diff --git a/src/sentry/dynamic_sampling/rules/base.py b/src/sentry/dynamic_sampling/rules/base.py
index 637fe756c3079b..3400d2064ebe94 100644
--- a/src/sentry/dynamic_sampling/rules/base.py
+++ b/src/sentry/dynamic_sampling/rules/base.py
@@ -1,5 +1,4 @@
 import logging
-from collections import OrderedDict
 from datetime import datetime, timedelta, timezone
 
 import sentry_sdk
@@ -8,7 +7,7 @@
 from sentry.constants import TARGET_SAMPLE_RATE_DEFAULT
 from sentry.db.models import Model
 from sentry.dynamic_sampling.rules.biases.base import Bias
-from sentry.dynamic_sampling.rules.combine import get_relay_biases_combinator
+from sentry.dynamic_sampling.rules.combine import get_relay_biases
 from sentry.dynamic_sampling.rules.utils import PolymorphicRule, RuleType, get_enabled_user_biases
 from sentry.dynamic_sampling.tasks.helpers.boost_low_volume_projects import (
     get_boost_low_volume_projects_sample_rate,
@@ -94,7 +93,7 @@ def _get_rules_of_enabled_biases(
     project: Project,
     base_sample_rate: float,
     enabled_biases: set[str],
-    combined_biases: OrderedDict[RuleType, Bias],
+    combined_biases: dict[RuleType, Bias],
 ) -> list[PolymorphicRule]:
     rules = []
 
@@ -124,7 +123,7 @@ def generate_rules(project: Project) -> list[PolymorphicRule]:
         enabled_user_biases = get_enabled_user_biases(
             project.get_option("sentry:dynamic_sampling_biases", None)
         )
-        combined_biases = get_relay_biases_combinator(organization).get_combined_biases()
+        combined_biases = get_relay_biases(organization)
 
         rules = _get_rules_of_enabled_biases(
             project, base_sample_rate, enabled_user_biases, combined_biases
diff --git a/src/sentry/dynamic_sampling/rules/biases/bias_combinator.py b/src/sentry/dynamic_sampling/rules/biases/bias_combinator.py
new file mode 100644
index 00000000000000..64dc9e10cf6234
--- /dev/null
+++ b/src/sentry/dynamic_sampling/rules/biases/bias_combinator.py
@@ -0,0 +1,16 @@
+from collections.abc import Callable
+
+from sentry.dynamic_sampling.rules.biases.base import Bias
+from sentry.dynamic_sampling.rules.utils import RuleType
+
+
+class OrderedBiasesCombinator:
+    def __init__(self) -> None:
+        self.biases: dict[RuleType, Bias] = {}
+
+    def add_if(self, rule_type: RuleType, bias: Bias, block: Callable[[], bool]) -> None:
+        if block():
+            self.add(rule_type, bias)
+
+    def add(self, rule_type: RuleType, bias: Bias) -> None:
+        self.biases[rule_type] = bias
diff --git a/src/sentry/dynamic_sampling/rules/combinators/__init__.py b/src/sentry/dynamic_sampling/rules/combinators/__init__.py
deleted file mode 100644
index e69de29bb2d1d6..00000000000000
diff --git a/src/sentry/dynamic_sampling/rules/combinators/base.py b/src/sentry/dynamic_sampling/rules/combinators/base.py
deleted file mode 100644
index ed9999997c5d6a..00000000000000
--- a/src/sentry/dynamic_sampling/rules/combinators/base.py
+++ /dev/null
@@ -1,45 +0,0 @@
-from abc import ABC, abstractmethod
-from collections import OrderedDict
-from collections.abc import Callable
-
-from sentry.dynamic_sampling.rules.biases.base import Bias
-from sentry.dynamic_sampling.rules.utils import RuleType
-
-
-class OrderedBias:
-    """
-    Internal representation of a bias which has an order number that defines the total order between other ordered
-    biases.
-    """
-
-    def __init__(self, bias: Bias, order_number: float):
-        self.bias = bias
-        self.order_number = order_number
-
-
-class BiasesCombinator(ABC):
-    """
-    Base class representing a way to define total order between biases.
-
-    The need of this class arises as there is the need to be explicit w.r.t to the ordering semantics of the biases.
-    """
-
-    def __init__(self) -> None:
-        self.biases: dict[RuleType, OrderedBias] = {}
-
-    def add_if(self, rule_type: RuleType, bias: Bias, block: Callable[[], bool]) -> None:
-        if block():
-            self.add(rule_type, bias)
-
-    def add(self, rule_type: RuleType, bias: Bias) -> None:
-        # We assign to this bias an order discriminant, which can be leveraged by the get_combined_biases to
-        # return an ordered dictionary following a defined total order.
-        self.biases[rule_type] = OrderedBias(bias, self.get_next_order_number())
-
-    @abstractmethod
-    def get_next_order_number(self) -> int:
-        raise NotImplementedError
-
-    @abstractmethod
-    def get_combined_biases(self) -> OrderedDict[RuleType, Bias]:
-        raise NotImplementedError
diff --git a/src/sentry/dynamic_sampling/rules/combinators/ordered_combinator.py b/src/sentry/dynamic_sampling/rules/combinators/ordered_combinator.py
deleted file mode 100644
index 0ef507988390ca..00000000000000
--- a/src/sentry/dynamic_sampling/rules/combinators/ordered_combinator.py
+++ /dev/null
@@ -1,22 +0,0 @@
-import collections
-from collections import OrderedDict
-
-from sentry.dynamic_sampling.rules.biases.base import Bias
-from sentry.dynamic_sampling.rules.combinators.base import BiasesCombinator
-from sentry.dynamic_sampling.rules.utils import RuleType
-
-
-class OrderedBiasesCombinator(BiasesCombinator):
-    def __init__(self) -> None:
-        super().__init__()
-        self.order_discriminant = 0
-
-    def get_next_order_number(self) -> int:
-        order_discriminant = self.order_discriminant
-        self.order_discriminant += 1
-        return order_discriminant
-
-    def get_combined_biases(self) -> OrderedDict[RuleType, Bias]:
-        ordered_biases = list(sorted(self.biases.items(), key=lambda elem: elem[1].order_number))
-        biases = map(lambda elem: (elem[0], elem[1].bias), ordered_biases)
-        return collections.OrderedDict(biases)
diff --git a/src/sentry/dynamic_sampling/rules/combine.py b/src/sentry/dynamic_sampling/rules/combine.py
index a60a0ed8386717..8f7bcf69e2c780 100644
--- a/src/sentry/dynamic_sampling/rules/combine.py
+++ b/src/sentry/dynamic_sampling/rules/combine.py
@@ -1,4 +1,6 @@
 from sentry import features
+from sentry.dynamic_sampling.rules.biases.base import Bias
+from sentry.dynamic_sampling.rules.biases.bias_combinator import OrderedBiasesCombinator
 from sentry.dynamic_sampling.rules.biases.boost_environments_bias import BoostEnvironmentsBias
 from sentry.dynamic_sampling.rules.biases.boost_latest_releases_bias import BoostLatestReleasesBias
 from sentry.dynamic_sampling.rules.biases.boost_low_volume_projects_bias import (
@@ -15,13 +17,11 @@
 )
 from sentry.dynamic_sampling.rules.biases.minimum_sample_rate_bias import MinimumSampleRateBias
 from sentry.dynamic_sampling.rules.biases.recalibration_bias import RecalibrationBias
-from sentry.dynamic_sampling.rules.combinators.base import BiasesCombinator
-from sentry.dynamic_sampling.rules.combinators.ordered_combinator import OrderedBiasesCombinator
 from sentry.dynamic_sampling.rules.utils import RuleType
 from sentry.models.organization import Organization
 
 
-def get_relay_biases_combinator(organization: Organization) -> BiasesCombinator:
+def get_relay_biases(organization: Organization) -> dict[RuleType, Bias]:
     is_health_checks_trace_based = features.has(
         "organizations:ds-health-checks-trace-based", organization, actor=None
     )
@@ -55,4 +55,4 @@ def get_relay_biases_combinator(organization: Organization) -> BiasesCombinator:
     )
     default_combinator.add(RuleType.BOOST_LOW_VOLUME_PROJECTS_RULE, BoostLowVolumeProjectsBias())
 
-    return default_combinator
+    return default_combinator.biases