diff --git a/api/proto/teleport/legacy/types/types.proto b/api/proto/teleport/legacy/types/types.proto
index 8167f6cc8b7..3b9d92c62b2 100644
--- a/api/proto/teleport/legacy/types/types.proto
+++ b/api/proto/teleport/legacy/types/types.proto
@@ -5850,6 +5850,8 @@ message ServerInfoSpecV1 {
   }
   // AWS matches an EC2 instance.
   AWSInfo AWS = 1 [(gogoproto.jsontag) = "aws,omitempty"];
+  // NewLabels is the set of labels to add to nodes matching this ServerInfo.
+  map<string, string> NewLabels = 2 [(gogoproto.jsontag) = "new_labels,omitempty"];
 }
 
 // JamfSpecV1 is the base configuration for the Jamf MDM service.
diff --git a/api/types/server_info.go b/api/types/server_info.go
index 702d8b19ac5..b95d093bca8 100644
--- a/api/types/server_info.go
+++ b/api/types/server_info.go
@@ -28,6 +28,10 @@ import (
 type ServerInfo interface {
 	// ResourceWithLabels provides common resource headers
 	ResourceWithLabels
+	// GetNewLabels gets the labels to apply to matched Nodes.
+	GetNewLabels() map[string]string
+	// SetNewLabels sets the labels to apply to matched Nodes.
+	SetNewLabels(map[string]string)
 }
 
 // NewServerInfo creates an instance of ServerInfo.
@@ -141,6 +145,16 @@ func (s *ServerInfoV1) MatchSearch(searchValues []string) bool {
 	return MatchSearch(fieldVals, searchValues, nil)
 }
 
+// GetNewLabels gets the labels to apply to matched Nodes.
+func (s *ServerInfoV1) GetNewLabels() map[string]string {
+	return s.Spec.NewLabels
+}
+
+// SetNewLabels sets the labels to apply to matched Nodes.
+func (s *ServerInfoV1) SetNewLabels(labels map[string]string) {
+	s.Spec.NewLabels = labels
+}
+
 func (s *ServerInfoV1) setStaticFields() {
 	s.Kind = KindServerInfo
 	s.Version = V1
diff --git a/api/types/types.pb.go b/api/types/types.pb.go
index 696a9e7aeba..ce24c832381 100644
--- a/api/types/types.pb.go
+++ b/api/types/types.pb.go
@@ -15669,10 +15669,12 @@ var xxx_messageInfo_ServerInfoV1 proto.InternalMessageInfo
 // ServerInfoSpecV1 contains fields used to match Nodes to this ServerInfo.
 type ServerInfoSpecV1 struct {
 	// AWS matches an EC2 instance.
-	AWS                  *ServerInfoSpecV1_AWSInfo `protobuf:"bytes,1,opt,name=AWS,proto3" json:"aws,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}                  `json:"-"`
-	XXX_unrecognized     []byte                    `json:"-"`
-	XXX_sizecache        int32                     `json:"-"`
+	AWS *ServerInfoSpecV1_AWSInfo `protobuf:"bytes,1,opt,name=AWS,proto3" json:"aws,omitempty"`
+	// NewLabels is the set of labels to add to nodes matching this ServerInfo.
+	NewLabels            map[string]string `protobuf:"bytes,2,rep,name=NewLabels,proto3" json:"new_labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	XXX_NoUnkeyedLiteral struct{}          `json:"-"`
+	XXX_unrecognized     []byte            `json:"-"`
+	XXX_sizecache        int32             `json:"-"`
 }
 
 func (m *ServerInfoSpecV1) Reset()         { *m = ServerInfoSpecV1{} }
@@ -16569,6 +16571,7 @@ func init() {
 	proto.RegisterType((*WatchStatusSpecV1)(nil), "types.WatchStatusSpecV1")
 	proto.RegisterType((*ServerInfoV1)(nil), "types.ServerInfoV1")
 	proto.RegisterType((*ServerInfoSpecV1)(nil), "types.ServerInfoSpecV1")
+	proto.RegisterMapType((map[string]string)(nil), "types.ServerInfoSpecV1.NewLabelsEntry")
 	proto.RegisterType((*ServerInfoSpecV1_AWSInfo)(nil), "types.ServerInfoSpecV1.AWSInfo")
 	proto.RegisterType((*JamfSpecV1)(nil), "types.JamfSpecV1")
 	proto.RegisterType((*JamfInventoryEntry)(nil), "types.JamfInventoryEntry")
@@ -16584,1403 +16587,1405 @@ func init() {
 func init() { proto.RegisterFile("teleport/legacy/types/types.proto", fileDescriptor_9198ee693835762e) }
 
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+	0x42, 0x1c, 0x57, 0x2a, 0xe5, 0xea, 0xc6, 0x4a, 0x61, 0x98, 0x75, 0xfb, 0x52, 0xf5, 0xee, 0x52,
+	0x01, 0xae, 0x7e, 0x95, 0xad, 0xa3, 0x18, 0x27, 0xbe, 0x72, 0xa7, 0x28, 0x1b, 0xca, 0x3a, 0x87,
+	0x87, 0xcb, 0x55, 0xea, 0x75, 0x6e, 0x6c, 0x3c, 0x0f, 0x73, 0xe2, 0x87, 0x55, 0x5c, 0x2d, 0x5b,
+	0x4b, 0x45, 0xb3, 0xbc, 0x55, 0x34, 0x59, 0xb7, 0x7c, 0x50, 0xc8, 0x62, 0xff, 0x2a, 0x10, 0x6b,
+	0x7d, 0x6d, 0xa3, 0xb4, 0x54, 0xc8, 0x5d, 0x75, 0xa0, 0x90, 0xf4, 0x15, 0xec, 0xb2, 0xdf, 0x9a,
+	0x1b, 0xab, 0xab, 0x7c, 0xd4, 0xa7, 0x61, 0x7c, 0x6d, 0x7d, 0xa9, 0x62, 0x8a, 0xd0, 0x44, 0x8c,
+	0x45, 0xdc, 0x58, 0x2d, 0x6e, 0xac, 0x2f, 0xad, 0x99, 0xd5, 0xaf, 0xb0, 0xe1, 0x27, 0x73, 0x30,
+	0x5b, 0x5f, 0x2e, 0x96, 0xee, 0x5b, 0xab, 0x6b, 0xeb, 0x56, 0x75, 0xd5, 0x2a, 0x2d, 0x15, 0x57,
+	0x57, 0x2b, 0xcb, 0x05, 0xb8, 0xfa, 0xcf, 0x33, 0xf0, 0x42, 0x1f, 0x63, 0x18, 0x79, 0x13, 0xae,
+	0x2c, 0x55, 0x8a, 0xe5, 0xe5, 0x4a, 0xbd, 0x6e, 0x31, 0x96, 0x95, 0xd5, 0x75, 0x61, 0x4a, 0xb5,
+	0xea, 0xeb, 0xc5, 0xf5, 0xa4, 0xc4, 0x5c, 0x81, 0x57, 0xfb, 0xa3, 0xc7, 0xc2, 0x7a, 0x19, 0x5e,
+	0xe9, 0x8f, 0x2a, 0x84, 0x37, 0x4b, 0xae, 0xc2, 0xa5, 0xfe, 0x98, 0x91, 0xd0, 0xe7, 0x16, 0xdf,
+	0xfd, 0x9d, 0xdf, 0xbf, 0x70, 0xe2, 0x77, 0xfe, 0xe0, 0x42, 0xe6, 0x77, 0xff, 0xe0, 0x42, 0xe6,
+	0xf7, 0xfe, 0xe0, 0x42, 0xe6, 0x2b, 0xaf, 0x1f, 0x23, 0x79, 0xf4, 0xf6, 0x08, 0xda, 0xea, 0x6f,
+	0xfe, 0x3f, 0x01, 0x00, 0x00, 0xff, 0xff, 0xda, 0xa3, 0xae, 0xd1, 0x1c, 0x53, 0x01, 0x00,
 }
 
 func (this *PluginSpecV1) Equal(that interface{}) bool {
@@ -37255,6 +37260,25 @@ func (m *ServerInfoSpecV1) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 		i -= len(m.XXX_unrecognized)
 		copy(dAtA[i:], m.XXX_unrecognized)
 	}
+	if len(m.NewLabels) > 0 {
+		for k := range m.NewLabels {
+			v := m.NewLabels[k]
+			baseI := i
+			i -= len(v)
+			copy(dAtA[i:], v)
+			i = encodeVarintTypes(dAtA, i, uint64(len(v)))
+			i--
+			dAtA[i] = 0x12
+			i -= len(k)
+			copy(dAtA[i:], k)
+			i = encodeVarintTypes(dAtA, i, uint64(len(k)))
+			i--
+			dAtA[i] = 0xa
+			i = encodeVarintTypes(dAtA, i, uint64(baseI-i))
+			i--
+			dAtA[i] = 0x12
+		}
+	}
 	if m.AWS != nil {
 		{
 			size, err := m.AWS.MarshalToSizedBuffer(dAtA[:i])
@@ -46339,6 +46363,14 @@ func (m *ServerInfoSpecV1) Size() (n int) {
 		l = m.AWS.Size()
 		n += 1 + l + sovTypes(uint64(l))
 	}
+	if len(m.NewLabels) > 0 {
+		for k, v := range m.NewLabels {
+			_ = k
+			_ = v
+			mapEntrySize := 1 + len(k) + sovTypes(uint64(len(k))) + 1 + len(v) + sovTypes(uint64(len(v)))
+			n += mapEntrySize + 1 + sovTypes(uint64(mapEntrySize))
+		}
+	}
 	if m.XXX_unrecognized != nil {
 		n += len(m.XXX_unrecognized)
 	}
@@ -101925,6 +101957,133 @@ func (m *ServerInfoSpecV1) Unmarshal(dAtA []byte) error {
 				return err
 			}
 			iNdEx = postIndex
+		case 2:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field NewLabels", wireType)
+			}
+			var msglen int
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowTypes
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				msglen |= int(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			if msglen < 0 {
+				return ErrInvalidLengthTypes
+			}
+			postIndex := iNdEx + msglen
+			if postIndex < 0 {
+				return ErrInvalidLengthTypes
+			}
+			if postIndex > l {
+				return io.ErrUnexpectedEOF
+			}
+			if m.NewLabels == nil {
+				m.NewLabels = make(map[string]string)
+			}
+			var mapkey string
+			var mapvalue string
+			for iNdEx < postIndex {
+				entryPreIndex := iNdEx
+				var wire uint64
+				for shift := uint(0); ; shift += 7 {
+					if shift >= 64 {
+						return ErrIntOverflowTypes
+					}
+					if iNdEx >= l {
+						return io.ErrUnexpectedEOF
+					}
+					b := dAtA[iNdEx]
+					iNdEx++
+					wire |= uint64(b&0x7F) << shift
+					if b < 0x80 {
+						break
+					}
+				}
+				fieldNum := int32(wire >> 3)
+				if fieldNum == 1 {
+					var stringLenmapkey uint64
+					for shift := uint(0); ; shift += 7 {
+						if shift >= 64 {
+							return ErrIntOverflowTypes
+						}
+						if iNdEx >= l {
+							return io.ErrUnexpectedEOF
+						}
+						b := dAtA[iNdEx]
+						iNdEx++
+						stringLenmapkey |= uint64(b&0x7F) << shift
+						if b < 0x80 {
+							break
+						}
+					}
+					intStringLenmapkey := int(stringLenmapkey)
+					if intStringLenmapkey < 0 {
+						return ErrInvalidLengthTypes
+					}
+					postStringIndexmapkey := iNdEx + intStringLenmapkey
+					if postStringIndexmapkey < 0 {
+						return ErrInvalidLengthTypes
+					}
+					if postStringIndexmapkey > l {
+						return io.ErrUnexpectedEOF
+					}
+					mapkey = string(dAtA[iNdEx:postStringIndexmapkey])
+					iNdEx = postStringIndexmapkey
+				} else if fieldNum == 2 {
+					var stringLenmapvalue uint64
+					for shift := uint(0); ; shift += 7 {
+						if shift >= 64 {
+							return ErrIntOverflowTypes
+						}
+						if iNdEx >= l {
+							return io.ErrUnexpectedEOF
+						}
+						b := dAtA[iNdEx]
+						iNdEx++
+						stringLenmapvalue |= uint64(b&0x7F) << shift
+						if b < 0x80 {
+							break
+						}
+					}
+					intStringLenmapvalue := int(stringLenmapvalue)
+					if intStringLenmapvalue < 0 {
+						return ErrInvalidLengthTypes
+					}
+					postStringIndexmapvalue := iNdEx + intStringLenmapvalue
+					if postStringIndexmapvalue < 0 {
+						return ErrInvalidLengthTypes
+					}
+					if postStringIndexmapvalue > l {
+						return io.ErrUnexpectedEOF
+					}
+					mapvalue = string(dAtA[iNdEx:postStringIndexmapvalue])
+					iNdEx = postStringIndexmapvalue
+				} else {
+					iNdEx = entryPreIndex
+					skippy, err := skipTypes(dAtA[iNdEx:])
+					if err != nil {
+						return err
+					}
+					if (skippy < 0) || (iNdEx+skippy) < 0 {
+						return ErrInvalidLengthTypes
+					}
+					if (iNdEx + skippy) > postIndex {
+						return io.ErrUnexpectedEOF
+					}
+					iNdEx += skippy
+				}
+			}
+			m.NewLabels[mapkey] = mapvalue
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipTypes(dAtA[iNdEx:])
diff --git a/lib/auth/api.go b/lib/auth/api.go
index bc465c0e969..d2ee91d6b89 100644
--- a/lib/auth/api.go
+++ b/lib/auth/api.go
@@ -720,6 +720,8 @@ type DiscoveryAccessPoint interface {
 	UpdateDatabase(ctx context.Context, database types.Database) error
 	// DeleteDatabase deletes a database resource.
 	DeleteDatabase(ctx context.Context, name string) error
+	// UpsertServerInfo upserts a server info resource.
+	UpsertServerInfo(ctx context.Context, si types.ServerInfo) error
 }
 
 // ReadOktaAccessPoint is a read only API interface to be
@@ -1212,6 +1214,11 @@ func (w *DiscoveryWrapper) DeleteDatabase(ctx context.Context, name string) erro
 	return w.NoCache.DeleteDatabase(ctx, name)
 }
 
+// UpsertServerInfo upserts a server info resource.
+func (w *DiscoveryWrapper) UpsertServerInfo(ctx context.Context, si types.ServerInfo) error {
+	return w.NoCache.UpsertServerInfo(ctx, si)
+}
+
 // Close closes all associated resources
 func (w *DiscoveryWrapper) Close() error {
 	err := w.NoCache.Close()
diff --git a/lib/authz/permissions.go b/lib/authz/permissions.go
index ce9b58b1259..08d0d8e72f9 100644
--- a/lib/authz/permissions.go
+++ b/lib/authz/permissions.go
@@ -863,6 +863,7 @@ func definitionForBuiltinRole(clusterName string, recConfig types.SessionRecordi
 						types.NewRule(types.KindNode, services.RO()),
 						types.NewRule(types.KindKubernetesCluster, services.RW()),
 						types.NewRule(types.KindDatabase, services.RW()),
+						types.NewRule(types.KindServerInfo, services.RW()),
 					},
 					// wildcard any cluster available.
 					KubernetesLabels: types.Labels{types.Wildcard: []string{types.Wildcard}},
diff --git a/lib/labels/cloud.go b/lib/labels/cloud.go
index af836a3c337..141ff1c1ad3 100644
--- a/lib/labels/cloud.go
+++ b/lib/labels/cloud.go
@@ -150,7 +150,7 @@ func (l *CloudImporter) Sync(ctx context.Context) error {
 			l.Log.Debugf("Skipping cloud tag %q, not a valid label key.", key)
 			continue
 		}
-		m[formatKey(l.namespace, key)] = value
+		m[FormatCloudLabelKey(l.namespace, key)] = value
 	}
 
 	l.muLabels.Lock()
@@ -180,7 +180,7 @@ func (l *CloudImporter) periodicUpdateLabels(ctx context.Context) {
 	}
 }
 
-// formatKey formats label keys coming from a cloud instance.
-func formatKey(namespace, key string) string {
+// FormatCloudLabelKey formats label keys coming from a cloud instance.
+func FormatCloudLabelKey(namespace, key string) string {
 	return fmt.Sprintf("%s/%s", namespace, key)
 }
diff --git a/lib/srv/discovery/discovery.go b/lib/srv/discovery/discovery.go
index 497f7dd244b..03ea3cc409c 100644
--- a/lib/srv/discovery/discovery.go
+++ b/lib/srv/discovery/discovery.go
@@ -127,6 +127,9 @@ type Server struct {
 	databaseFetchers []common.Fetcher
 	// caRotationCh receives nodes that need to have their CAs rotated.
 	caRotationCh chan []types.Server
+	// reconciler periodically reconciles the labels of discovered instances
+	// with the auth server.
+	reconciler *labelReconciler
 }
 
 // New initializes a discovery Server
@@ -181,6 +184,14 @@ func (s *Server) initAWSWatchers(matchers []types.AWSMatcher) error {
 		s.ec2Installer = server.NewSSMInstaller(server.SSMInstallerConfig{
 			Emitter: s.Emitter,
 		})
+		lr, err := newLabelReconciler(&labelReconcilerConfig{
+			log:         s.Log,
+			accessPoint: s.AccessPoint,
+		})
+		if err != nil {
+			return trace.Wrap(err)
+		}
+		s.reconciler = lr
 	}
 
 	// Add database fetchers.
@@ -391,6 +402,13 @@ func (s *Server) handleEC2Instances(instances *server.EC2Instances) error {
 	if err != nil {
 		return trace.Wrap(err)
 	}
+
+	serverInfos, err := instances.ServerInfos()
+	if err != nil {
+		return trace.Wrap(err)
+	}
+	s.reconciler.queueServerInfos(serverInfos)
+
 	// instances.Rotation is true whenever the instances received need
 	// to be rotated, we don't want to filter out existing OpenSSH nodes as
 	// they all need to have the command run on them
@@ -607,6 +625,7 @@ func (s *Server) handleAzureDiscovery() {
 func (s *Server) Start() error {
 	if s.ec2Watcher != nil {
 		go s.handleEC2Discovery()
+		go s.reconciler.run(s.ctx)
 	}
 	if s.azureWatcher != nil {
 		go s.handleAzureDiscovery()
diff --git a/lib/srv/discovery/discovery_test.go b/lib/srv/discovery/discovery_test.go
index 0dca1c7e364..8ec4ef0efa9 100644
--- a/lib/srv/discovery/discovery_test.go
+++ b/lib/srv/discovery/discovery_test.go
@@ -1580,6 +1580,14 @@ type fakeAccessPoint struct {
 	auth.DiscoveryAccessPoint
 	updateKube     bool
 	updateDatabase bool
+
+	upsertedServerInfos chan types.ServerInfo
+}
+
+func newFakeAccessPoint() *fakeAccessPoint {
+	return &fakeAccessPoint{
+		upsertedServerInfos: make(chan types.ServerInfo),
+	}
 }
 
 func (f *fakeAccessPoint) CreateDatabase(ctx context.Context, database types.Database) error {
@@ -1600,3 +1608,8 @@ func (f *fakeAccessPoint) UpdateKubernetesCluster(ctx context.Context, cluster t
 	f.updateKube = true
 	return nil
 }
+
+func (f *fakeAccessPoint) UpsertServerInfo(ctx context.Context, si types.ServerInfo) error {
+	f.upsertedServerInfos <- si
+	return nil
+}
diff --git a/lib/srv/discovery/reconciler.go b/lib/srv/discovery/reconciler.go
new file mode 100644
index 00000000000..28c2f124875
--- /dev/null
+++ b/lib/srv/discovery/reconciler.go
@@ -0,0 +1,154 @@
+/*
+Copyright 2023 Gravitational, Inc.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package discovery
+
+import (
+	"context"
+	"sync"
+	"time"
+
+	"github.com/gravitational/trace"
+	"github.com/jonboulle/clockwork"
+	"github.com/sirupsen/logrus"
+
+	"github.com/gravitational/teleport/api/types"
+	"github.com/gravitational/teleport/api/utils/retryutils"
+	"github.com/gravitational/teleport/lib/utils"
+)
+
+// minBatchSize is the minimum batch size to send ServerInfos in for discovered
+// instances.
+const minBatchSize = 5
+
+type serverInfoUpserter interface {
+	UpsertServerInfo(ctx context.Context, si types.ServerInfo) error
+}
+
+type labelReconcilerConfig struct {
+	clock       clockwork.Clock
+	log         logrus.FieldLogger
+	accessPoint serverInfoUpserter
+}
+
+func (c *labelReconcilerConfig) checkAndSetDefaults() error {
+	if c.accessPoint == nil {
+		return trace.BadParameter("missing parameter: accessPoint")
+	}
+	if c.clock == nil {
+		c.clock = clockwork.NewRealClock()
+	}
+	if c.log == nil {
+		c.log = logrus.New()
+	}
+	return nil
+}
+
+// labelReconciler periodically reconciles the labels of discovered instances
+// with the auth server.
+type labelReconciler struct {
+	cfg *labelReconcilerConfig
+
+	mu                sync.Mutex
+	discoveredServers map[string]types.ServerInfo
+	serverInfoQueue   []types.ServerInfo
+	lastBatchSize     int
+	jitter            retryutils.Jitter
+}
+
+func newLabelReconciler(cfg *labelReconcilerConfig) (*labelReconciler, error) {
+	if err := cfg.checkAndSetDefaults(); err != nil {
+		return nil, trace.Wrap(err)
+	}
+	return &labelReconciler{
+		cfg:               cfg,
+		discoveredServers: make(map[string]types.ServerInfo),
+		serverInfoQueue:   make([]types.ServerInfo, 0, minBatchSize),
+		lastBatchSize:     minBatchSize,
+		jitter:            retryutils.NewSeventhJitter(),
+	}, nil
+}
+
+// getUpsertBatchSize calculates the size of batch to upsert ServerInfos in.
+//
+// Batches are sent once per second, and the goal is to upsert all ServerInfos
+// within 15 minutes.
+func getUpsertBatchSize(queueLen, lastBatchSize int) int {
+	batchSize := lastBatchSize
+	// Increase batch size so that all upserts can finish within 15 minutes.
+	if dynamicBatchSize := (queueLen / 900) + 1; dynamicBatchSize > batchSize {
+		batchSize = dynamicBatchSize
+	}
+	if batchSize < minBatchSize {
+		batchSize = minBatchSize
+	}
+	if batchSize > queueLen {
+		batchSize = queueLen
+	}
+	return batchSize
+}
+
+func (r *labelReconciler) run(ctx context.Context) {
+	for ctx.Err() == nil {
+		select {
+		case <-r.cfg.clock.After(time.Second):
+			r.mu.Lock()
+			if len(r.serverInfoQueue) == 0 {
+				r.mu.Unlock()
+				continue
+			}
+
+			batchSize := getUpsertBatchSize(len(r.serverInfoQueue), r.lastBatchSize)
+			r.lastBatchSize = batchSize
+			batch := r.serverInfoQueue[:batchSize]
+			r.serverInfoQueue = r.serverInfoQueue[batchSize:]
+
+			for _, si := range batch {
+				if err := r.cfg.accessPoint.UpsertServerInfo(ctx, si); err != nil {
+					r.cfg.log.WithError(err).Error("Failed to upsert server info.")
+					// Allow the server info to be queued again.
+					delete(r.discoveredServers, si.GetName())
+				}
+			}
+			r.mu.Unlock()
+		case <-ctx.Done():
+			return
+		}
+	}
+}
+
+// queueServerInfos queues a list of ServerInfos to be upserted.
+func (r *labelReconciler) queueServerInfos(serverInfos []types.ServerInfo) {
+	r.mu.Lock()
+	defer r.mu.Unlock()
+
+	now := r.cfg.clock.Now()
+	for _, si := range serverInfos {
+		existingInfo, ok := r.discoveredServers[si.GetName()]
+		// ServerInfos should be upserted if
+		//   - the instance is new
+		//   - the instance's labels have changed
+		//   - the existing ServerInfo will expire within 30 minutes
+		if !ok ||
+			!utils.StringMapsEqual(si.GetNewLabels(), existingInfo.GetNewLabels()) ||
+			existingInfo.Expiry().Before(now.Add(30*time.Minute)) {
+
+			si.SetExpiry(now.Add(r.jitter(90 * time.Minute)))
+			r.discoveredServers[si.GetName()] = si
+			r.serverInfoQueue = append(r.serverInfoQueue, si)
+		}
+	}
+}
diff --git a/lib/srv/discovery/reconciler_test.go b/lib/srv/discovery/reconciler_test.go
new file mode 100644
index 00000000000..111bd618f3f
--- /dev/null
+++ b/lib/srv/discovery/reconciler_test.go
@@ -0,0 +1,207 @@
+/*
+Copyright 2023 Gravitational, Inc.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package discovery
+
+import (
+	"context"
+	"fmt"
+	"testing"
+	"time"
+
+	"github.com/google/go-cmp/cmp"
+	"github.com/google/go-cmp/cmp/cmpopts"
+	"github.com/jonboulle/clockwork"
+	"github.com/stretchr/testify/require"
+
+	"github.com/gravitational/teleport/api/types"
+)
+
+func TestGetUpsertBatchSize(t *testing.T) {
+	t.Parallel()
+	tests := []struct {
+		name              string
+		queueLen          int
+		lastBatchSize     int
+		expectedBatchSize int
+	}{
+		{
+			name:              "small batches",
+			queueLen:          100,
+			lastBatchSize:     0,
+			expectedBatchSize: minBatchSize,
+		},
+		{
+			name:              "continue previous batch size",
+			queueLen:          100,
+			lastBatchSize:     20,
+			expectedBatchSize: 20,
+		},
+		{
+			name:              "large batches",
+			queueLen:          10000,
+			lastBatchSize:     0,
+			expectedBatchSize: 12,
+		},
+		{
+			name:              "larger batch than previous",
+			queueLen:          10000,
+			lastBatchSize:     10,
+			expectedBatchSize: 12,
+		},
+		{
+			name:              "last batch larger than queue size",
+			queueLen:          10,
+			lastBatchSize:     15,
+			expectedBatchSize: 10,
+		},
+		{
+			name:              "short queue",
+			queueLen:          3,
+			lastBatchSize:     0,
+			expectedBatchSize: 3,
+		},
+	}
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			require.Equal(t, tc.expectedBatchSize, getUpsertBatchSize(tc.queueLen, tc.lastBatchSize))
+		})
+	}
+}
+
+func generateServerInfos(t *testing.T, n int) []types.ServerInfo {
+	serverInfos := make([]types.ServerInfo, 0, n)
+	for i := 0; i < n; i++ {
+		si, err := types.NewServerInfo(types.Metadata{
+			Name:   fmt.Sprintf("instance-%d", i),
+			Labels: map[string]string{"foo": "bar"},
+		}, types.ServerInfoSpecV1{})
+		require.NoError(t, err)
+		serverInfos = append(serverInfos, si)
+	}
+	return serverInfos
+}
+
+func initLabelReconcilerForTests(t *testing.T, clock clockwork.Clock) (*labelReconciler, *fakeAccessPoint) {
+	ap := newFakeAccessPoint()
+	lr, err := newLabelReconciler(&labelReconcilerConfig{
+		clock:       clock,
+		accessPoint: ap,
+	})
+	require.NoError(t, err)
+	return lr, ap
+}
+
+func TestLabelReconciler(t *testing.T) {
+	t.Parallel()
+	clock := clockwork.NewFakeClock()
+	lr, ap := initLabelReconcilerForTests(t, clock)
+	ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
+	t.Cleanup(cancel)
+	go lr.run(ctx)
+
+	serverInfos := generateServerInfos(t, 25)
+	lr.queueServerInfos(serverInfos)
+	b := minBatchSize
+
+	for i := 0; i < 5; i++ {
+		clock.BlockUntil(1)
+		clock.Advance(time.Second)
+		var upsertedServerInfos []types.ServerInfo
+	outer:
+		for {
+			select {
+			case si := <-ap.upsertedServerInfos:
+				upsertedServerInfos = append(upsertedServerInfos, si)
+			case <-time.After(10 * time.Millisecond):
+				break outer
+			case <-ctx.Done():
+				require.Fail(t, "timed out waiting for server infos")
+			}
+		}
+		require.Len(t, upsertedServerInfos, b)
+		require.Equal(t, serverInfos[b*i:b*(i+1)], upsertedServerInfos)
+	}
+}
+
+func TestQueueServerInfos(t *testing.T) {
+	t.Parallel()
+	clock := clockwork.NewFakeClock()
+	nearFuture := clock.Now().Add(10 * time.Minute)
+	farFuture := clock.Now().Add(time.Hour)
+
+	newServerInfo := func(mod func(si types.ServerInfo)) types.ServerInfo {
+		defaultServerInfo, err := types.NewServerInfo(types.Metadata{
+			Name:    "default",
+			Labels:  map[string]string{"foo": "bar"},
+			Expires: &farFuture,
+		}, types.ServerInfoSpecV1{})
+		require.NoError(t, err)
+
+		if mod != nil {
+			mod(defaultServerInfo)
+		}
+		return defaultServerInfo
+	}
+
+	defaultServerInfos := []types.ServerInfo{newServerInfo(nil)}
+
+	tests := []struct {
+		name          string
+		existingInfos []types.ServerInfo
+		newInfos      []types.ServerInfo
+		expectedInfos []types.ServerInfo
+	}{
+		{
+			name:          "new info",
+			newInfos:      defaultServerInfos,
+			expectedInfos: defaultServerInfos,
+		},
+		{
+			name:          "ignore existing info",
+			existingInfos: defaultServerInfos,
+			newInfos:      defaultServerInfos,
+			expectedInfos: []types.ServerInfo{},
+		},
+		{
+			name: "re-queue updated labels",
+			existingInfos: []types.ServerInfo{newServerInfo(func(si types.ServerInfo) {
+				si.SetNewLabels(map[string]string{"foo": "baz"})
+			})},
+			newInfos:      defaultServerInfos,
+			expectedInfos: defaultServerInfos,
+		},
+		{
+			name: "re-queue expiring soon",
+			existingInfos: []types.ServerInfo{newServerInfo(func(si types.ServerInfo) {
+				si.SetExpiry(nearFuture)
+			})},
+			newInfos:      defaultServerInfos,
+			expectedInfos: defaultServerInfos,
+		},
+	}
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			lr, _ := initLabelReconcilerForTests(t, clock)
+			for _, si := range tc.existingInfos {
+				lr.discoveredServers[si.GetName()] = si
+			}
+			lr.queueServerInfos(tc.newInfos)
+			require.Empty(t, cmp.Diff(tc.expectedInfos, lr.serverInfoQueue,
+				cmpopts.IgnoreFields(types.Metadata{}, "Expires")))
+		})
+	}
+}
diff --git a/lib/srv/server/ec2_watcher.go b/lib/srv/server/ec2_watcher.go
index e04c068dfd6..024144f4aa5 100644
--- a/lib/srv/server/ec2_watcher.go
+++ b/lib/srv/server/ec2_watcher.go
@@ -29,6 +29,7 @@ import (
 
 	"github.com/gravitational/teleport/api/types"
 	"github.com/gravitational/teleport/lib/cloud"
+	"github.com/gravitational/teleport/lib/labels"
 	"github.com/gravitational/teleport/lib/srv/db/common"
 )
 
@@ -62,12 +63,20 @@ type EC2Instances struct {
 // discovered.
 type EC2Instance struct {
 	InstanceID string
+	Tags       map[string]string
 }
 
-func toEC2Instance(inst *ec2.Instance) EC2Instance {
-	return EC2Instance{
-		InstanceID: aws.StringValue(inst.InstanceId),
+func toEC2Instance(originalInst *ec2.Instance) EC2Instance {
+	inst := EC2Instance{
+		InstanceID: aws.StringValue(originalInst.InstanceId),
+		Tags:       make(map[string]string, len(originalInst.Tags)),
 	}
+	for _, tag := range originalInst.Tags {
+		if key := aws.StringValue(tag.Key); key != "" {
+			inst.Tags[key] = aws.StringValue(tag.Value)
+		}
+	}
+	return inst
 }
 
 // ToEC2Instances converts aws []*ec2.Instance to []EC2Instance
@@ -81,6 +90,34 @@ func ToEC2Instances(insts []*ec2.Instance) []EC2Instance {
 
 }
 
+// ServerInfos creates a ServerInfo resource for each discovered instance.
+func (i *EC2Instances) ServerInfos() ([]types.ServerInfo, error) {
+	serverInfos := make([]types.ServerInfo, 0, len(i.Instances))
+	for _, instance := range i.Instances {
+		name := i.AccountID + "-" + instance.InstanceID
+		tags := make(map[string]string, len(instance.Tags))
+		for k, v := range instance.Tags {
+			tags[labels.FormatCloudLabelKey(labels.AWSLabelNamespace, k)] = v
+		}
+
+		si, err := types.NewServerInfo(types.Metadata{
+			Name: name,
+		}, types.ServerInfoSpecV1{
+			AWS: &types.ServerInfoSpecV1_AWSInfo{
+				AccountID:  i.AccountID,
+				InstanceID: instance.InstanceID,
+			},
+			NewLabels: tags,
+		})
+		if err != nil {
+			return nil, trace.Wrap(err)
+		}
+		serverInfos = append(serverInfos, si)
+	}
+
+	return serverInfos, nil
+}
+
 // NewEC2Watcher creates a new EC2 watcher instance.
 func NewEC2Watcher(ctx context.Context, matchers []types.AWSMatcher, clients cloud.Clients, missedRotation <-chan []types.Server) (*Watcher, error) {
 	cancelCtx, cancelFn := context.WithCancel(ctx)
diff --git a/lib/srv/server/ec2_watcher_test.go b/lib/srv/server/ec2_watcher_test.go
index d440c4bd684..860e9829737 100644
--- a/lib/srv/server/ec2_watcher_test.go
+++ b/lib/srv/server/ec2_watcher_test.go
@@ -24,6 +24,7 @@ import (
 	"github.com/aws/aws-sdk-go/aws/request"
 	"github.com/aws/aws-sdk-go/service/ec2"
 	"github.com/aws/aws-sdk-go/service/ec2/ec2iface"
+	"github.com/google/go-cmp/cmp"
 	"github.com/stretchr/testify/require"
 
 	"github.com/gravitational/teleport/api/types"
@@ -233,3 +234,32 @@ func TestEC2Watcher(t *testing.T) {
 		Parameters: map[string]string{"token": "", "scriptName": ""},
 	}, *result.EC2Instances)
 }
+
+func TestConvertEC2InstancesToServerInfos(t *testing.T) {
+	t.Parallel()
+	expected, err := types.NewServerInfo(types.Metadata{
+		Name: "myaccount-myinstance",
+	}, types.ServerInfoSpecV1{
+		AWS: &types.ServerInfoSpecV1_AWSInfo{
+			AccountID:  "myaccount",
+			InstanceID: "myinstance",
+		},
+		NewLabels: map[string]string{"aws/foo": "bar"},
+	})
+	require.NoError(t, err)
+
+	ec2Instances := &EC2Instances{
+		AccountID: "myaccount",
+		Instances: []EC2Instance{
+			{
+				InstanceID: "myinstance",
+				Tags:       map[string]string{"foo": "bar"},
+			},
+		},
+	}
+	serverInfos, err := ec2Instances.ServerInfos()
+	require.NoError(t, err)
+	require.Len(t, serverInfos, 1)
+
+	require.Empty(t, cmp.Diff(expected, serverInfos[0]))
+}