diff --git a/NOTICE.txt b/NOTICE.txt
index a417faa2f16..9990a73b44f 100644
--- a/NOTICE.txt
+++ b/NOTICE.txt
@@ -204,6 +204,38 @@ IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
 CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
 
 
+--------------------------------------------------------------------------------
+Dependency : github.com/cespare/xxhash/v2
+Version: v2.3.0
+Licence type (autodetected): MIT
+--------------------------------------------------------------------------------
+
+Contents of probable licence file $GOMODCACHE/github.com/cespare/xxhash/v2@v2.3.0/LICENSE.txt:
+
+Copyright (c) 2016 Caleb Spare
+
+MIT License
+
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of this software and associated documentation files (the
+"Software"), to deal in the Software without restriction, including
+without limitation the rights to use, copy, modify, merge, publish,
+distribute, sublicense, and/or sell copies of the Software, and to
+permit persons to whom the Software is furnished to do so, subject to
+the following conditions:
+
+The above copyright notice and this permission notice shall be
+included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
+LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+
 --------------------------------------------------------------------------------
 Dependency : github.com/docker/docker
 Version: v27.3.1+incompatible
@@ -33769,38 +33801,6 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 THE SOFTWARE.
 
 
---------------------------------------------------------------------------------
-Dependency : github.com/cespare/xxhash/v2
-Version: v2.3.0
-Licence type (autodetected): MIT
---------------------------------------------------------------------------------
-
-Contents of probable licence file $GOMODCACHE/github.com/cespare/xxhash/v2@v2.3.0/LICENSE.txt:
-
-Copyright (c) 2016 Caleb Spare
-
-MIT License
-
-Permission is hereby granted, free of charge, to any person obtaining
-a copy of this software and associated documentation files (the
-"Software"), to deal in the Software without restriction, including
-without limitation the rights to use, copy, modify, merge, publish,
-distribute, sublicense, and/or sell copies of the Software, and to
-permit persons to whom the Software is furnished to do so, subject to
-the following conditions:
-
-The above copyright notice and this permission notice shall be
-included in all copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
-EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
-MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
-NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
-LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
-OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
-WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
-
-
 --------------------------------------------------------------------------------
 Dependency : github.com/chai2010/gettext-go
 Version: v1.0.2
diff --git a/changelog/fragments/1733238171-use-xxhash-for-ast-hashing.yaml b/changelog/fragments/1733238171-use-xxhash-for-ast-hashing.yaml
new file mode 100644
index 00000000000..a6655e8cda6
--- /dev/null
+++ b/changelog/fragments/1733238171-use-xxhash-for-ast-hashing.yaml
@@ -0,0 +1,32 @@
+# Kind can be one of:
+# - breaking-change: a change to previously-documented behavior
+# - deprecation: functionality that is being removed in a later release
+# - bug-fix: fixes a problem in a previous version
+# - enhancement: extends functionality but does not break or fix existing behavior
+# - feature: new functionality
+# - known-issue: problems that we are aware of in a given version
+# - security: impacts on the security of a product or a user’s deployment.
+# - upgrade: important information for someone upgrading from a prior version
+# - other: does not fit into any of the other categories
+kind: enhancement
+
+# Change summary; a 80ish characters long description of the change.
+summary: Use xxHash for hashing AST nodes
+
+# Long description; in case the summary is not enough to describe the change
+# this field accommodate a description without length limits.
+# NOTE: This field will be rendered only for breaking-change and known-issue kinds at the moment.
+#description:
+
+# Affected component; usually one of "elastic-agent", "fleet-server", "filebeat", "metricbeat", "auditbeat", "all", etc.
+component: elastic-agent
+
+# PR URL; optional; the PR number that added the changeset.
+# If not present is automatically filled by the tooling finding the PR where this changelog fragment has been added.
+# NOTE: the tooling supports backports, so it's able to fill the original PR number instead of the backport PR number.
+# Please provide it if you are adding a fragment for a different PR.
+#pr: https://github.com/owner/repo/1234
+
+# Issue URL; optional; the GitHub issue related to this changeset (either closes or is part of).
+# If not present is automatically filled by the tooling with the issue linked to the PR number.
+#issue: https://github.com/owner/repo/1234
diff --git a/go.mod b/go.mod
index cdec9a4dd6e..872783a8ed5 100644
--- a/go.mod
+++ b/go.mod
@@ -9,6 +9,7 @@ require (
 	github.com/blakesmith/ar v0.0.0-20150311145944-8bd4349a67f2
 	github.com/cavaliergopher/rpm v1.2.0
 	github.com/cenkalti/backoff/v4 v4.3.0
+	github.com/cespare/xxhash/v2 v2.3.0
 	github.com/docker/docker v27.3.1+incompatible
 	github.com/docker/go-units v0.5.0
 	github.com/dolmen-go/contextio v0.0.0-20200217195037-68fc5150bcd5
@@ -222,7 +223,6 @@ require (
 	github.com/aws/smithy-go v1.20.4 // indirect
 	github.com/beorn7/perks v1.0.1 // indirect
 	github.com/bmatcuk/doublestar/v4 v4.7.1 // indirect
-	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/chai2010/gettext-go v1.0.2 // indirect
 	github.com/cloudfoundry-community/go-cfclient v0.0.0-20190808214049-35bcce23fc5f // indirect
 	github.com/cloudfoundry/noaa v2.1.0+incompatible // indirect
diff --git a/internal/pkg/agent/transpiler/ast.go b/internal/pkg/agent/transpiler/ast.go
index 149818d502b..c92417aff38 100644
--- a/internal/pkg/agent/transpiler/ast.go
+++ b/internal/pkg/agent/transpiler/ast.go
@@ -5,7 +5,6 @@
 package transpiler
 
 import (
-	"bytes"
 	"crypto/sha256"
 	"encoding/base64"
 	"fmt"
@@ -14,6 +13,8 @@ import (
 	"strconv"
 	"strings"
 
+	"github.com/cespare/xxhash/v2"
+
 	"github.com/elastic/elastic-agent/internal/pkg/eql"
 )
 
@@ -58,6 +59,9 @@ type Node interface {
 	// Hash compute a sha256 hash of the current node and recursively call any children.
 	Hash() []byte
 
+	// Hash64With recursively computes the given hash for the Node and its children
+	Hash64With(h *xxhash.Digest) error
+
 	// Vars adds to the array with the variables identified in the node. Returns the array in-case
 	// the capacity of the array had to be changed.
 	Vars([]string) []string
@@ -166,6 +170,16 @@ func (d *Dict) Hash() []byte {
 	return h.Sum(nil)
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (d *Dict) Hash64With(h *xxhash.Digest) error {
+	for _, v := range d.value {
+		if err := v.Hash64With(h); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
 // Vars returns a list of all variables referenced in the dictionary.
 func (d *Dict) Vars(vars []string) []string {
 	for _, v := range d.value {
@@ -290,6 +304,17 @@ func (k *Key) Hash() []byte {
 	return h.Sum(nil)
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (k *Key) Hash64With(h *xxhash.Digest) error {
+	if _, err := h.WriteString(k.name); err != nil {
+		return err
+	}
+	if k.value != nil {
+		return k.value.Hash64With(h)
+	}
+	return nil
+}
+
 // Vars returns a list of all variables referenced in the value.
 func (k *Key) Vars(vars []string) []string {
 	if k.value == nil {
@@ -373,6 +398,16 @@ func (l *List) Hash() []byte {
 	return h.Sum(nil)
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (l *List) Hash64With(h *xxhash.Digest) error {
+	for _, v := range l.value {
+		if err := v.Hash64With(h); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
 // Find takes an index and return the values at that index.
 func (l *List) Find(idx string) (Node, bool) {
 	i, err := strconv.Atoi(idx)
@@ -501,6 +536,12 @@ func (s *StrVal) Hash() []byte {
 	return []byte(s.value)
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (s *StrVal) Hash64With(h *xxhash.Digest) error {
+	_, err := h.WriteString(s.value)
+	return err
+}
+
 // Vars returns a list of all variables referenced in the string.
 func (s *StrVal) Vars(vars []string) []string {
 	// errors are ignored (if there is an error determine the vars it will also error computing the policy)
@@ -577,6 +618,12 @@ func (s *IntVal) Hash() []byte {
 	return []byte(s.String())
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (s *IntVal) Hash64With(h *xxhash.Digest) error {
+	_, err := h.WriteString(s.String())
+	return err
+}
+
 // Processors returns any linked processors that are now connected because of Apply.
 func (s *IntVal) Processors() Processors {
 	return s.processors
@@ -628,6 +675,12 @@ func (s *UIntVal) Hash() []byte {
 	return []byte(s.String())
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (s *UIntVal) Hash64With(h *xxhash.Digest) error {
+	_, err := h.WriteString(s.String())
+	return err
+}
+
 // Vars does nothing. Cannot have variable in an UIntVal.
 func (s *UIntVal) Vars(vars []string) []string {
 	return vars
@@ -687,7 +740,18 @@ func (s *FloatVal) ShallowClone() Node {
 
 // Hash return a string representation of the value, we try to return the minimal precision we can.
 func (s *FloatVal) Hash() []byte {
-	return []byte(strconv.FormatFloat(s.value, 'f', -1, 64))
+	return []byte(s.hashString())
+}
+
+// Hash64With recursively computes the given hash for the Node and its children
+func (s *FloatVal) Hash64With(h *xxhash.Digest) error {
+	_, err := h.WriteString(s.hashString())
+	return err
+}
+
+// hashString returns a string representation of s suitable for hashing.
+func (s *FloatVal) hashString() string {
+	return strconv.FormatFloat(s.value, 'f', -1, 64)
 }
 
 // Vars does nothing. Cannot have variable in an FloatVal.
@@ -757,6 +821,18 @@ func (s *BoolVal) Hash() []byte {
 	return falseVal
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (s *BoolVal) Hash64With(h *xxhash.Digest) error {
+	var encodedBool []byte
+	if s.value {
+		encodedBool = trueVal
+	} else {
+		encodedBool = falseVal
+	}
+	_, err := h.Write(encodedBool)
+	return err
+}
+
 // Vars does nothing. Cannot have variable in an BoolVal.
 func (s *BoolVal) Vars(vars []string) []string {
 	return vars
@@ -877,6 +953,11 @@ func (a *AST) Hash() []byte {
 	return a.root.Hash()
 }
 
+// Hash64With recursively computes the given hash for the Node and its children
+func (a *AST) Hash64With(h *xxhash.Digest) error {
+	return a.root.Hash64With(h)
+}
+
 // HashStr return the calculated hash as a base64 url encoded string.
 func (a *AST) HashStr() string {
 	return base64.URLEncoding.EncodeToString(a.root.Hash())
@@ -887,7 +968,13 @@ func (a *AST) Equal(other *AST) bool {
 	if a.root == nil || other.root == nil {
 		return a.root == other.root
 	}
-	return bytes.Equal(a.Hash(), other.Hash())
+	hasher := xxhash.New()
+	_ = a.Hash64With(hasher)
+	thisHash := hasher.Sum64()
+	hasher.Reset()
+	_ = other.Hash64With(hasher)
+	otherHash := hasher.Sum64()
+	return thisHash == otherHash
 }
 
 // Lookup looks for a value from the AST.
diff --git a/internal/pkg/agent/transpiler/utils.go b/internal/pkg/agent/transpiler/utils.go
index 05ee174f4d3..2d2eb41ab3e 100644
--- a/internal/pkg/agent/transpiler/utils.go
+++ b/internal/pkg/agent/transpiler/utils.go
@@ -7,6 +7,8 @@ package transpiler
 import (
 	"errors"
 	"fmt"
+
+	"github.com/cespare/xxhash/v2"
 )
 
 const (
@@ -23,7 +25,8 @@ func RenderInputs(inputs Node, varsArray []*Vars) (Node, error) {
 		return nil, fmt.Errorf("inputs must be an array")
 	}
 	var nodes []varIDMap
-	nodesMap := map[string]*Dict{}
+	nodesMap := map[uint64]*Dict{}
+	hasher := xxhash.New()
 	for _, vars := range varsArray {
 		for _, node := range l.Value().([]Node) {
 			dict, ok := node.Clone().(*Dict)
@@ -55,7 +58,9 @@ func RenderInputs(inputs Node, varsArray []*Vars) (Node, error) {
 					continue
 				}
 			}
-			hash := string(dict.Hash())
+			hasher.Reset()
+			_ = dict.Hash64With(hasher)
+			hash := hasher.Sum64()
 			_, exists := nodesMap[hash]
 			if !exists {
 				nodesMap[hash] = dict