logger.py
@@ -42,6 +42,7 @@ from litellm.types.utils import (  # noqa: E402
 INPUT_ATTR: Final = "langfuse.observation.input"
 OUTPUT_ATTR: Final = "langfuse.observation.output"
 TRACE_NAME_ATTR: Final = "langfuse.trace.name"
+TRACE_CONTROL_ATTRS: Final = (TRACE_NAME_ATTR, "user.id", "session.id", "langfuse.trace.tags")
 CHAT_DATA: Final = {"model": "gpt-5.4-mini", "messages": [{"role": "user", "content": "ping"}]}
 
 
@@ -374,6 +375,99 @@ def test_unnamed_request_leaves_the_trace_name_off_both_spans():
     assert TRACE_NAME_ATTR not in root_attrs and TRACE_NAME_ATTR not in generation_attrs
 
 
+@pytest.mark.parametrize("capture", ["span_only", "no_content"])
+def test_body_metadata_user_session_and_tags_land_on_the_root_and_the_generation(capture):
+    logger, exporter = _logger(capture=capture)
+
+    root_attrs, generation_attrs = _run_named_request(
+        logger,
+        exporter,
+        {
+            "metadata": {
+                "trace_user_id": "user-42",
+                "session_id": "session-7",
+                "tags": ["prod", "eval", "nightly"],
+                "user_api_key_team_id": "team-from-proxy",
+            },
+            "proxy_server_request": {"headers": {}},
+        },
+    )
+
+    for attrs in (root_attrs, generation_attrs):
+        assert attrs["user.id"] == "user-42"
+        assert attrs["session.id"] == "session-7"
+        assert tuple(attrs["langfuse.trace.tags"]) == ("prod", "eval", "nightly")
+        assert TRACE_NAME_ATTR not in attrs
+
+
+def test_langfuse_user_and_session_headers_beat_body_metadata_on_both_spans():
+    logger, exporter = _logger()
+
+    root_attrs, generation_attrs = _run_named_request(
+        logger,
+        exporter,
+        {
+            "metadata": {"trace_user_id": "from-body", "session_id": "from-body"},
+            "proxy_server_request": {
+                "headers": {"langfuse_trace_user_id": "from-header", "langfuse_session_id": "from-header-s"}
+            },
+        },
+    )
+
+    for attrs in (root_attrs, generation_attrs):
+        assert attrs["user.id"] == "from-header"
+        assert attrs["session.id"] == "from-header-s"
+
+
+def test_caller_metadata_cannot_override_the_proxy_team_identity():
+    logger, exporter = _logger()
+    response: Final = ModelResponse(choices=[Choices(message=Message(role="assistant", content="pong"))])
+    litellm_params: Final = {
+        "metadata": {"trace_user_id": "u", "trace_metadata": {"team_id": "spoofed"}, "team_id": "spoofed"}
+    }
+    logger.log_pre_api_call(
+        model="gpt-5.4-mini", messages=[], kwargs={"litellm_call_id": "call_1", "litellm_params": litellm_params}
+    )
+    payload: Final = {
+        "call_type": "acompletion",
+        "custom_llm_provider": "openai",
+        "model": "gpt-5.4-mini",
+        "messages": CHAT_DATA["messages"],
+        "response": response.model_dump(),
+        "status": "success",
+        "litellm_call_id": "call_1",
+        "metadata": {
+            "user_api_key_team_id": "real-team",
+            "user_api_key_team_alias": "real-alias",
+            "team_id": "spoofed",
+            "team_alias": "spoofed",
+        },
+        "hidden_params": {},
+    }
+    asyncio.run(
+        logger.async_log_success_event(
+            {"standard_logging_object": payload, "litellm_params": litellm_params}, response, None, None
+        )
+    )
+
+    attrs: Final = dict(exporter.get_finished_spans()[0].attributes or {})
+    assert attrs["user.id"] == "u"
+    assert attrs["langfuse.trace.metadata.team_id"] == "real-team"
+    assert attrs["langfuse.trace.metadata.team_alias"] == "real-alias"
+    assert "langfuse.trace.metadata" not in attrs and "langfuse.trace.id" not in attrs
+
+
+def test_a_request_without_trace_controls_stamps_none_of_them():
+    logger, exporter = _logger()
+
+    root_attrs, generation_attrs = _run_named_request(
+        logger, exporter, {"metadata": {"user_api_key_team_id": "t1", "tags": []}, "proxy_server_request": {"headers": {}}}
+    )
+
+    assert set(TRACE_CONTROL_ATTRS).isdisjoint(root_attrs)
+    assert set(TRACE_CONTROL_ATTRS).isdisjoint(generation_attrs)
+
+
 @pytest.mark.parametrize(
     ("capture", "mappers"),
     [("no_content", ("genai", "langfuse")), ("span_only", ("genai",))],
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index 8baf9310538..c5c77a12a62 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -28,7 +28,8 @@ from litellm.integrations.otel import (
 )
 from litellm.integrations.otel.mappers.genai import GenAIMapper
 from litellm.integrations.otel.model import spans as spans_mod
-from litellm.integrations.otel.model.metadata import LLMCallEvent, caller_trace_name
+from litellm.integrations.otel.model.metadata import LLMCallEvent
+from litellm.integrations.otel.model.trace_controls import TraceControls, caller_trace_controls
 from litellm.integrations.otel.model.payloads import (
     LLMCallSpanData,
     RequestIdentity,
@@ -743,15 +744,62 @@ def test_request_identity_falls_back_to_legacy_team_keys():
     ids=["header", "body", "anthropic-body", "header-beats-body", "blank-header-falls-through", "neither", "empty"],
 )
 def test_caller_trace_name_prefers_the_langfuse_header_over_body_metadata(request_data, expected):
-    assert caller_trace_name({"litellm_params": request_data}) == expected
-    assert LLMCallEvent.from_dict({"litellm_params": request_data}).trace_name == expected
+    assert caller_trace_controls({"litellm_params": request_data}).name == expected
+    assert LLMCallEvent.from_dict({"litellm_params": request_data}).trace.name == expected
 
 
-def test_llm_span_data_carries_the_caller_trace_name():
-    data: Final = LLMCallSpanData.from_standard_logging_payload(_sample_payload(), trace_name="nightly-eval")
+@pytest.mark.parametrize(
+    ("request_data", "expected"),
+    [
+        (
+            {"metadata": {"trace_user_id": "u-body", "session_id": "s-body", "tags": ["a", "b", "c"]}},
+            TraceControls(user_id="u-body", session_id="s-body", tags=("a", "b", "c")),
+        ),
+        (
+            {
+                "proxy_server_request": {
+                    "headers": {"langfuse_trace_user_id": "u-header", "langfuse_session_id": "s-header"}
+                },
+                "metadata": {"trace_user_id": "u-body", "session_id": "s-body"},
+            },
+            TraceControls(user_id="u-header", session_id="s-header"),
+        ),
+        (
+            {"litellm_metadata": {"trace_user_id": "u-anthropic", "session_id": "s-anthropic", "tags": ["x"]}},
+            TraceControls(user_id="u-anthropic", session_id="s-anthropic", tags=("x",)),
+        ),
+        (
+            {"metadata": {"tags": ["kept", 7, "", None, "also-kept"]}},
+            TraceControls(tags=("kept", "also-kept")),
+        ),
+        ({"metadata": {"tags": "not-a-list", "trace_user_id": "", "session_id": 12}}, TraceControls(session_id="12")),
+        (
+            {
+                "metadata": {
+                    "trace_id": "forced",
+                    "existing_trace_id": "forced",
+                    "update_trace_keys": ["name"],
+                    "trace_metadata": {"team_id": "spoofed"},
+                    "user_api_key_team_id": "t1",
+                }
+            },
+            TraceControls(),
+        ),
+        ({}, TraceControls()),
+    ],
+    ids=["body", "headers-beat-body", "anthropic-body", "non-string-tags-dropped", "scalar-coercion", "mutation-controls-ignored", "empty"],
+)
+def test_caller_trace_controls_carry_user_session_and_tags(request_data, expected):
+    assert caller_trace_controls({"litellm_params": request_data}) == expected
+    assert LLMCallEvent.from_dict({"litellm_params": request_data}).trace == expected
 
-    assert data.trace_name == "nightly-eval"
-    assert LLMCallSpanData.from_standard_logging_payload(_sample_payload()).trace_name is None
+
+def test_llm_span_data_carries_the_caller_trace_controls():
+    controls: Final = TraceControls(name="nightly-eval", user_id="u1", session_id="s1", tags=("a", "b"))
+    data: Final = LLMCallSpanData.from_standard_logging_payload(_sample_payload(), trace=controls)
+
+    assert data.trace == controls
+    assert LLMCallSpanData.from_standard_logging_payload(_sample_payload()).trace == TraceControls()
 
 
 def test_llm_span_carries_proxy_request_route():
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
index bcdda93383a..bd83357305e 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
@@ -18,6 +18,7 @@ from litellm.integrations.otel.mappers import (
     WeaveMapper,
     resolve_mappers,
 )
+from litellm.integrations.otel.model.trace_controls import TraceControls
 from litellm.integrations.otel.model.payloads import (
     LLMCallSpanData,
     LLMRequestParams,
@@ -135,8 +136,35 @@ def test_langfuse_mapper_observation_attrs():
 
 
 def test_langfuse_mapper_names_the_trace_from_the_caller():
-    assert LangfuseMapper().map(_llm_call(trace_name="nightly-eval"))["langfuse.trace.name"] == "nightly-eval"
-    assert "langfuse.trace.name" not in LangfuseMapper().map(_llm_call(trace_name=None))
+    named = LangfuseMapper().map(_llm_call(trace=TraceControls(name="nightly-eval")))
+    assert named["langfuse.trace.name"] == "nightly-eval"
+    assert "langfuse.trace.name" not in LangfuseMapper().map(_llm_call(trace=TraceControls()))
+
+
+def test_langfuse_mapper_carries_the_caller_user_session_and_tags():
+    controls = TraceControls(user_id="u-42", session_id="s-7", tags=("prod", "eval", "nightly"))
+    attrs = LangfuseMapper().map(_llm_call(trace=controls))
+
+    assert attrs["user.id"] == "u-42"
+    assert attrs["session.id"] == "s-7"
+    assert attrs["langfuse.trace.tags"] == ("prod", "eval", "nightly")
+    assert attrs["langfuse.trace.metadata.team_id"] == "t1"
+    assert attrs["langfuse.trace.metadata.team_alias"] == "team one"
+
+
+def test_langfuse_mapper_omits_unset_trace_controls():
+    attrs = LangfuseMapper().map(_llm_call(trace=TraceControls(user_id="", session_id=None, tags=())))
+
+    assert {"user.id", "session.id", "langfuse.trace.tags", "langfuse.trace.name"}.isdisjoint(attrs)
+
+
+def test_langfuse_trace_attributes_match_between_root_and_generation():
+    controls = TraceControls(name="n", user_id="u", session_id="s", tags=("t",))
+    generation = LangfuseMapper().map(_llm_call(trace=controls))
+
+    root = LangfuseMapper.trace_attributes(controls)
+    assert root == {"langfuse.trace.name": "n", "user.id": "u", "session.id": "s", "langfuse.trace.tags": ("t",)}
+    assert all(generation[key] == value for key, value in root.items())
 
 
 def test_langfuse_mapper_skips_when_no_messages():
diff --git a/tests/test_openai_endpoints.py b/tests/test_openai_endpoints.py
index e8a7732e4cb..68f5d99e1f8 100644
--- a/tests/test_openai_endpoints.py
+++ b/tests/test_openai_endpoints.py
@@ -307,7 +307,7 @@ async def test_chat_completion():
                 model="gpt-4",
                 messages=[{"role": "user", "content": "Hello!"}],
             )
-        assert "is not available for this API key" in str(e)
+        assert "is not available for this API key" in str(e.value)
 
 
 @pytest.mark.asyncio