diff --git a/api/aperture/policy/language/v1/policy.proto b/api/aperture/policy/language/v1/policy.proto
index b48e695cbb..134e5caf0a 100644
--- a/api/aperture/policy/language/v1/policy.proto
+++ b/api/aperture/policy/language/v1/policy.proto
@@ -696,40 +696,12 @@ message Scheduler {
       }
     }]; // @gotags: default:"1"
 
-    // Timeout override decides how long a request in the workload can wait for tokens
-    //
-    // This value impacts the fairness because the larger the timeout the higher the chance a request has to get scheduled.
-    //
-    // :::caution
-    // This timeout needs to be strictly less than the timeout set on the
-    // client for the whole GRPC call:
-    // * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
-    // * in case of libraries, timeout configured... TODO.
-    //
-    // We're using fail-open logic in integrations, so if the GRPC timeout
-    // fires first, the flow will end up being unconditionally allowed while
-    // it're still waiting on the scheduler.
-    //
-    // To avoid such cases, the end-to-end GRPC timeout should also contain
-    // some headroom for constant overhead like serialization, etc. Default
-    // value for GRPC timeouts is 10ms, giving 5ms of headeroom, so when
-    // tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
-    // :::
-    google.protobuf.Duration timeout = 3 [(grpc.gateway.protoc_gen_openapiv2.options.openapiv2_field) = {
-      extensions: {
-        key: "x-go-default"
-        value: {
-          string_value: "0.005s"
-        }
-      }
-    }]; // @gotags: default:"0.005s"
-
     // Fairness key is a label key that can be used to provide fairness within a workload
     //
     // Any label that could be used in label matcher can be used here. Eg. if
     // you have a classifier that sets `user` flow label, you might want to set
     // `fairness_key = "user"`.
-    string fairness_key = 4;
+    string fairness_key = 3;
   }
 
   message WorkloadAndLabelMatcher {
@@ -787,7 +759,7 @@ message Scheduler {
   // See also [workload definition in the concepts
   // section](/concepts/flow-control/actuators/scheduler.md#workload).
   // :::
-  repeated WorkloadAndLabelMatcher workloads = 5;
+  repeated WorkloadAndLabelMatcher workloads = 3;
 
   // Workload to be used if none of workloads specified in `workloads` match.
   Workload default_workload = 4;
@@ -796,7 +768,7 @@ message Scheduler {
   // historical latency. Each workload's `tokens` will be set to average
   // latency of flows in that workload during last few seconds (exact duration
   // of this average can change).
-  bool auto_tokens = 3 [(grpc.gateway.protoc_gen_openapiv2.options.openapiv2_field) = {
+  bool auto_tokens = 5 [(grpc.gateway.protoc_gen_openapiv2.options.openapiv2_field) = {
     extensions: {
       key: "x-go-default"
       value: {
@@ -804,6 +776,53 @@ message Scheduler {
       }
     }
   }]; // @gotags: default:"true"
+
+  // Timeout as a factor of tokens for a flow in a workload
+  //
+  // If a flow is not able to get tokens within `timeout_factor` * `tokens` of duration,
+  // it will be rejected.
+  //
+  // This value impacts the prioritization and fairness because the larger the timeout the higher the chance a request has to get scheduled.
+  double timeout_factor = 6 [(grpc.gateway.protoc_gen_openapiv2.options.openapiv2_field) = {
+    extensions: {
+      key: "x-go-default"
+      value: {
+        number_value: 0.5
+      }
+    }
+    extensions: {
+      key: "x-go-validate"
+      value: {
+        string_value: "gte=0.0"
+      }
+    }
+  }]; // @gotags: validate:"gte=0.0" default:"0.5"
+
+  // Max Timeout is the value with which the flow timeout calculated by `timeout_factor` is capped
+  //
+  // :::caution
+  // This timeout needs to be strictly less than the timeout set on the
+  // client for the whole GRPC call:
+  // * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
+  // * in case of libraries, timeout configured... TODO.
+  //
+  // We're using fail-open logic in integrations, so if the GRPC timeout
+  // fires first, the flow will end up being unconditionally allowed while
+  // it're still waiting on the scheduler.
+  //
+  // To avoid such cases, the end-to-end GRPC timeout should also contain
+  // some headroom for constant overhead like serialization, etc. Default
+  // value for GRPC timeouts is 500ms, giving 50ms of headeroom, so when
+  // tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
+  // :::
+  google.protobuf.Duration max_timeout = 7 [(grpc.gateway.protoc_gen_openapiv2.options.openapiv2_field) = {
+    extensions: {
+      key: "x-go-default"
+      value: {
+        string_value: "0.45s"
+      }
+    }
+  }]; // @gotags: default:"0.45s"
 }
 
 // Takes the load shed factor input signal and publishes it to the schedulers in the data-plane
diff --git a/api/gen/openapiv2/aperture.swagger.yaml b/api/gen/openapiv2/aperture.swagger.yaml
index 6dbffdbfda..c601d69437 100644
--- a/api/gen/openapiv2/aperture.swagger.yaml
+++ b/api/gen/openapiv2/aperture.swagger.yaml
@@ -244,28 +244,6 @@ definitions:
           Priority level ranges from 0 to 255.
           Higher numbers means higher priority level.
         x-go-validate: gte=0,lte=255
-      timeout:
-        type: string
-        description: |-
-          This value impacts the fairness because the larger the timeout the higher the chance a request has to get scheduled.
-
-          :::caution
-          This timeout needs to be strictly less than the timeout set on the
-          client for the whole GRPC call:
-          * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
-          * in case of libraries, timeout configured... TODO.
-
-          We're using fail-open logic in integrations, so if the GRPC timeout
-          fires first, the flow will end up being unconditionally allowed while
-          it're still waiting on the scheduler.
-
-          To avoid such cases, the end-to-end GRPC timeout should also contain
-          some headroom for constant overhead like serialization, etc. Default
-          value for GRPC timeouts is 10ms, giving 5ms of headeroom, so when
-          tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
-          :::
-        title: Timeout override decides how long a request in the workload can wait for tokens
-        x-go-default: 0.005s
       tokens:
         type: string
         format: uint64
@@ -1678,12 +1656,43 @@ definitions:
       default_workload:
         $ref: '#/definitions/SchedulerWorkload'
         description: Workload to be used if none of workloads specified in `workloads` match.
+      max_timeout:
+        type: string
+        description: |-
+          :::caution
+          This timeout needs to be strictly less than the timeout set on the
+          client for the whole GRPC call:
+          * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
+          * in case of libraries, timeout configured... TODO.
+
+          We're using fail-open logic in integrations, so if the GRPC timeout
+          fires first, the flow will end up being unconditionally allowed while
+          it're still waiting on the scheduler.
+
+          To avoid such cases, the end-to-end GRPC timeout should also contain
+          some headroom for constant overhead like serialization, etc. Default
+          value for GRPC timeouts is 500ms, giving 50ms of headeroom, so when
+          tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
+          :::
+        title: Max Timeout is the value with which the flow timeout calculated by `timeout_factor` is capped
+        x-go-default: 0.45s
       out_ports:
         $ref: '#/definitions/v1SchedulerOuts'
         description: Output ports for the Scheduler component.
       selector:
         $ref: '#/definitions/v1Selector'
         description: Selector decides for which service or flows the scheduler will be applied.
+      timeout_factor:
+        type: number
+        format: double
+        description: |-
+          If a flow is not able to get tokens within `timeout_factor` * `tokens` of duration,
+          it will be rejected.
+
+          This value impacts the prioritization and fairness because the larger the timeout the higher the chance a request has to get scheduled.
+        title: Timeout as a factor of tokens for a flow in a workload
+        x-go-default: 0.5
+        x-go-validate: gte=0.0
       workloads:
         type: array
         items:
diff --git a/api/gen/proto/go/aperture/policy/language/v1/policy.pb.go b/api/gen/proto/go/aperture/policy/language/v1/policy.pb.go
index 2030f57131..7e9d5b357f 100644
--- a/api/gen/proto/go/aperture/policy/language/v1/policy.pb.go
+++ b/api/gen/proto/go/aperture/policy/language/v1/policy.pb.go
@@ -1277,14 +1277,39 @@ type Scheduler struct {
 	// See also [workload definition in the concepts
 	// section](/concepts/flow-control/actuators/scheduler.md#workload).
 	// :::
-	Workloads []*Scheduler_WorkloadAndLabelMatcher `protobuf:"bytes,5,rep,name=workloads,proto3" json:"workloads,omitempty"`
+	Workloads []*Scheduler_WorkloadAndLabelMatcher `protobuf:"bytes,3,rep,name=workloads,proto3" json:"workloads,omitempty"`
 	// Workload to be used if none of workloads specified in `workloads` match.
 	DefaultWorkload *Scheduler_Workload `protobuf:"bytes,4,opt,name=default_workload,json=defaultWorkload,proto3" json:"default_workload,omitempty"`
 	// Automatically estimate weight of flows in each workload, based on
 	// historical latency. Each workload's `tokens` will be set to average
 	// latency of flows in that workload during last few seconds (exact duration
 	// of this average can change).
-	AutoTokens bool `protobuf:"varint,3,opt,name=auto_tokens,json=autoTokens,proto3" json:"auto_tokens,omitempty" default:"true"` // @gotags: default:"true"
+	AutoTokens bool `protobuf:"varint,5,opt,name=auto_tokens,json=autoTokens,proto3" json:"auto_tokens,omitempty" default:"true"` // @gotags: default:"true"
+	// Timeout as a factor of tokens for a flow in a workload
+	//
+	// If a flow is not able to get tokens within `timeout_factor` * `tokens` of duration,
+	// it will be rejected.
+	//
+	// This value impacts the prioritization and fairness because the larger the timeout the higher the chance a request has to get scheduled.
+	TimeoutFactor float64 `protobuf:"fixed64,6,opt,name=timeout_factor,json=timeoutFactor,proto3" json:"timeout_factor,omitempty" validate:"gte=0.0" default:"0.5"` // @gotags: validate:"gte=0.0" default:"0.5"
+	// Max Timeout is the value with which the flow timeout calculated by `timeout_factor` is capped
+	//
+	// :::caution
+	// This timeout needs to be strictly less than the timeout set on the
+	// client for the whole GRPC call:
+	// * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
+	// * in case of libraries, timeout configured... TODO.
+	//
+	// We're using fail-open logic in integrations, so if the GRPC timeout
+	// fires first, the flow will end up being unconditionally allowed while
+	// it're still waiting on the scheduler.
+	//
+	// To avoid such cases, the end-to-end GRPC timeout should also contain
+	// some headroom for constant overhead like serialization, etc. Default
+	// value for GRPC timeouts is 500ms, giving 50ms of headeroom, so when
+	// tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
+	// :::
+	MaxTimeout *durationpb.Duration `protobuf:"bytes,7,opt,name=max_timeout,json=maxTimeout,proto3" json:"max_timeout,omitempty" default:"0.45s"` // @gotags: default:"0.45s"
 }
 
 func (x *Scheduler) Reset() {
@@ -1354,6 +1379,20 @@ func (x *Scheduler) GetAutoTokens() bool {
 	return false
 }
 
+func (x *Scheduler) GetTimeoutFactor() float64 {
+	if x != nil {
+		return x.TimeoutFactor
+	}
+	return 0
+}
+
+func (x *Scheduler) GetMaxTimeout() *durationpb.Duration {
+	if x != nil {
+		return x.MaxTimeout
+	}
+	return nil
+}
+
 // Takes the load shed factor input signal and publishes it to the schedulers in the data-plane
 type LoadShedActuator struct {
 	state         protoimpl.MessageState
@@ -2483,32 +2522,12 @@ type Scheduler_Workload struct {
 	// Tokens determines the cost of admitting a single request the workload, which is typically defined as milliseconds of response latency.
 	// This override is applicable only if `auto_tokens` is set to false.
 	Tokens uint64 `protobuf:"varint,2,opt,name=tokens,proto3" json:"tokens,omitempty" default:"1"` // @gotags: default:"1"
-	// Timeout override decides how long a request in the workload can wait for tokens
-	//
-	// This value impacts the fairness because the larger the timeout the higher the chance a request has to get scheduled.
-	//
-	// :::caution
-	// This timeout needs to be strictly less than the timeout set on the
-	// client for the whole GRPC call:
-	// * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
-	// * in case of libraries, timeout configured... TODO.
-	//
-	// We're using fail-open logic in integrations, so if the GRPC timeout
-	// fires first, the flow will end up being unconditionally allowed while
-	// it're still waiting on the scheduler.
-	//
-	// To avoid such cases, the end-to-end GRPC timeout should also contain
-	// some headroom for constant overhead like serialization, etc. Default
-	// value for GRPC timeouts is 10ms, giving 5ms of headeroom, so when
-	// tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
-	// :::
-	Timeout *durationpb.Duration `protobuf:"bytes,3,opt,name=timeout,proto3" json:"timeout,omitempty" default:"0.005s"` // @gotags: default:"0.005s"
 	// Fairness key is a label key that can be used to provide fairness within a workload
 	//
 	// Any label that could be used in label matcher can be used here. Eg. if
 	// you have a classifier that sets `user` flow label, you might want to set
 	// `fairness_key = "user"`.
-	FairnessKey string `protobuf:"bytes,4,opt,name=fairness_key,json=fairnessKey,proto3" json:"fairness_key,omitempty"`
+	FairnessKey string `protobuf:"bytes,3,opt,name=fairness_key,json=fairnessKey,proto3" json:"fairness_key,omitempty"`
 }
 
 func (x *Scheduler_Workload) Reset() {
@@ -2557,13 +2576,6 @@ func (x *Scheduler_Workload) GetTokens() uint64 {
 	return 0
 }
 
-func (x *Scheduler_Workload) GetTimeout() *durationpb.Duration {
-	if x != nil {
-		return x.Timeout
-	}
-	return nil
-}
-
 func (x *Scheduler_Workload) GetFairnessKey() string {
 	if x != nil {
 		return x.FairnessKey
@@ -3640,7 +3652,7 @@ var file_aperture_policy_language_v1_policy_proto_rawDesc = []byte{
 	0x31, 0x2e, 0x4c, 0x6f, 0x61, 0x64, 0x53, 0x68, 0x65, 0x64, 0x41, 0x63, 0x74, 0x75, 0x61, 0x74,
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@@ -3651,7 +3663,7 @@ var file_aperture_policy_language_v1_policy_proto_rawDesc = []byte{
 	0x65, 0x2e, 0x63, 0x6f, 0x6d, 0x6d, 0x6f, 0x6e, 0x2e, 0x73, 0x65, 0x6c, 0x65, 0x63, 0x74, 0x6f,
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@@ -3663,10 +3675,22 @@ var file_aperture_policy_language_v1_policy_proto_rawDesc = []byte{
 	0x68, 0x65, 0x64, 0x75, 0x6c, 0x65, 0x72, 0x2e, 0x57, 0x6f, 0x72, 0x6b, 0x6c, 0x6f, 0x61, 0x64,
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@@ -3674,185 +3698,180 @@ var file_aperture_policy_language_v1_policy_proto_rawDesc = []byte{
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+	0x2e, 0x56, 0x31, 0xca, 0x02, 0x1b, 0x41, 0x70, 0x65, 0x72, 0x74, 0x75, 0x72, 0x65, 0x5c, 0x50,
+	0x6f, 0x6c, 0x69, 0x63, 0x79, 0x5c, 0x4c, 0x61, 0x6e, 0x67, 0x75, 0x61, 0x67, 0x65, 0x5c, 0x56,
+	0x31, 0xe2, 0x02, 0x27, 0x41, 0x70, 0x65, 0x72, 0x74, 0x75, 0x72, 0x65, 0x5c, 0x50, 0x6f, 0x6c,
+	0x69, 0x63, 0x79, 0x5c, 0x4c, 0x61, 0x6e, 0x67, 0x75, 0x61, 0x67, 0x65, 0x5c, 0x56, 0x31, 0x5c,
+	0x47, 0x50, 0x42, 0x4d, 0x65, 0x74, 0x61, 0x64, 0x61, 0x74, 0x61, 0xea, 0x02, 0x1e, 0x41, 0x70,
+	0x65, 0x72, 0x74, 0x75, 0x72, 0x65, 0x3a, 0x3a, 0x50, 0x6f, 0x6c, 0x69, 0x63, 0x79, 0x3a, 0x3a,
+	0x4c, 0x61, 0x6e, 0x67, 0x75, 0x61, 0x67, 0x65, 0x3a, 0x3a, 0x56, 0x31, 0x62, 0x06, 0x70, 0x72,
+	0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
@@ -3968,42 +3987,42 @@ var file_aperture_policy_language_v1_policy_proto_depIdxs = []int32{
 	50, // 40: aperture.policy.language.v1.Scheduler.selector:type_name -> aperture.common.selector.v1.Selector
 	35, // 41: aperture.policy.language.v1.Scheduler.workloads:type_name -> aperture.policy.language.v1.Scheduler.WorkloadAndLabelMatcher
 	34, // 42: aperture.policy.language.v1.Scheduler.default_workload:type_name -> aperture.policy.language.v1.Scheduler.Workload
-	37, // 43: aperture.policy.language.v1.LoadShedActuator.in_ports:type_name -> aperture.policy.language.v1.LoadShedActuator.Ins
-	38, // 44: aperture.policy.language.v1.PromQL.out_ports:type_name -> aperture.policy.language.v1.PromQL.Outs
-	48, // 45: aperture.policy.language.v1.PromQL.evaluation_interval:type_name -> google.protobuf.Duration
-	39, // 46: aperture.policy.language.v1.Constant.out_ports:type_name -> aperture.policy.language.v1.Constant.Outs
-	40, // 47: aperture.policy.language.v1.Sqrt.in_ports:type_name -> aperture.policy.language.v1.Sqrt.Ins
-	41, // 48: aperture.policy.language.v1.Sqrt.out_ports:type_name -> aperture.policy.language.v1.Sqrt.Outs
-	42, // 49: aperture.policy.language.v1.Extrapolator.in_ports:type_name -> aperture.policy.language.v1.Extrapolator.Ins
-	43, // 50: aperture.policy.language.v1.Extrapolator.out_ports:type_name -> aperture.policy.language.v1.Extrapolator.Outs
-	48, // 51: aperture.policy.language.v1.Extrapolator.max_extrapolation_interval:type_name -> google.protobuf.Duration
-	44, // 52: aperture.policy.language.v1.Max.in_ports:type_name -> aperture.policy.language.v1.Max.Ins
-	45, // 53: aperture.policy.language.v1.Max.out_ports:type_name -> aperture.policy.language.v1.Max.Outs
-	46, // 54: aperture.policy.language.v1.Min.in_ports:type_name -> aperture.policy.language.v1.Min.Ins
-	47, // 55: aperture.policy.language.v1.Min.out_ports:type_name -> aperture.policy.language.v1.Min.Outs
-	2,  // 56: aperture.policy.language.v1.AllPolicies.AllPoliciesEntry.value:type_name -> aperture.policy.language.v1.Policy
-	51, // 57: aperture.policy.language.v1.Resources.FluxMetersEntry.value:type_name -> aperture.policy.language.v1.FluxMeter
-	6,  // 58: aperture.policy.language.v1.GradientController.Ins.signal:type_name -> aperture.policy.language.v1.Port
-	6,  // 59: aperture.policy.language.v1.GradientController.Ins.setpoint:type_name -> aperture.policy.language.v1.Port
-	6,  // 60: aperture.policy.language.v1.GradientController.Ins.optimize:type_name -> aperture.policy.language.v1.Port
-	6,  // 61: aperture.policy.language.v1.GradientController.Ins.max:type_name -> aperture.policy.language.v1.Port
-	6,  // 62: aperture.policy.language.v1.GradientController.Ins.min:type_name -> aperture.policy.language.v1.Port
-	6,  // 63: aperture.policy.language.v1.GradientController.Ins.control_variable:type_name -> aperture.policy.language.v1.Port
-	6,  // 64: aperture.policy.language.v1.GradientController.Outs.output:type_name -> aperture.policy.language.v1.Port
-	6,  // 65: aperture.policy.language.v1.EMA.Ins.input:type_name -> aperture.policy.language.v1.Port
-	6,  // 66: aperture.policy.language.v1.EMA.Ins.max_envelope:type_name -> aperture.policy.language.v1.Port
-	6,  // 67: aperture.policy.language.v1.EMA.Ins.min_envelope:type_name -> aperture.policy.language.v1.Port
-	6,  // 68: aperture.policy.language.v1.EMA.Outs.output:type_name -> aperture.policy.language.v1.Port
-	6,  // 69: aperture.policy.language.v1.ArithmeticCombinator.Ins.lhs:type_name -> aperture.policy.language.v1.Port
-	6,  // 70: aperture.policy.language.v1.ArithmeticCombinator.Ins.rhs:type_name -> aperture.policy.language.v1.Port
-	6,  // 71: aperture.policy.language.v1.ArithmeticCombinator.Outs.output:type_name -> aperture.policy.language.v1.Port
-	6,  // 72: aperture.policy.language.v1.Decider.Ins.lhs:type_name -> aperture.policy.language.v1.Port
-	6,  // 73: aperture.policy.language.v1.Decider.Ins.rhs:type_name -> aperture.policy.language.v1.Port
-	6,  // 74: aperture.policy.language.v1.Decider.Ins.on_true:type_name -> aperture.policy.language.v1.Port
-	6,  // 75: aperture.policy.language.v1.Decider.Ins.on_false:type_name -> aperture.policy.language.v1.Port
-	6,  // 76: aperture.policy.language.v1.Decider.Outs.output:type_name -> aperture.policy.language.v1.Port
-	6,  // 77: aperture.policy.language.v1.RateLimiter.Ins.limit:type_name -> aperture.policy.language.v1.Port
-	48, // 78: aperture.policy.language.v1.Scheduler.Workload.timeout:type_name -> google.protobuf.Duration
+	48, // 43: aperture.policy.language.v1.Scheduler.max_timeout:type_name -> google.protobuf.Duration
+	37, // 44: aperture.policy.language.v1.LoadShedActuator.in_ports:type_name -> aperture.policy.language.v1.LoadShedActuator.Ins
+	38, // 45: aperture.policy.language.v1.PromQL.out_ports:type_name -> aperture.policy.language.v1.PromQL.Outs
+	48, // 46: aperture.policy.language.v1.PromQL.evaluation_interval:type_name -> google.protobuf.Duration
+	39, // 47: aperture.policy.language.v1.Constant.out_ports:type_name -> aperture.policy.language.v1.Constant.Outs
+	40, // 48: aperture.policy.language.v1.Sqrt.in_ports:type_name -> aperture.policy.language.v1.Sqrt.Ins
+	41, // 49: aperture.policy.language.v1.Sqrt.out_ports:type_name -> aperture.policy.language.v1.Sqrt.Outs
+	42, // 50: aperture.policy.language.v1.Extrapolator.in_ports:type_name -> aperture.policy.language.v1.Extrapolator.Ins
+	43, // 51: aperture.policy.language.v1.Extrapolator.out_ports:type_name -> aperture.policy.language.v1.Extrapolator.Outs
+	48, // 52: aperture.policy.language.v1.Extrapolator.max_extrapolation_interval:type_name -> google.protobuf.Duration
+	44, // 53: aperture.policy.language.v1.Max.in_ports:type_name -> aperture.policy.language.v1.Max.Ins
+	45, // 54: aperture.policy.language.v1.Max.out_ports:type_name -> aperture.policy.language.v1.Max.Outs
+	46, // 55: aperture.policy.language.v1.Min.in_ports:type_name -> aperture.policy.language.v1.Min.Ins
+	47, // 56: aperture.policy.language.v1.Min.out_ports:type_name -> aperture.policy.language.v1.Min.Outs
+	2,  // 57: aperture.policy.language.v1.AllPolicies.AllPoliciesEntry.value:type_name -> aperture.policy.language.v1.Policy
+	51, // 58: aperture.policy.language.v1.Resources.FluxMetersEntry.value:type_name -> aperture.policy.language.v1.FluxMeter
+	6,  // 59: aperture.policy.language.v1.GradientController.Ins.signal:type_name -> aperture.policy.language.v1.Port
+	6,  // 60: aperture.policy.language.v1.GradientController.Ins.setpoint:type_name -> aperture.policy.language.v1.Port
+	6,  // 61: aperture.policy.language.v1.GradientController.Ins.optimize:type_name -> aperture.policy.language.v1.Port
+	6,  // 62: aperture.policy.language.v1.GradientController.Ins.max:type_name -> aperture.policy.language.v1.Port
+	6,  // 63: aperture.policy.language.v1.GradientController.Ins.min:type_name -> aperture.policy.language.v1.Port
+	6,  // 64: aperture.policy.language.v1.GradientController.Ins.control_variable:type_name -> aperture.policy.language.v1.Port
+	6,  // 65: aperture.policy.language.v1.GradientController.Outs.output:type_name -> aperture.policy.language.v1.Port
+	6,  // 66: aperture.policy.language.v1.EMA.Ins.input:type_name -> aperture.policy.language.v1.Port
+	6,  // 67: aperture.policy.language.v1.EMA.Ins.max_envelope:type_name -> aperture.policy.language.v1.Port
+	6,  // 68: aperture.policy.language.v1.EMA.Ins.min_envelope:type_name -> aperture.policy.language.v1.Port
+	6,  // 69: aperture.policy.language.v1.EMA.Outs.output:type_name -> aperture.policy.language.v1.Port
+	6,  // 70: aperture.policy.language.v1.ArithmeticCombinator.Ins.lhs:type_name -> aperture.policy.language.v1.Port
+	6,  // 71: aperture.policy.language.v1.ArithmeticCombinator.Ins.rhs:type_name -> aperture.policy.language.v1.Port
+	6,  // 72: aperture.policy.language.v1.ArithmeticCombinator.Outs.output:type_name -> aperture.policy.language.v1.Port
+	6,  // 73: aperture.policy.language.v1.Decider.Ins.lhs:type_name -> aperture.policy.language.v1.Port
+	6,  // 74: aperture.policy.language.v1.Decider.Ins.rhs:type_name -> aperture.policy.language.v1.Port
+	6,  // 75: aperture.policy.language.v1.Decider.Ins.on_true:type_name -> aperture.policy.language.v1.Port
+	6,  // 76: aperture.policy.language.v1.Decider.Ins.on_false:type_name -> aperture.policy.language.v1.Port
+	6,  // 77: aperture.policy.language.v1.Decider.Outs.output:type_name -> aperture.policy.language.v1.Port
+	6,  // 78: aperture.policy.language.v1.RateLimiter.Ins.limit:type_name -> aperture.policy.language.v1.Port
 	34, // 79: aperture.policy.language.v1.Scheduler.WorkloadAndLabelMatcher.workload:type_name -> aperture.policy.language.v1.Scheduler.Workload
 	52, // 80: aperture.policy.language.v1.Scheduler.WorkloadAndLabelMatcher.label_matcher:type_name -> aperture.common.labelmatcher.v1.LabelMatcher
 	6,  // 81: aperture.policy.language.v1.Scheduler.Outs.accepted_concurrency:type_name -> aperture.policy.language.v1.Port
diff --git a/docs/gen/policies/gen.yaml b/docs/gen/policies/gen.yaml
index 983e57bb94..10ae7563fe 100644
--- a/docs/gen/policies/gen.yaml
+++ b/docs/gen/policies/gen.yaml
@@ -108,30 +108,6 @@ definitions:
         format: int64
         x-go-validate: gte=0,lte=255
         x-order: 1
-      timeout:
-        description: |-
-          This value impacts the fairness because the larger the timeout the higher the chance a request has to get scheduled.
-
-          :::caution
-          This timeout needs to be strictly less than the timeout set on the
-          client for the whole GRPC call:
-          * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
-          * in case of libraries, timeout configured... TODO.
-
-          We're using fail-open logic in integrations, so if the GRPC timeout
-          fires first, the flow will end up being unconditionally allowed while
-          it're still waiting on the scheduler.
-
-          To avoid such cases, the end-to-end GRPC timeout should also contain
-          some headroom for constant overhead like serialization, etc. Default
-          value for GRPC timeouts is 10ms, giving 5ms of headeroom, so when
-          tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
-          :::
-        type: string
-        title: Timeout override decides how long a request in the workload can wait
-          for tokens
-        x-go-default: 0.005s
-        x-order: 2
       tokens:
         description: |-
           Tokens determines the cost of admitting a single request the workload, which is typically defined as milliseconds of response latency.
@@ -139,7 +115,7 @@ definitions:
         type: string
         format: uint64
         x-go-default: 1
-        x-order: 3
+        x-order: 2
   SchedulerWorkloadAndLabelMatcher:
     type: object
     properties:
@@ -1380,15 +1356,49 @@ definitions:
           match.
         x-order: 1
         $ref: '#/definitions/SchedulerWorkload'
+      max_timeout:
+        description: |-
+          :::caution
+          This timeout needs to be strictly less than the timeout set on the
+          client for the whole GRPC call:
+          * in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
+          * in case of libraries, timeout configured... TODO.
+
+          We're using fail-open logic in integrations, so if the GRPC timeout
+          fires first, the flow will end up being unconditionally allowed while
+          it're still waiting on the scheduler.
+
+          To avoid such cases, the end-to-end GRPC timeout should also contain
+          some headroom for constant overhead like serialization, etc. Default
+          value for GRPC timeouts is 500ms, giving 50ms of headeroom, so when
+          tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
+          :::
+        type: string
+        title: Max Timeout is the value with which the flow timeout calculated by
+          `timeout_factor` is capped
+        x-go-default: 0.45s
+        x-order: 2
       out_ports:
         description: Output ports for the Scheduler component.
-        x-order: 2
+        x-order: 3
         $ref: '#/definitions/v1SchedulerOuts'
       selector:
         description: Selector decides for which service or flows the scheduler will
           be applied.
-        x-order: 3
+        x-order: 4
         $ref: '#/definitions/v1Selector'
+      timeout_factor:
+        description: |-
+          If a flow is not able to get tokens within `timeout_factor` * `tokens` of duration,
+          it will be rejected.
+
+          This value impacts the prioritization and fairness because the larger the timeout the higher the chance a request has to get scheduled.
+        type: number
+        format: double
+        title: Timeout as a factor of tokens for a flow in a workload
+        x-go-default: 0.5
+        x-go-validate: gte=0.0
+        x-order: 5
       workloads:
         description: |-
           List of workloads to be used in scheduler.
@@ -1414,7 +1424,7 @@ definitions:
         type: array
         items:
           $ref: '#/definitions/SchedulerWorkloadAndLabelMatcher'
-        x-order: 4
+        x-order: 6
   v1SchedulerOuts:
     description: Output for the Scheduler component.
     type: object
diff --git a/docs/gen/policies/policy.md b/docs/gen/policies/policy.md
index 93a0db5dd8..efbcca1739 100644
--- a/docs/gen/policies/policy.md
+++ b/docs/gen/policies/policy.md
@@ -212,33 +212,6 @@ you have a classifier that sets `user` flow label, you might want to set
 Priority level ranges from 0 to 255.
 Higher numbers means higher priority level.
 
-</dd>
-</dl>
-<dl>
-<dt>timeout</dt>
-<dd>
-
-(string, default: `0.005s`) Timeout override decides how long a request in the workload can wait for tokens
-
-This value impacts the fairness because the larger the timeout the higher the chance a request has to get scheduled.
-
-:::caution
-This timeout needs to be strictly less than the timeout set on the
-client for the whole GRPC call:
-
-- in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
-- in case of libraries, timeout configured... TODO.
-
-We're using fail-open logic in integrations, so if the GRPC timeout
-fires first, the flow will end up being unconditionally allowed while
-it're still waiting on the scheduler.
-
-To avoid such cases, the end-to-end GRPC timeout should also contain
-some headroom for constant overhead like serialization, etc. Default
-value for GRPC timeouts is 10ms, giving 5ms of headeroom, so when
-tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
-:::
-
 </dd>
 </dl>
 <dl>
@@ -2044,6 +2017,31 @@ of this average can change).
 
 ([SchedulerWorkload](#scheduler-workload)) Workload to be used if none of workloads specified in `workloads` match.
 
+</dd>
+</dl>
+<dl>
+<dt>max_timeout</dt>
+<dd>
+
+(string, default: `0.45s`) Max Timeout is the value with which the flow timeout calculated by `timeout_factor` is capped
+
+:::caution
+This timeout needs to be strictly less than the timeout set on the
+client for the whole GRPC call:
+
+- in case of envoy, timeout set on `grpc_service` used in `ext_authz` filter,
+- in case of libraries, timeout configured... TODO.
+
+We're using fail-open logic in integrations, so if the GRPC timeout
+fires first, the flow will end up being unconditionally allowed while
+it're still waiting on the scheduler.
+
+To avoid such cases, the end-to-end GRPC timeout should also contain
+some headroom for constant overhead like serialization, etc. Default
+value for GRPC timeouts is 500ms, giving 50ms of headeroom, so when
+tweaking this timeout, make sure to adjust the GRPC timeout accordingly.
+:::
+
 </dd>
 </dl>
 <dl>
@@ -2060,6 +2058,19 @@ of this average can change).
 
 ([V1Selector](#v1-selector)) Selector decides for which service or flows the scheduler will be applied.
 
+</dd>
+</dl>
+<dl>
+<dt>timeout_factor</dt>
+<dd>
+
+(float64, `gte=0.0`, default: `0.5`) Timeout as a factor of tokens for a flow in a workload
+
+If a flow is not able to get tokens within `timeout_factor` \* `tokens` of duration,
+it will be rejected.
+
+This value impacts the prioritization and fairness because the larger the timeout the higher the chance a request has to get scheduled.
+
 </dd>
 </dl>
 <dl>
diff --git a/libsonnet/1.0/_gen/v1/scheduler.libsonnet b/libsonnet/1.0/_gen/v1/scheduler.libsonnet
index f4101b20a3..14887d04bc 100644
--- a/libsonnet/1.0/_gen/v1/scheduler.libsonnet
+++ b/libsonnet/1.0/_gen/v1/scheduler.libsonnet
@@ -19,6 +19,12 @@ local schedulerouts = import './schedulerouts.libsonnet';
   withDefaultWorkloadMixin(default_workload):: {
     default_workload+: default_workload,
   },
+  withMaxTimeout(max_timeout):: {
+    max_timeout: max_timeout,
+  },
+  withMaxTimeoutMixin(max_timeout):: {
+    max_timeout+: max_timeout,
+  },
   withOutPorts(out_ports):: {
     out_ports: out_ports,
   },
@@ -31,6 +37,12 @@ local schedulerouts = import './schedulerouts.libsonnet';
   withSelectorMixin(selector):: {
     selector+: selector,
   },
+  withTimeoutFactor(timeout_factor):: {
+    timeout_factor: timeout_factor,
+  },
+  withTimeoutFactorMixin(timeout_factor):: {
+    timeout_factor+: timeout_factor,
+  },
   withWorkloads(workloads):: {
     workloads:
       if std.isArray(workloads)
diff --git a/libsonnet/1.0/_gen/v1/schedulerworkload.libsonnet b/libsonnet/1.0/_gen/v1/schedulerworkload.libsonnet
index b54473be11..bda7bc52c3 100644
--- a/libsonnet/1.0/_gen/v1/schedulerworkload.libsonnet
+++ b/libsonnet/1.0/_gen/v1/schedulerworkload.libsonnet
@@ -13,12 +13,6 @@
   withPriorityMixin(priority):: {
     priority+: priority,
   },
-  withTimeout(timeout):: {
-    timeout: timeout,
-  },
-  withTimeoutMixin(timeout):: {
-    timeout+: timeout,
-  },
   withTokens(tokens):: {
     tokens: tokens,
   },
diff --git a/manifests/k8s/tanka/environments/tilt/apps/demoapp/mixins.libsonnet b/manifests/k8s/tanka/environments/tilt/apps/demoapp/mixins.libsonnet
index 1bf3743c58..5609ff68b5 100644
--- a/manifests/k8s/tanka/environments/tilt/apps/demoapp/mixins.libsonnet
+++ b/manifests/k8s/tanka/environments/tilt/apps/demoapp/mixins.libsonnet
@@ -40,15 +40,14 @@ local policy = latencyGradientPolicy({
   concurrencyLimiter+: {
     defaultWorkload: {
       priority: 20,
-      timeout: '0.025s',
     },
     workloads: [
       WorkloadWithLabelMatcher.new(
-        workload=Workload.withPriority(50) + Workload.withTimeout('0.025s'),
+        workload=Workload.withPriority(50),
         label_matcher=LabelMatcher.withMatchLabels({ 'request_header_user-type': 'guest' })
       ),
       WorkloadWithLabelMatcher.new(
-        workload=Workload.withPriority(200) + Workload.withTimeout('0.025s'),
+        workload=Workload.withPriority(200),
         label_matcher=LabelMatcher.withMatchLabels({ 'request_header_user-type': 'subscriber' })
       ),
     ],
diff --git a/pkg/policies/controlplane/validator_test.go b/pkg/policies/controlplane/validator_test.go
index 8c60f4a0d8..edc9fd306f 100644
--- a/pkg/policies/controlplane/validator_test.go
+++ b/pkg/policies/controlplane/validator_test.go
@@ -173,17 +173,14 @@ data:
               auto_tokens: true
               default_workload:
                 priority: 20
-                timeout: "0.005s"
               workloads:
                 - workload:
                     priority: 50
-                    timeout: "0.005s"
                   label_matcher:
                     match_labels:
                       user-type: "guest"
                 - workload:
                     priority: 200
-                    timeout: "0.005s"
                   label_matcher:
                     match_labels:
                       request_header_user-type: "subscriber"
diff --git a/pkg/policies/dataplane/actuators/concurrency/concurrency-limiter.go b/pkg/policies/dataplane/actuators/concurrency/concurrency-limiter.go
index 66fceea434..18b9664dc2 100644
--- a/pkg/policies/dataplane/actuators/concurrency/concurrency-limiter.go
+++ b/pkg/policies/dataplane/actuators/concurrency/concurrency-limiter.go
@@ -365,9 +365,7 @@ func (conLimiter *concurrencyLimiter) setup(lifecycle fx.Lifecycle) error {
 			}
 
 			// setup scheduler
-			// TODO: get timeout from policy config
-			timeout, _ := time.ParseDuration("5ms")
-			conLimiter.scheduler = scheduler.NewWFQScheduler(timeout, loadShedActuator.tokenBucketLoadShed, clock, wfqMetrics)
+			conLimiter.scheduler = scheduler.NewWFQScheduler(conLimiter.schedulerProto.MaxTimeout.AsDuration(), loadShedActuator.tokenBucketLoadShed, clock, wfqMetrics)
 
 			incomingConcurrencyCounter, err := incomingConcurrencyCounterVec.GetMetricWith(metricLabels)
 			if err != nil {
@@ -469,10 +467,17 @@ func (conLimiter *concurrencyLimiter) RunLimiter(labels selectors.Labels) *flowc
 		tokens = matchedWorkloadProto.Tokens
 	}
 
+	// timeout is tokens(which is in milliseconds) * conLimiter.schedulerProto.TimeoutFactor(float64)
+	timeout := time.Duration(float64(tokens)*conLimiter.schedulerProto.TimeoutFactor) * time.Millisecond
+
+	if timeout > conLimiter.schedulerProto.MaxTimeout.AsDuration() {
+		timeout = conLimiter.schedulerProto.MaxTimeout.AsDuration()
+	}
+
 	reqContext := scheduler.RequestContext{
 		FairnessLabel: fairnessLabel,
 		Priority:      uint8(matchedWorkloadProto.Priority),
-		Timeout:       matchedWorkloadProto.Timeout.AsDuration(),
+		Timeout:       timeout,
 		Tokens:        tokens,
 	}
 
diff --git a/tools/load_generator/scenarios/load_test.js b/tools/load_generator/scenarios/load_test.js
index e01d2060f6..5bdaa71ae7 100644
--- a/tools/load_generator/scenarios/load_test.js
+++ b/tools/load_generator/scenarios/load_test.js
@@ -2,12 +2,12 @@ import http from "k6/http";
 import { check } from "k6";
 
 export let vuStages = [
-  { duration: "1s", target: 5 }, // simulate ramp-up of traffic from 0 to 5 users over 30 seconds
-  { duration: "2m", target: 5 }, // stay at 5 users for 30s minutes
-  { duration: "1m", target: 15 }, // ramp-up to 10 users over 1 minutes
-  { duration: "2m", target: 15 }, // stay at 10 users for 2 minutes (peak hour)
-  { duration: "1s", target: 5 }, // ramp-down to 5 users in 10 seconds
-  { duration: "5m", target: 5 }, // stay at to 5 users in 30 seconds
+  { duration: "1s", target: 5 },
+  { duration: "2m", target: 5 },
+  { duration: "1m", target: 30 },
+  { duration: "2m", target: 30 },
+  { duration: "1s", target: 5 },
+  { duration: "5m", target: 5 },
 ];
 
 export let options = {