diff --git a/cmd/lncli/cmd_mission_control.go b/cmd/lncli/cmd_mission_control.go
index 76c76f992..44e87c377 100644
--- a/cmd/lncli/cmd_mission_control.go
+++ b/cmd/lncli/cmd_mission_control.go
@@ -84,6 +84,13 @@ var setCfgCommand = cli.Command{
 				"rely on historical results, expressed as " +
 				"value in [0, 1]",
 		},
+		cli.Float64Flag{
+			Name: "aprioricapacityfraction",
+			Usage: "the fraction of channels' capacities that is " +
+				"considered liquid in pathfinding, a value " +
+				"between [0.75-1.0]. a value of 1.0 disables " +
+				"this feature.",
+		},
 		// Bimodal config.
 		cli.DurationFlag{
 			Name: "bimodaldecaytime",
@@ -156,8 +163,10 @@ func setCfg(ctx *cli.Context) error {
 					HalfLifeSeconds: uint64(
 						dCfg.PenaltyHalfLife.Seconds(),
 					),
-					HopProbability: dCfg.AprioriHopProbability, //nolint:lll
-					Weight:         dCfg.AprioriWeight,
+					HopProbability: dCfg.
+						AprioriHopProbability,
+					Weight:           dCfg.AprioriWeight,
+					CapacityFraction: dCfg.CapacityFraction,
 				}
 
 				// We make sure the correct config is set.
@@ -188,6 +197,11 @@ func setCfg(ctx *cli.Context) error {
 				aCfg.Weight = ctx.Float64("aprioriweight")
 			}
 
+			if ctx.IsSet("aprioricapacityfraction") {
+				aCfg.CapacityFraction =
+					ctx.Float64("aprioricapacityfraction")
+			}
+
 		case routing.BimodalEstimatorName:
 			haveValue = true
 
diff --git a/docs/release-notes/release-notes-0.16.0.md b/docs/release-notes/release-notes-0.16.0.md
index 981265d11..e7edc0440 100644
--- a/docs/release-notes/release-notes-0.16.0.md
+++ b/docs/release-notes/release-notes-0.16.0.md
@@ -444,6 +444,8 @@ in the lnwire package](https://github.com/lightningnetwork/lnd/pull/7303)
 * [A new probability model ("bimodal") is added which models channel based
   liquidities within a probability theory framework.](
   https://github.com/lightningnetwork/lnd/pull/6815)
+* [The a priori capacity factor is made configurable and its effect is 
+  limited.](https://github.com/lightningnetwork/lnd/pull/7444)
 
 ## Configuration
 * Note that [this pathfinding change](https://github.com/lightningnetwork/lnd/pull/6815)
diff --git a/itest/lnd_routing_test.go b/itest/lnd_routing_test.go
index a2bb4f4e8..a62430a3b 100644
--- a/itest/lnd_routing_test.go
+++ b/itest/lnd_routing_test.go
@@ -14,6 +14,7 @@ import (
 	"github.com/lightningnetwork/lnd/lntest/node"
 	"github.com/lightningnetwork/lnd/lntest/wait"
 	"github.com/lightningnetwork/lnd/lnwire"
+	"github.com/lightningnetwork/lnd/routing"
 	"github.com/stretchr/testify/require"
 	"google.golang.org/protobuf/proto"
 )
@@ -1023,9 +1024,10 @@ func testMissionControlCfg(t *testing.T, hn *node.HarnessNode) {
 			MissionControlConfig_APRIORI,
 		EstimatorConfig: &routerrpc.MissionControlConfig_Apriori{
 			Apriori: &routerrpc.AprioriParameters{
-				HalfLifeSeconds: 8000,
-				HopProbability:  0.8,
-				Weight:          0.3,
+				HalfLifeSeconds:  8000,
+				HopProbability:   0.8,
+				Weight:           0.3,
+				CapacityFraction: 0.8,
 			},
 		},
 	}
@@ -1071,6 +1073,10 @@ func testMissionControlCfg(t *testing.T, hn *node.HarnessNode) {
 	respCfg = hn.RPC.GetMissionControlConfig().Config
 	require.NotNil(t, respCfg.GetApriori())
 
+	// The default capacity fraction is set.
+	require.Equal(t, routing.DefaultCapacityFraction,
+		respCfg.GetApriori().CapacityFraction)
+
 	// Setting the wrong config results in an error.
 	cfg = &routerrpc.MissionControlConfig{
 		Model: routerrpc.
diff --git a/lnrpc/routerrpc/config.go b/lnrpc/routerrpc/config.go
index 9877556db..adcc84e80 100644
--- a/lnrpc/routerrpc/config.go
+++ b/lnrpc/routerrpc/config.go
@@ -50,9 +50,10 @@ func DefaultConfig() *Config {
 		MaxMcHistory:    routing.DefaultMaxMcHistory,
 		McFlushInterval: routing.DefaultMcFlushInterval,
 		AprioriConfig: &AprioriConfig{
-			HopProbability:  routing.DefaultAprioriHopProbability,
-			Weight:          routing.DefaultAprioriWeight,
-			PenaltyHalfLife: routing.DefaultPenaltyHalfLife,
+			HopProbability:   routing.DefaultAprioriHopProbability,
+			Weight:           routing.DefaultAprioriWeight,
+			PenaltyHalfLife:  routing.DefaultPenaltyHalfLife,
+			CapacityFraction: routing.DefaultCapacityFraction,
 		},
 		BimodalConfig: &BimodalConfig{
 			Scale:      int64(routing.DefaultBimodalScaleMsat),
@@ -76,9 +77,10 @@ func GetRoutingConfig(cfg *Config) *RoutingConfig {
 		MaxMcHistory:             cfg.MaxMcHistory,
 		McFlushInterval:          cfg.McFlushInterval,
 		AprioriConfig: &AprioriConfig{
-			HopProbability:  cfg.AprioriConfig.HopProbability,
-			Weight:          cfg.AprioriConfig.Weight,
-			PenaltyHalfLife: cfg.AprioriConfig.PenaltyHalfLife,
+			HopProbability:   cfg.AprioriConfig.HopProbability,
+			Weight:           cfg.AprioriConfig.Weight,
+			PenaltyHalfLife:  cfg.AprioriConfig.PenaltyHalfLife,
+			CapacityFraction: cfg.AprioriConfig.CapacityFraction,
 		},
 		BimodalConfig: &BimodalConfig{
 			Scale:      cfg.BimodalConfig.Scale,
diff --git a/lnrpc/routerrpc/router.pb.go b/lnrpc/routerrpc/router.pb.go
index e81f09549..3bfabfa6c 100644
--- a/lnrpc/routerrpc/router.pb.go
+++ b/lnrpc/routerrpc/router.pb.go
@@ -1891,6 +1891,11 @@ type AprioriParameters struct {
 	// completely and relies entirely on historical results, unless none are
 	// available.
 	Weight float64 `protobuf:"fixed64,3,opt,name=weight,proto3" json:"weight,omitempty"`
+	// The fraction of a channel's capacity that we consider to have liquidity. For
+	// amounts that come close to or exceed the fraction, an additional penalty is
+	// applied. A value of 1.0 disables the capacity factor. Allowed values are in
+	// [0.75, 1.0].
+	CapacityFraction float64 `protobuf:"fixed64,4,opt,name=capacity_fraction,json=capacityFraction,proto3" json:"capacity_fraction,omitempty"`
 }
 
 func (x *AprioriParameters) Reset() {
@@ -1946,6 +1951,13 @@ func (x *AprioriParameters) GetWeight() float64 {
 	return 0
 }
 
+func (x *AprioriParameters) GetCapacityFraction() float64 {
+	if x != nil {
+		return x.CapacityFraction
+	}
+	return 0
+}
+
 type QueryProbabilityRequest struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -3479,7 +3491,7 @@ var file_routerrpc_router_proto_rawDesc = []byte{
 	0x61, 0x6c, 0x65, 0x5f, 0x6d, 0x73, 0x61, 0x74, 0x18, 0x02, 0x20, 0x01, 0x28, 0x04, 0x52, 0x09,
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@@ -3487,361 +3499,364 @@ var file_routerrpc_router_proto_rawDesc = []byte{
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+	0x72, 0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
diff --git a/lnrpc/routerrpc/router.proto b/lnrpc/routerrpc/router.proto
index 4b8ae441f..8f30d8edd 100644
--- a/lnrpc/routerrpc/router.proto
+++ b/lnrpc/routerrpc/router.proto
@@ -580,6 +580,14 @@ message AprioriParameters {
     available.
     */
     double weight = 3;
+
+    /*
+    The fraction of a channel's capacity that we consider to have liquidity. For
+    amounts that come close to or exceed the fraction, an additional penalty is
+    applied. A value of 1.0 disables the capacity factor. Allowed values are in
+    [0.75, 1.0].
+    */
+    double capacity_fraction = 4;
 }
 
 message QueryProbabilityRequest {
diff --git a/lnrpc/routerrpc/router.swagger.json b/lnrpc/routerrpc/router.swagger.json
index a841ba73c..fc4de7678 100644
--- a/lnrpc/routerrpc/router.swagger.json
+++ b/lnrpc/routerrpc/router.swagger.json
@@ -1098,6 +1098,11 @@
           "type": "number",
           "format": "double",
           "description": "The importance that mission control should place on historical results,\nexpressed as a value in [0;1]. Setting this value to 1 will ignore all\nhistorical payments and just use the hop probability to assess the\nprobability of success for each hop. A zero value ignores hop probability\ncompletely and relies entirely on historical results, unless none are\navailable."
+        },
+        "capacity_fraction": {
+          "type": "number",
+          "format": "double",
+          "description": "The fraction of a channel's capacity that we consider to have liquidity. For\namounts that come close to or exceed the fraction, an additional penalty is\napplied. A value of 1.0 disables the capacity factor. Allowed values are in\n[0.75, 1.0]."
         }
       }
     },
diff --git a/lnrpc/routerrpc/router_server.go b/lnrpc/routerrpc/router_server.go
index a11a63d6c..563090198 100644
--- a/lnrpc/routerrpc/router_server.go
+++ b/lnrpc/routerrpc/router_server.go
@@ -470,9 +470,10 @@ func (s *Server) GetMissionControlConfig(ctx context.Context,
 	case routing.AprioriConfig:
 		resp.Config.Model = MissionControlConfig_APRIORI
 		aCfg := AprioriParameters{
-			HalfLifeSeconds: uint64(v.PenaltyHalfLife.Seconds()),
-			HopProbability:  v.AprioriHopProbability,
-			Weight:          v.AprioriWeight,
+			HalfLifeSeconds:  uint64(v.PenaltyHalfLife.Seconds()),
+			HopProbability:   v.AprioriHopProbability,
+			Weight:           v.AprioriWeight,
+			CapacityFraction: v.CapacityFraction,
 		}
 
 		// Populate deprecated fields.
@@ -535,6 +536,8 @@ func (s *Server) SetMissionControlConfig(ctx context.Context,
 				) * time.Second,
 				AprioriHopProbability: v.Apriori.HopProbability,
 				AprioriWeight:         v.Apriori.Weight,
+				CapacityFraction: v.Apriori.
+					CapacityFraction,
 			}
 
 		default:
@@ -546,6 +549,8 @@ func (s *Server) SetMissionControlConfig(ctx context.Context,
 					req.Config.HopProbability,
 				),
 				AprioriWeight: float64(req.Config.Weight),
+				CapacityFraction: float64(
+					routing.DefaultCapacityFraction),
 			}
 		}
 
diff --git a/lnrpc/routerrpc/routing_config.go b/lnrpc/routerrpc/routing_config.go
index a1bbad590..31494d546 100644
--- a/lnrpc/routerrpc/routing_config.go
+++ b/lnrpc/routerrpc/routing_config.go
@@ -63,6 +63,9 @@ type AprioriConfig struct {
 	// PenaltyHalfLife defines after how much time a penalized node or
 	// channel is back at 50% probability.
 	PenaltyHalfLife time.Duration `long:"penaltyhalflife" description:"Defines the duration after which a penalized node or channel is back at 50% probability"`
+
+	// CapacityFraction defines the fraction of channels' capacities that is considered liquid.
+	CapacityFraction float64 `long:"capacityfraction" description:"Defines the fraction of channels' capacities that is considered liquid. Valid values are in [0.75, 1]."`
 }
 
 // BimodalConfig defines parameters for the bimodal probability.
diff --git a/routing/integrated_routing_context_test.go b/routing/integrated_routing_context_test.go
index 0ab0c1b01..d939dc16b 100644
--- a/routing/integrated_routing_context_test.go
+++ b/routing/integrated_routing_context_test.go
@@ -73,6 +73,7 @@ func newIntegratedRoutingContext(t *testing.T) *integratedRoutingContext {
 		PenaltyHalfLife:       30 * time.Minute,
 		AprioriHopProbability: 0.6,
 		AprioriWeight:         0.5,
+		CapacityFraction:      testCapacityFraction,
 	}
 	estimator, err := NewAprioriEstimator(aCfg)
 	require.NoError(t, err)
diff --git a/routing/missioncontrol_test.go b/routing/missioncontrol_test.go
index 91cc8eaa0..27391d53e 100644
--- a/routing/missioncontrol_test.go
+++ b/routing/missioncontrol_test.go
@@ -94,6 +94,7 @@ func (ctx *mcTestContext) restartMc() {
 		PenaltyHalfLife:       testPenaltyHalfLife,
 		AprioriHopProbability: testAprioriHopProbability,
 		AprioriWeight:         testAprioriWeight,
+		CapacityFraction:      testCapacityFraction,
 	}
 	estimator, err := NewAprioriEstimator(aCfg)
 	require.NoError(ctx.t, err)
diff --git a/routing/pathfind.go b/routing/pathfind.go
index f204591b6..3c5397224 100644
--- a/routing/pathfind.go
+++ b/routing/pathfind.go
@@ -649,9 +649,9 @@ func findPath(g *graphParams, r *RestrictParams, cfg *PathFindingConfig,
 
 		log.Trace(newLogClosure(func() string {
 			return fmt.Sprintf("path finding probability: fromnode=%v,"+
-				" tonode=%v, amt=%v, probability=%v",
+				" tonode=%v, amt=%v, cap=%v, probability=%v",
 				fromVertex, toNodeDist.node, amountToSend,
-				edgeProbability)
+				edge.capacity, edgeProbability)
 		}))
 
 		// If the probability is zero, there is no point in trying.
diff --git a/routing/probability_apriori.go b/routing/probability_apriori.go
index dabd47ff9..d5d9246e3 100644
--- a/routing/probability_apriori.go
+++ b/routing/probability_apriori.go
@@ -12,40 +12,37 @@ import (
 )
 
 const (
-	// capacityCutoffFraction and capacitySmearingFraction define how
-	// capacity-related probability reweighting works.
-	// capacityCutoffFraction defines the fraction of the channel capacity
-	// at which the effect roughly sets in and capacitySmearingFraction
-	// defines over which range the factor changes from 1 to 0.
-	//
-	// We may fall below the minimum required probability
-	// (DefaultMinRouteProbability) when the amount comes close to the
-	// available capacity of a single channel of the route in case of no
-	// prior knowledge about the channels. We want such routes still to be
-	// available and therefore a probability reduction should not completely
-	// drop the total probability below DefaultMinRouteProbability.
-	// For this to hold for a three-hop route we require:
-	// (DefaultAprioriHopProbability)^3 * minCapacityFactor >
-	//      DefaultMinRouteProbability
-	//
-	// For DefaultAprioriHopProbability = 0.6 and
-	// DefaultMinRouteProbability = 0.01 this results in
-	// minCapacityFactor ~ 0.05. The following combination of parameters
-	// fulfill the requirement with capacityFactor(cap, cap) ~ 0.076 (see
-	// tests).
+	// CapacityFraction and capacitySmearingFraction define how
+	// capacity-related probability reweighting works. CapacityFraction
+	// defines the fraction of the channel capacity at which the effect
+	// roughly sets in and capacitySmearingFraction defines over which range
+	// the factor changes from 1 to minCapacityFactor.
 
-	// The capacityCutoffFraction is a trade-off between usage of the
-	// provided capacity and expected probability reduction when we send the
-	// full amount. The success probability in the random balance model can
-	// be approximated with P(a) = 1 - a/c, for amount a and capacity c. If
-	// we require a probability P(a) > 0.25, this translates into a value of
-	// 0.75 for a/c.
-	capacityCutoffFraction = 0.75
+	// DefaultCapacityFraction is the default value for CapacityFraction.
+	// It is chosen such that the capacity factor is active but with a small
+	// effect. This value together with capacitySmearingFraction leads to a
+	// noticeable reduction in probability if the amount starts to come
+	// close to 90% of a channel's capacity.
+	DefaultCapacityFraction = 0.9999
 
-	// We don't want to have a sharp drop of the capacity factor to zero at
-	// capacityCutoffFraction, but a smooth smearing such that some residual
-	// probability is left when spending the whole amount, see above.
-	capacitySmearingFraction = 0.1
+	// capacitySmearingFraction defines how quickly the capacity factor
+	// drops from 1 to minCapacityFactor. This value results in about a
+	// variation over 20% of the capacity.
+	capacitySmearingFraction = 0.025
+
+	// minCapacityFactor is the minimal value the capacityFactor can take.
+	// Having a too low value can lead to discarding of paths due to the
+	// enforced minimal proability or to too high pathfinding weights.
+	minCapacityFactor = 0.5
+
+	// minCapacityFraction is the minimum allowed value for
+	// CapacityFraction. The success probability in the random balance model
+	// (which may not be an accurate description of the liquidity
+	// distribution in the network) can be approximated with P(a) = 1 - a/c,
+	// for amount a and capacity c. If we require a probability P(a) = 0.25,
+	// this translates into a value of 0.75 for a/c. We limit this value in
+	// order to not discard too many channels.
+	minCapacityFraction = 0.75
 
 	// AprioriEstimatorName is used to identify the apriori probability
 	// estimator.
@@ -64,6 +61,11 @@ var (
 	// ErrInvalidAprioriWeight is returned when we get an apriori weight
 	// that is out of range.
 	ErrInvalidAprioriWeight = errors.New("apriori weight must be in [0, 1]")
+
+	// ErrInvalidCapacityFraction is returned when we get a capacity
+	// fraction that is out of range.
+	ErrInvalidCapacityFraction = fmt.Errorf("capacity fraction must be in "+
+		"[%v, 1]", minCapacityFraction)
 )
 
 // AprioriConfig contains configuration for our probability estimator.
@@ -84,6 +86,12 @@ type AprioriConfig struct {
 	// probability completely and only base the probability on historical
 	// results, unless there are none available.
 	AprioriWeight float64
+
+	// CapacityFraction is the fraction of a channel's capacity that we
+	// consider to have liquidity. For amounts that come close to or exceed
+	// the fraction, an additional penalty is applied. A value of 1.0
+	// disables the capacityFactor.
+	CapacityFraction float64
 }
 
 // validate checks the configuration of the estimator for allowed values.
@@ -100,6 +108,10 @@ func (p AprioriConfig) validate() error {
 		return ErrInvalidAprioriWeight
 	}
 
+	if p.CapacityFraction < minCapacityFraction || p.CapacityFraction > 1 {
+		return ErrInvalidCapacityFraction
+	}
+
 	return nil
 }
 
@@ -109,6 +121,7 @@ func DefaultAprioriConfig() AprioriConfig {
 		PenaltyHalfLife:       DefaultPenaltyHalfLife,
 		AprioriHopProbability: DefaultAprioriHopProbability,
 		AprioriWeight:         DefaultAprioriWeight,
+		CapacityFraction:      DefaultCapacityFraction,
 	}
 }
 
@@ -155,9 +168,10 @@ func (p *AprioriEstimator) Config() estimatorConfig {
 func (p *AprioriEstimator) String() string {
 	return fmt.Sprintf("estimator type: %v, penalty halflife time: %v, "+
 		"apriori hop probability: %v, apriori weight: %v, previous "+
-		"success probability: %v", AprioriEstimatorName,
-		p.PenaltyHalfLife, p.AprioriHopProbability, p.AprioriWeight,
-		p.prevSuccessProbability)
+		"success probability: %v, capacity fraction: %v",
+		AprioriEstimatorName, p.PenaltyHalfLife,
+		p.AprioriHopProbability, p.AprioriWeight,
+		p.prevSuccessProbability, p.CapacityFraction)
 }
 
 // getNodeProbability calculates the probability for connections from a node
@@ -169,7 +183,9 @@ func (p *AprioriEstimator) getNodeProbability(now time.Time,
 
 	// We reduce the apriori hop probability if the amount comes close to
 	// the capacity.
-	apriori := p.AprioriHopProbability * capacityFactor(amt, capacity)
+	apriori := p.AprioriHopProbability * capacityFactor(
+		amt, capacity, p.CapacityFraction,
+	)
 
 	// If the channel history is not to be taken into account, we can return
 	// early here with the configured a priori probability.
@@ -242,11 +258,22 @@ func (p *AprioriEstimator) getWeight(age time.Duration) float64 {
 }
 
 // capacityFactor is a multiplier that can be used to reduce the probability
-// depending on how much of the capacity is sent. The limits are 1 for amt == 0
-// and 0 for amt >> cutoffMsat. The function drops significantly when amt
-// reaches cutoffMsat. smearingMsat determines over which scale the reduction
-// takes place.
-func capacityFactor(amt lnwire.MilliSatoshi, capacity btcutil.Amount) float64 {
+// depending on how much of the capacity is sent. In other words, the factor
+// sorts out channels that don't provide enough liquidity. Effectively, this
+// leads to usage of larger channels in total to increase success probability,
+// but it may also increase fees. The limits are 1 for amt == 0 and
+// minCapacityFactor for amt >> capacityCutoffFraction. The function drops
+// significantly when amt reaches cutoffMsat. smearingMsat determines over which
+// scale the reduction takes place.
+func capacityFactor(amt lnwire.MilliSatoshi, capacity btcutil.Amount,
+	capacityCutoffFraction float64) float64 {
+
+	// The special value of 1.0 for capacityFactor disables any effect from
+	// this factor.
+	if capacityCutoffFraction == 1 {
+		return 1.0
+	}
+
 	// If we don't have information about the capacity, which can be the
 	// case for hop hints or local channels, we return unity to not alter
 	// anything.
@@ -268,7 +295,11 @@ func capacityFactor(amt lnwire.MilliSatoshi, capacity btcutil.Amount) float64 {
 	// at cutoffMsat, decaying over the smearingMsat scale.
 	denominator := 1 + math.Exp(-(amtMsat-cutoffMsat)/smearingMsat)
 
-	return 1 - 1/denominator
+	// The numerator decides what the minimal value of this function will
+	// be. The minimal value is set by minCapacityFactor.
+	numerator := 1 - minCapacityFactor
+
+	return 1 - numerator/denominator
 }
 
 // PairProbability estimates the probability of successfully traversing to
diff --git a/routing/probability_apriori_test.go b/routing/probability_apriori_test.go
index a055d4ae2..de69f9bb3 100644
--- a/routing/probability_apriori_test.go
+++ b/routing/probability_apriori_test.go
@@ -27,11 +27,13 @@ const (
 	aprioriPrevSucProb = 0.95
 
 	// testCapacity is used to define a capacity for some channels.
-	testCapacity = btcutil.Amount(100_000)
-	testAmount   = lnwire.MilliSatoshi(50_000_000)
+	testCapacity         = btcutil.Amount(100_000)
+	testAmount           = lnwire.MilliSatoshi(90_000_000)
+	testCapacityFraction = 0.9999
 
-	// Defines the capacityFactor for testAmount and testCapacity.
-	capFactor = 0.9241
+	// capFactor is the capacityFactor for testAmount, testCapacity and
+	// testCapacityFraction.
+	capFactor = 0.9909715
 )
 
 type estimatorTestContext struct {
@@ -53,6 +55,7 @@ func newEstimatorTestContext(t *testing.T) *estimatorTestContext {
 				AprioriHopProbability: aprioriHopProb,
 				AprioriWeight:         aprioriWeight,
 				PenaltyHalfLife:       time.Hour,
+				CapacityFraction:      testCapacityFraction,
 			},
 			prevSuccessProbability: aprioriPrevSucProb,
 		},
@@ -227,49 +230,87 @@ func TestCapacityCutoff(t *testing.T) {
 	capacityMSat := capacitySat * 1000
 
 	tests := []struct {
-		name           string
-		amountMsat     int
-		expectedFactor float64
+		name             string
+		capacityFraction float64
+		amountMsat       int
+		expectedFactor   float64
 	}{
+		// Minimal CapacityFraction of 0.75.
 		{
-			name:           "zero amount",
-			expectedFactor: 1,
+			name:             "zero amount",
+			capacityFraction: 0.75,
+			expectedFactor:   1,
 		},
 		{
-			name:           "low amount",
-			amountMsat:     capacityMSat / 10,
-			expectedFactor: 0.998,
+			name:             "low amount",
+			capacityFraction: 0.75,
+			amountMsat:       capacityMSat / 10,
+			expectedFactor:   1,
 		},
 		{
-			name:           "half amount",
-			amountMsat:     capacityMSat / 2,
-			expectedFactor: 0.924,
+			name:             "half amount",
+			capacityFraction: 0.75,
+			amountMsat:       capacityMSat / 2,
+			expectedFactor:   1,
 		},
 		{
-			name: "cutoff amount",
+			name:             "cutoff amount",
+			capacityFraction: 0.75,
 			amountMsat: int(
-				capacityCutoffFraction * float64(capacityMSat),
+				0.75 * float64(capacityMSat),
 			),
-			expectedFactor: 0.5,
+			expectedFactor: 0.75,
 		},
 		{
-			name:           "high amount",
-			amountMsat:     capacityMSat * 80 / 100,
-			expectedFactor: 0.377,
+			name:             "high amount",
+			capacityFraction: 0.75,
+			amountMsat:       capacityMSat * 80 / 100,
+			expectedFactor:   0.560,
 		},
 		{
 			// Even when we spend the full capacity, we still want
 			// to have some residual probability to not throw away
 			// routes due to a min probability requirement of the
 			// whole path.
-			name:           "full amount",
-			amountMsat:     capacityMSat,
-			expectedFactor: 0.076,
+			name:             "full amount",
+			capacityFraction: 0.75,
+			amountMsat:       capacityMSat,
+			expectedFactor:   0.5,
 		},
 		{
-			name:           "more than capacity",
-			amountMsat:     capacityMSat + 1,
-			expectedFactor: 0.0,
+			name:             "more than capacity",
+			capacityFraction: 0.75,
+			amountMsat:       capacityMSat + 1,
+			expectedFactor:   0.0,
+		},
+		// Default CapacityFactor of 0.9999.
+		{
+			name:             "zero amount",
+			capacityFraction: 0.9999,
+			amountMsat:       0,
+			expectedFactor:   1.00,
+		},
+		{
+			name:             "90% of the channel capacity",
+			capacityFraction: 0.9999,
+			amountMsat:       capacityMSat * 90 / 100,
+			expectedFactor:   0.990,
+		},
+		{
+			// We won't saturate at 0.5 as in the other case but at
+			// a higher value of 0.75 due to the smearing, this
+			// translates to a penalty increase of a factor of 1.33.
+			name:             "full amount",
+			capacityFraction: 0.9999,
+			amountMsat:       capacityMSat,
+			expectedFactor:   0.75,
+		},
+		// Inactive capacity factor.
+		{
+			name:             "inactive capacity factor",
+			capacityFraction: 1.0,
+			amountMsat:       capacityMSat,
+			expectedFactor:   1.00,
 		},
 	}
 
@@ -282,6 +323,7 @@ func TestCapacityCutoff(t *testing.T) {
 			got := capacityFactor(
 				lnwire.MilliSatoshi(test.amountMsat),
 				btcutil.Amount(capacitySat),
+				test.capacityFraction,
 			)
 			require.InDelta(t, test.expectedFactor, got, 0.001)
 		})
diff --git a/routing/router_test.go b/routing/router_test.go
index 8701d8b28..767cf7347 100644
--- a/routing/router_test.go
+++ b/routing/router_test.go
@@ -123,6 +123,7 @@ func createTestCtxFromGraphInstanceAssumeValid(t *testing.T,
 		PenaltyHalfLife:       time.Hour,
 		AprioriHopProbability: 0.9,
 		AprioriWeight:         0.5,
+		CapacityFraction:      testCapacityFraction,
 	}
 	estimator, err := NewAprioriEstimator(aCfg)
 	require.NoError(t, err)
diff --git a/sample-lnd.conf b/sample-lnd.conf
index 1b64e0c1b..3dfc76da8 100644
--- a/sample-lnd.conf
+++ b/sample-lnd.conf
@@ -1142,6 +1142,11 @@ litecoin.node=ltcd
 ; probability (default: 1h0m0s)
 ; routerrpc.apriori.penaltyhalflife=2h
 
+; Defines the fraction of channels' capacities that is considered liquid in
+; pathfinding, a value between [0.75-1.0]. A value of 1.0 disables this
+; feature. (default: 0.75)
+; routerrpc.apriori.capacityfraction=0.9
+
 ; Describes the scale over which channels still have some liquidity left on
 ; both channel ends. A very low value (compared to typical channel capacities)
 ; means that we assume unbalanced channels, a very high value means randomly
diff --git a/server.go b/server.go
index 03084f562..915a4b51f 100644
--- a/server.go
+++ b/server.go
@@ -880,6 +880,7 @@ func newServer(cfg *Config, listenAddrs []net.Addr,
 				AprioriHopProbability: aCfg.HopProbability,
 				PenaltyHalfLife:       aCfg.PenaltyHalfLife,
 				AprioriWeight:         aCfg.Weight,
+				CapacityFraction:      aCfg.CapacityFraction,
 			}
 
 			estimator, err = routing.NewAprioriEstimator(