diff --git a/go.mod b/go.mod
index 881e3cfc..a9cbc3a0 100644
--- a/go.mod
+++ b/go.mod
@@ -35,7 +35,7 @@ require (
 	github.com/mattn/go-isatty v0.0.13 // indirect
 	github.com/micromdm/scep/v2 v2.1.0
 	github.com/miekg/pkcs11 v1.1.1 // indirect
-	github.com/newrelic/go-agent v3.18.0+incompatible
+	github.com/newrelic/go-agent/v3 v3.18.0
 	github.com/pkg/errors v0.9.1
 	github.com/rs/xid v1.2.1
 	github.com/sirupsen/logrus v1.8.1
diff --git a/go.sum b/go.sum
index 2038dcf3..b7fecfa4 100644
--- a/go.sum
+++ b/go.sum
@@ -633,8 +633,8 @@ github.com/nats-io/nkeys v0.1.0/go.mod h1:xpnFELMwJABBLVhffcfd1MZx6VsNRFpEugbxzi
 github.com/nats-io/nkeys v0.1.3/go.mod h1:xpnFELMwJABBLVhffcfd1MZx6VsNRFpEugbxziKVo7w=
 github.com/nats-io/nuid v1.0.1/go.mod h1:19wcPz3Ph3q0Jbyiqsd0kePYG7A95tJPxeL+1OSON2c=
 github.com/nbrownus/go-metrics-prometheus v0.0.0-20210712211119-974a6260965f/go.mod h1:nwPd6pDNId/Xi16qtKrFHrauSwMNuvk+zcjk89wrnlA=
-github.com/newrelic/go-agent v3.18.0+incompatible h1:0MUUHr33A9yIhTZh98JaqWV26iFezRABqicL8MQAYTM=
-github.com/newrelic/go-agent v3.18.0+incompatible/go.mod h1:a8Fv1b/fYhFSReoTU6HDkTYIMZeSVNffmoS726Y0LzQ=
+github.com/newrelic/go-agent/v3 v3.18.0 h1:AOR3hhF2ZVE0yfvNPuOaEhEvNMYyIfEBY8EizQpnt7g=
+github.com/newrelic/go-agent/v3 v3.18.0/go.mod h1:BFJOlbZWRlPTXKYIC1TTTtQKTnYntEJaU0VU507hDc0=
 github.com/nishanths/predeclared v0.0.0-20200524104333-86fad755b4d3/go.mod h1:nt3d53pc1VYcphSCIaYAJtnPYnr3Zyn8fMq2wvPGPso=
 github.com/oklog/oklog v0.3.2/go.mod h1:FCV+B7mhrz4o+ueLpx+KqkyXRGMWOYEvfiXtdGtbWGs=
 github.com/oklog/run v1.0.0 h1:Ru7dDtJNOyC66gQ5dQmaCa0qIsAUFY3sFpK1Xk8igrw=
diff --git a/monitoring/monitoring.go b/monitoring/monitoring.go
index 2dda4840..a0d0886b 100644
--- a/monitoring/monitoring.go
+++ b/monitoring/monitoring.go
@@ -7,7 +7,7 @@ import (
 	"strconv"
 	"strings"
 
-	newrelic "github.com/newrelic/go-agent"
+	"github.com/newrelic/go-agent/v3/newrelic"
 	"github.com/pkg/errors"
 	"github.com/smallstep/certificates/logging"
 )
@@ -41,7 +41,10 @@ func New(raw json.RawMessage) (*Monitoring, error) {
 	m := new(Monitoring)
 	switch strings.ToLower(config.Type) {
 	case "", "newrelic":
-		app, err := newrelic.NewApplication(newrelic.NewConfig(config.Name, config.Key))
+		app, err := newrelic.NewApplication(
+			newrelic.ConfigAppName(config.Name),
+			newrelic.ConfigLicense(config.Key),
+		)
 		if err != nil {
 			return nil, errors.Wrap(err, "error loading New Relic application")
 		}
@@ -58,13 +61,16 @@ func (m *Monitoring) Middleware(next http.Handler) http.Handler {
 	return m.middleware(next)
 }
 
-func newRelicMiddleware(app newrelic.Application) Middleware {
+func newRelicMiddleware(app *newrelic.Application) Middleware {
 	return func(next http.Handler) http.Handler {
 		return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 			// Start transaction
-			txn := app.StartTransaction(transactionName(r), w, r)
+			txn := app.StartTransaction(transactionName(r))
 			defer txn.End()
 
+			w = txn.SetWebResponse(w)
+			txn.SetWebRequestHTTP(r)
+
 			// Wrap request writer if necessary
 			rw := logging.NewResponseLogger(w)