diff --git a/packages/bigframes/bigframes/core/compile/sqlglot/expressions/comparison_ops.py b/packages/bigframes/bigframes/core/compile/sqlglot/expressions/comparison_ops.py
index 968c2c4eed83..a3331ce6fb59 100644
--- a/packages/bigframes/bigframes/core/compile/sqlglot/expressions/comparison_ops.py
+++ b/packages/bigframes/bigframes/core/compile/sqlglot/expressions/comparison_ops.py
@@ -46,7 +46,7 @@ def _(expr: TypedExpr, op: ops.IsInOp) -> sge.Expression:
         if dtypes.can_compare(expr.dtype, dtype):
             if must_upcast_bools and dtype == dtypes.BOOL_DTYPE:
                 value = int(value)
-            values.append(sge.convert(value))
+            values.append(sql.literal(value))
 
     sg_lexpr: sge.Expression = expr.expr
     if expr.dtype == dtypes.BOOL_DTYPE and must_upcast_bools:
diff --git a/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_comparison_ops/test_is_in/out.sql b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_comparison_ops/test_is_in/out.sql
index b6d860d47231..308e6f9cbd7e 100644
--- a/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_comparison_ops/test_is_in/out.sql
+++ b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_comparison_ops/test_is_in/out.sql
@@ -4,7 +4,7 @@ SELECT
   `int64_col` IS NULL AS `ints_w_null`,
   COALESCE(`int64_col` IN (1.0, 2.0, 3.0), FALSE) AS `floats`,
   FALSE AS `strings`,
-  COALESCE(`int64_col` IN (2.5, 3), FALSE) AS `mixed`,
+  COALESCE(`int64_col` IN (2.5, 3, 1e-10, CAST('Infinity' AS FLOAT64), NULL, 0), FALSE) AS `mixed`,
   FALSE AS `empty`,
   FALSE AS `empty_wo_match_nulls`,
   COALESCE(`int64_col` IN (123456), FALSE) AS `ints_wo_match_nulls`,
diff --git a/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_literals/test_float_literals/out.sql b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_literals/test_float_literals/out.sql
new file mode 100644
index 000000000000..030e733edd77
--- /dev/null
+++ b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/snapshots/test_literals/test_float_literals/out.sql
@@ -0,0 +1,8 @@
+SELECT
+  CAST('Infinity' AS FLOAT64) AS `inf`,
+  CAST('-Infinity' AS FLOAT64) AS `ninf`,
+  NULL AS `nan`,
+  -0.0 AS `neg_zero`,
+  1e-05 AS `0.00001`,
+  1e-10 AS `1E-10`
+FROM `bigframes-dev`.`sqlglot_test`.`scalar_types` AS `bft_0`
\ No newline at end of file
diff --git a/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_comparison_ops.py b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_comparison_ops.py
index 4c397bcd70f8..73aceaedeebc 100644
--- a/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_comparison_ops.py
+++ b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_comparison_ops.py
@@ -35,7 +35,17 @@ def test_is_in(scalar_types_df: bpd.DataFrame, snapshot):
             int_col
         ),
         "strings": ops.IsInOp(values=("1.0", "2.0")).as_expr(int_col),
-        "mixed": ops.IsInOp(values=("1.0", 2.5, 3)).as_expr(int_col),
+        "mixed": ops.IsInOp(
+            values=(
+                "1.0",
+                2.5,
+                3,
+                1e-10,
+                float("inf"),
+                float("nan"),
+                0,
+            )
+        ).as_expr(int_col),
         "empty": ops.IsInOp(values=()).as_expr(int_col),
         "empty_wo_match_nulls": ops.IsInOp(values=(), match_nulls=False).as_expr(
             int_col
diff --git a/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_literals.py b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_literals.py
new file mode 100644
index 000000000000..aa0d7a1e5b14
--- /dev/null
+++ b/packages/bigframes/tests/unit/core/compile/sqlglot/expressions/test_literals.py
@@ -0,0 +1,35 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pytest
+
+import bigframes.core.expression as ex
+import bigframes.pandas as bpd
+from bigframes.testing import utils
+
+pytest.importorskip("pytest_snapshot")
+
+
+def test_float_literals(scalar_types_df: bpd.DataFrame, snapshot):
+    bf_df = scalar_types_df[["float64_col"]]
+    ops_map = {
+        "inf": ex.const(float("inf")),
+        "ninf": ex.const(float("-inf")),
+        "nan": ex.const(float("nan")),
+        "neg_zero": ex.const(-0.0),
+        "0.00001": ex.const(0.00001),
+        "1E-10": ex.const(1e-10),
+    }
+    sql = utils._apply_ops_to_sql(bf_df, list(ops_map.values()), list(ops_map.keys()))
+    snapshot.assert_match(sql, "out.sql")