diff --git a/tests/e2e/llm_translation/test_files_batches_contract_e2e.py b/tests/e2e/llm_translation/test_files_batches_contract_e2e.py
index b1166891164..5627fa1c0bf 100644
--- a/tests/e2e/llm_translation/test_files_batches_contract_e2e.py
+++ b/tests/e2e/llm_translation/test_files_batches_contract_e2e.py
@@ -46,9 +46,6 @@ class TestFilesBatchesContract:
             case other:
                 pytest.fail(f"upload without purpose expected 4xx, got {other!r}")
 
-    @pytest.mark.skip(
-        reason="stage red: product gap, /v1/batches 500s (acreate_batch TypeError) on missing input_file_id instead of 400"
-    )
     @pytest.mark.covers("llm.batches.openai.input_validation.nonstream.works")
     def test_create_batch_missing_input_file_id_returns_error(
         self, proxy: ProxyClient, resources: ResourceManager
diff --git a/tests/e2e/mcp/test_mcp_datadog_e2e.py b/tests/e2e/mcp/test_mcp_datadog_e2e.py
index 138f654272d..031fbf6d936 100644
--- a/tests/e2e/mcp/test_mcp_datadog_e2e.py
+++ b/tests/e2e/mcp/test_mcp_datadog_e2e.py
@@ -49,16 +49,6 @@ def _seed_completion(proxy: ProxyClient, *, key: str, marker: str) -> None:
 
 
 class TestDatadogMcpRoundTrip:
-    @pytest.mark.skip(
-        reason=(
-            "LIT-5052: this test sends a `telemetry` argument that Datadog's "
-            "search_datadog_logs tool now rejects, so every tool call fails validation with "
-            "'unexpected additional properties [\"telemetry\"]' before the round-trip "
-            "assertion is reached. `telemetry` was never a documented Datadog parameter; the "
-            "test relied on the server ignoring unknown properties. Unskip once the argument "
-            "is dropped."
-        )
-    )
     @pytest.mark.covers("mcp.list_tools.api_key.succeeds", "mcp.call_tool.api_key.succeeds")
     def test_search_logs_finds_seeded_completion(
         self,
@@ -98,9 +88,6 @@ class TestDatadogMcpRoundTrip:
                 "from": DD_SEARCH_FROM,
                 "to": "now",
                 "max_tokens": 5000,
-                "telemetry": {
-                    "intent": "e2e assert seeded litellm completion log is searchable via MCP"
-                },
             },
         )
         assert call.is_error is not True, f"search_datadog_logs errored: {call}"
diff --git a/tests/e2e/mcp/test_mcp_guardrail_e2e.py b/tests/e2e/mcp/test_mcp_guardrail_e2e.py
index 60a349ddc5e..92c632cb316 100644
--- a/tests/e2e/mcp/test_mcp_guardrail_e2e.py
+++ b/tests/e2e/mcp/test_mcp_guardrail_e2e.py
@@ -78,16 +78,6 @@ def _search_on_synced_pod(
 
 
 class TestMcpToolCallGuardrail:
-    @pytest.mark.skip(
-        reason=(
-            "LIT-5052: the control call sends a `telemetry` argument that Datadog's "
-            "search_datadog_logs tool now rejects, so the clean-argument half of this test "
-            "errors with 'unexpected additional properties [\"telemetry\"]' and the guardrail "
-            "block it exists to prove is never exercised. `telemetry` was never a documented "
-            "Datadog parameter; the test relied on the server ignoring unknown properties. "
-            "Unskip once the argument is dropped."
-        )
-    )
     @pytest.mark.covers(
         "guardrail.litellm_content_filter.pre_mcp_call.blocks",
         exercised_on=["mcp_operations"],
@@ -118,7 +108,6 @@ class TestMcpToolCallGuardrail:
                 "from": DD_SEARCH_FROM,
                 "to": "now",
                 "max_tokens": 500,
-                "telemetry": {"intent": "e2e mcp guardrail check"},
             }
             return client.call_tool(key, server_id=server_id, name=tool_name, arguments=arguments)
 
diff --git a/tests/e2e/mcp/test_mcp_key_access_e2e.py b/tests/e2e/mcp/test_mcp_key_access_e2e.py
index 788a0a3f45c..88ab5666084 100644
--- a/tests/e2e/mcp/test_mcp_key_access_e2e.py
+++ b/tests/e2e/mcp/test_mcp_key_access_e2e.py
@@ -51,16 +51,6 @@ class TestMcpKeyWithoutAccessIsDenied:
             f"boundary: {denied_tools}"
         )
 
-    @pytest.mark.skip(
-        reason=(
-            "LIT-5052: the control call proving a granted key CAN invoke the tool sends a "
-            "`telemetry` argument that Datadog's search_datadog_logs tool now rejects, so it "
-            "errors with 'unexpected additional properties [\"telemetry\"]' and the denial "
-            "assertion is never reached. `telemetry` was never a documented Datadog "
-            "parameter; the test relied on the server ignoring unknown properties. Unskip "
-            "once the argument is dropped."
-        )
-    )
     @pytest.mark.covers("mcp.call_tool.api_key.denied_without_permission")
     def test_call_tool_denied_without_permission(
         self,
@@ -80,7 +70,6 @@ class TestMcpKeyWithoutAccessIsDenied:
             "from": DD_SEARCH_FROM,
             "to": "now",
             "max_tokens": 1000,
-            "telemetry": {"intent": "e2e control call proving granted key can invoke Datadog MCP"},
         }
         permitted_call = client.await_call_tool(
             permitted_key, server_id=server_id, name=tool_name, arguments=search_args