diff --git a/azure/backend.go b/azure/backend.go
index cf3467ea..7b7204e8 100644
--- a/azure/backend.go
+++ b/azure/backend.go
@@ -159,9 +159,10 @@ func (cs *aciContainerService) Run(ctx context.Context, r containers.ContainerCo
 		Config: types.Config{
 			Services: []types.ServiceConfig{
 				{
-					Name:  singleContainerName,
-					Image: r.Image,
-					Ports: ports,
+					Name:   singleContainerName,
+					Image:  r.Image,
+					Ports:  ports,
+					Labels: r.Labels,
 				},
 			},
 		},
diff --git a/cli/cmd/run/run.go b/cli/cmd/run/run.go
index fcd2a4a7..369b4ebd 100644
--- a/cli/cmd/run/run.go
+++ b/cli/cmd/run/run.go
@@ -53,6 +53,7 @@ func Command() *cobra.Command {
 
 	cmd.Flags().StringArrayVarP(&opts.Publish, "publish", "p", []string{}, "Publish a container's port(s). [HOST_PORT:]CONTAINER_PORT")
 	cmd.Flags().StringVar(&opts.Name, "name", getRandomName(), "Assign a name to the container")
+	cmd.Flags().StringArrayVarP(&opts.Labels, "label", "l", []string{}, "Set meta data on a container")
 
 	return cmd
 }
diff --git a/cli/options/run/opts.go b/cli/options/run/opts.go
index ef7aa37f..73ce7983 100644
--- a/cli/options/run/opts.go
+++ b/cli/options/run/opts.go
@@ -1,7 +1,9 @@
 package run
 
 import (
+	"fmt"
 	"strconv"
+	"strings"
 
 	"github.com/docker/go-connections/nat"
 
@@ -12,6 +14,7 @@ import (
 type Opts struct {
 	Name    string
 	Publish []string
+	Labels  []string
 }
 
 // ToContainerConfig convert run options to a container configuration
@@ -21,10 +24,16 @@ func (r *Opts) ToContainerConfig(image string) (containers.ContainerConfig, erro
 		return containers.ContainerConfig{}, err
 	}
 
+	labels, err := toLabels(r.Labels)
+	if err != nil {
+		return containers.ContainerConfig{}, err
+	}
+
 	return containers.ContainerConfig{
-		ID:    r.Name,
-		Image: image,
-		Ports: publish,
+		ID:     r.Name,
+		Image:  image,
+		Ports:  publish,
+		Labels: labels,
 	}, nil
 }
 
@@ -59,3 +68,16 @@ func (r *Opts) toPorts() ([]containers.Port, error) {
 
 	return result, nil
 }
+
+func toLabels(labels []string) (map[string]string, error) {
+	result := map[string]string{}
+	for _, label := range labels {
+		parts := strings.Split(label, "=")
+		if len(parts) != 2 {
+			return nil, fmt.Errorf("wrong label format %q", label)
+		}
+		result[parts[0]] = parts[1]
+	}
+
+	return result, nil
+}
diff --git a/cli/options/run/opts_test.go b/cli/options/run/opts_test.go
index 2526d410..b2e4f4ee 100644
--- a/cli/options/run/opts_test.go
+++ b/cli/options/run/opts_test.go
@@ -1,6 +1,7 @@
 package run
 
 import (
+	"errors"
 	"testing"
 
 	"github.com/stretchr/testify/assert"
@@ -97,6 +98,48 @@ func (s *RunOptsSuite) TestPortParse() {
 	}
 }
 
+func (s *RunOptsSuite) TestLabels() {
+	testCases := []struct {
+		in            []string
+		expected      map[string]string
+		expectedError error
+	}{
+		{
+			in: []string{"label=value"},
+			expected: map[string]string{
+				"label": "value",
+			},
+			expectedError: nil,
+		},
+		{
+			in: []string{"label=value", "label=value2"},
+			expected: map[string]string{
+				"label": "value2",
+			},
+			expectedError: nil,
+		},
+		{
+			in: []string{"label=value", "label2=value2"},
+			expected: map[string]string{
+				"label":  "value",
+				"label2": "value2",
+			},
+			expectedError: nil,
+		},
+		{
+			in:            []string{"label"},
+			expected:      nil,
+			expectedError: errors.New(`wrong label format "label"`),
+		},
+	}
+
+	for _, testCase := range testCases {
+		result, err := toLabels(testCase.in)
+		assert.Equal(s.T(), testCase.expectedError, err)
+		assert.Equal(s.T(), testCase.expected, result)
+	}
+}
+
 func TestExampleTestSuite(t *testing.T) {
 	suite.Run(t, new(RunOptsSuite))
 }
diff --git a/containers/api.go b/containers/api.go
index feaf84f8..61b4a1b8 100644
--- a/containers/api.go
+++ b/containers/api.go
@@ -40,6 +40,8 @@ type ContainerConfig struct {
 	Image string
 	// Ports provide a list of published ports
 	Ports []Port
+	// Labels set labels to the container
+	Labels map[string]string
 }
 
 // LogsRequest contains configuration about a log request
diff --git a/containers/v1/containers.pb.go b/containers/v1/containers.pb.go
index b204eddf..0a739959 100644
--- a/containers/v1/containers.pb.go
+++ b/containers/v1/containers.pb.go
@@ -61,15 +61,15 @@ type Container struct {
 	sizeCache     protoimpl.SizeCache
 	unknownFields protoimpl.UnknownFields
 
-	Id          string   `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"`
-	Image       string   `protobuf:"bytes,2,opt,name=image,proto3" json:"image,omitempty"`
-	Status      string   `protobuf:"bytes,3,opt,name=status,proto3" json:"status,omitempty"`
-	CpuTime     uint64   `protobuf:"varint,4,opt,name=cpu_time,json=cpuTime,proto3" json:"cpu_time,omitempty"`
-	MemoryUsage uint64   `protobuf:"varint,5,opt,name=memory_usage,json=memoryUsage,proto3" json:"memory_usage,omitempty"`
-	MemoryLimit uint64   `protobuf:"varint,6,opt,name=memory_limit,json=memoryLimit,proto3" json:"memory_limit,omitempty"`
-	PidsCurrent uint64   `protobuf:"varint,7,opt,name=pids_current,json=pidsCurrent,proto3" json:"pids_current,omitempty"`
-	PidsLimit   uint64   `protobuf:"varint,8,opt,name=pids_limit,json=pidsLimit,proto3" json:"pids_limit,omitempty"`
-	Labels      []string `protobuf:"bytes,9,rep,name=labels,proto3" json:"labels,omitempty"`
+	Id          string            `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"`
+	Image       string            `protobuf:"bytes,2,opt,name=image,proto3" json:"image,omitempty"`
+	Status      string            `protobuf:"bytes,3,opt,name=status,proto3" json:"status,omitempty"`
+	CpuTime     uint64            `protobuf:"varint,4,opt,name=cpu_time,json=cpuTime,proto3" json:"cpu_time,omitempty"`
+	MemoryUsage uint64            `protobuf:"varint,5,opt,name=memory_usage,json=memoryUsage,proto3" json:"memory_usage,omitempty"`
+	MemoryLimit uint64            `protobuf:"varint,6,opt,name=memory_limit,json=memoryLimit,proto3" json:"memory_limit,omitempty"`
+	PidsCurrent uint64            `protobuf:"varint,7,opt,name=pids_current,json=pidsCurrent,proto3" json:"pids_current,omitempty"`
+	PidsLimit   uint64            `protobuf:"varint,8,opt,name=pids_limit,json=pidsLimit,proto3" json:"pids_limit,omitempty"`
+	Labels      map[string]string `protobuf:"bytes,9,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 }
 
 func (x *Container) Reset() {
@@ -160,7 +160,7 @@ func (x *Container) GetPidsLimit() uint64 {
 	return 0
 }
 
-func (x *Container) GetLabels() []string {
+func (x *Container) GetLabels() map[string]string {
 	if x != nil {
 		return x.Labels
 	}
@@ -172,20 +172,20 @@ type CreateRequest struct {
 	sizeCache     protoimpl.SizeCache
 	unknownFields protoimpl.UnknownFields
 
-	Id            string   `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"`
-	Args          []string `protobuf:"bytes,2,rep,name=args,proto3" json:"args,omitempty"`
-	Env           []string `protobuf:"bytes,3,rep,name=env,proto3" json:"env,omitempty"`
-	Tty           bool     `protobuf:"varint,4,opt,name=tty,proto3" json:"tty,omitempty"`
-	Image         string   `protobuf:"bytes,5,opt,name=image,proto3" json:"image,omitempty"`
-	Hostname      string   `protobuf:"bytes,6,opt,name=hostname,proto3" json:"hostname,omitempty"`
-	Networks      []string `protobuf:"bytes,7,rep,name=networks,proto3" json:"networks,omitempty"`
-	Snapshotter   string   `protobuf:"bytes,8,opt,name=snapshotter,proto3" json:"snapshotter,omitempty"`
-	Logger        string   `protobuf:"bytes,9,opt,name=logger,proto3" json:"logger,omitempty"`
-	Profile       string   `protobuf:"bytes,10,opt,name=profile,proto3" json:"profile,omitempty"`
-	RestartStatus string   `protobuf:"bytes,11,opt,name=restart_status,json=restartStatus,proto3" json:"restart_status,omitempty"`
-	Mounts        []*Mount `protobuf:"bytes,12,rep,name=mounts,proto3" json:"mounts,omitempty"`
-	WorkingDir    string   `protobuf:"bytes,13,opt,name=working_dir,json=workingDir,proto3" json:"working_dir,omitempty"`
-	Labels        []string `protobuf:"bytes,14,rep,name=labels,proto3" json:"labels,omitempty"`
+	Id            string            `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"`
+	Args          []string          `protobuf:"bytes,2,rep,name=args,proto3" json:"args,omitempty"`
+	Env           []string          `protobuf:"bytes,3,rep,name=env,proto3" json:"env,omitempty"`
+	Tty           bool              `protobuf:"varint,4,opt,name=tty,proto3" json:"tty,omitempty"`
+	Image         string            `protobuf:"bytes,5,opt,name=image,proto3" json:"image,omitempty"`
+	Hostname      string            `protobuf:"bytes,6,opt,name=hostname,proto3" json:"hostname,omitempty"`
+	Networks      []string          `protobuf:"bytes,7,rep,name=networks,proto3" json:"networks,omitempty"`
+	Snapshotter   string            `protobuf:"bytes,8,opt,name=snapshotter,proto3" json:"snapshotter,omitempty"`
+	Logger        string            `protobuf:"bytes,9,opt,name=logger,proto3" json:"logger,omitempty"`
+	Profile       string            `protobuf:"bytes,10,opt,name=profile,proto3" json:"profile,omitempty"`
+	RestartStatus string            `protobuf:"bytes,11,opt,name=restart_status,json=restartStatus,proto3" json:"restart_status,omitempty"`
+	Mounts        []*Mount          `protobuf:"bytes,12,rep,name=mounts,proto3" json:"mounts,omitempty"`
+	WorkingDir    string            `protobuf:"bytes,13,opt,name=working_dir,json=workingDir,proto3" json:"working_dir,omitempty"`
+	Labels        map[string]string `protobuf:"bytes,14,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 }
 
 func (x *CreateRequest) Reset() {
@@ -311,7 +311,7 @@ func (x *CreateRequest) GetWorkingDir() string {
 	return ""
 }
 
-func (x *CreateRequest) GetLabels() []string {
+func (x *CreateRequest) GetLabels() map[string]string {
 	if x != nil {
 		return x.Labels
 	}
@@ -1117,7 +1117,7 @@ var file_containers_v1_containers_proto_rawDesc = []byte{
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@@ -1132,9 +1132,16 @@ var file_containers_v1_containers_proto_rawDesc = []byte{
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@@ -1158,111 +1165,118 @@ var file_containers_v1_containers_proto_rawDesc = []byte{
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 }
 
 var (
@@ -1277,7 +1291,7 @@ func file_containers_v1_containers_proto_rawDescGZIP() []byte {
 	return file_containers_v1_containers_proto_rawDescData
 }
 
-var file_containers_v1_containers_proto_msgTypes = make([]protoimpl.MessageInfo, 18)
+var file_containers_v1_containers_proto_msgTypes = make([]protoimpl.MessageInfo, 20)
 var file_containers_v1_containers_proto_goTypes = []interface{}{
 	(*Container)(nil),      // 0: com.docker.api.containers.v1.Container
 	(*CreateRequest)(nil),  // 1: com.docker.api.containers.v1.CreateRequest
@@ -1297,31 +1311,35 @@ var file_containers_v1_containers_proto_goTypes = []interface{}{
 	(*KillResponse)(nil),   // 15: com.docker.api.containers.v1.KillResponse
 	(*ListRequest)(nil),    // 16: com.docker.api.containers.v1.ListRequest
 	(*ListResponse)(nil),   // 17: com.docker.api.containers.v1.ListResponse
+	nil,                    // 18: com.docker.api.containers.v1.Container.LabelsEntry
+	nil,                    // 19: com.docker.api.containers.v1.CreateRequest.LabelsEntry
 }
 var file_containers_v1_containers_proto_depIdxs = []int32{
-	2,  // 0: com.docker.api.containers.v1.CreateRequest.mounts:type_name -> com.docker.api.containers.v1.Mount
-	0,  // 1: com.docker.api.containers.v1.ListResponse.containers:type_name -> com.docker.api.containers.v1.Container
-	16, // 2: com.docker.api.containers.v1.Containers.List:input_type -> com.docker.api.containers.v1.ListRequest
-	1,  // 3: com.docker.api.containers.v1.Containers.Create:input_type -> com.docker.api.containers.v1.CreateRequest
-	8,  // 4: com.docker.api.containers.v1.Containers.Start:input_type -> com.docker.api.containers.v1.StartRequest
-	10, // 5: com.docker.api.containers.v1.Containers.Stop:input_type -> com.docker.api.containers.v1.StopRequest
-	14, // 6: com.docker.api.containers.v1.Containers.Kill:input_type -> com.docker.api.containers.v1.KillRequest
-	6,  // 7: com.docker.api.containers.v1.Containers.Delete:input_type -> com.docker.api.containers.v1.DeleteRequest
-	4,  // 8: com.docker.api.containers.v1.Containers.Update:input_type -> com.docker.api.containers.v1.UpdateRequest
-	12, // 9: com.docker.api.containers.v1.Containers.Exec:input_type -> com.docker.api.containers.v1.ExecRequest
-	17, // 10: com.docker.api.containers.v1.Containers.List:output_type -> com.docker.api.containers.v1.ListResponse
-	3,  // 11: com.docker.api.containers.v1.Containers.Create:output_type -> com.docker.api.containers.v1.CreateResponse
-	9,  // 12: com.docker.api.containers.v1.Containers.Start:output_type -> com.docker.api.containers.v1.StartResponse
-	11, // 13: com.docker.api.containers.v1.Containers.Stop:output_type -> com.docker.api.containers.v1.StopResponse
-	15, // 14: com.docker.api.containers.v1.Containers.Kill:output_type -> com.docker.api.containers.v1.KillResponse
-	7,  // 15: com.docker.api.containers.v1.Containers.Delete:output_type -> com.docker.api.containers.v1.DeleteResponse
-	5,  // 16: com.docker.api.containers.v1.Containers.Update:output_type -> com.docker.api.containers.v1.UpdateResponse
-	13, // 17: com.docker.api.containers.v1.Containers.Exec:output_type -> com.docker.api.containers.v1.ExecResponse
-	10, // [10:18] is the sub-list for method output_type
-	2,  // [2:10] is the sub-list for method input_type
-	2,  // [2:2] is the sub-list for extension type_name
-	2,  // [2:2] is the sub-list for extension extendee
-	0,  // [0:2] is the sub-list for field type_name
+	18, // 0: com.docker.api.containers.v1.Container.labels:type_name -> com.docker.api.containers.v1.Container.LabelsEntry
+	2,  // 1: com.docker.api.containers.v1.CreateRequest.mounts:type_name -> com.docker.api.containers.v1.Mount
+	19, // 2: com.docker.api.containers.v1.CreateRequest.labels:type_name -> com.docker.api.containers.v1.CreateRequest.LabelsEntry
+	0,  // 3: com.docker.api.containers.v1.ListResponse.containers:type_name -> com.docker.api.containers.v1.Container
+	16, // 4: com.docker.api.containers.v1.Containers.List:input_type -> com.docker.api.containers.v1.ListRequest
+	1,  // 5: com.docker.api.containers.v1.Containers.Create:input_type -> com.docker.api.containers.v1.CreateRequest
+	8,  // 6: com.docker.api.containers.v1.Containers.Start:input_type -> com.docker.api.containers.v1.StartRequest
+	10, // 7: com.docker.api.containers.v1.Containers.Stop:input_type -> com.docker.api.containers.v1.StopRequest
+	14, // 8: com.docker.api.containers.v1.Containers.Kill:input_type -> com.docker.api.containers.v1.KillRequest
+	6,  // 9: com.docker.api.containers.v1.Containers.Delete:input_type -> com.docker.api.containers.v1.DeleteRequest
+	4,  // 10: com.docker.api.containers.v1.Containers.Update:input_type -> com.docker.api.containers.v1.UpdateRequest
+	12, // 11: com.docker.api.containers.v1.Containers.Exec:input_type -> com.docker.api.containers.v1.ExecRequest
+	17, // 12: com.docker.api.containers.v1.Containers.List:output_type -> com.docker.api.containers.v1.ListResponse
+	3,  // 13: com.docker.api.containers.v1.Containers.Create:output_type -> com.docker.api.containers.v1.CreateResponse
+	9,  // 14: com.docker.api.containers.v1.Containers.Start:output_type -> com.docker.api.containers.v1.StartResponse
+	11, // 15: com.docker.api.containers.v1.Containers.Stop:output_type -> com.docker.api.containers.v1.StopResponse
+	15, // 16: com.docker.api.containers.v1.Containers.Kill:output_type -> com.docker.api.containers.v1.KillResponse
+	7,  // 17: com.docker.api.containers.v1.Containers.Delete:output_type -> com.docker.api.containers.v1.DeleteResponse
+	5,  // 18: com.docker.api.containers.v1.Containers.Update:output_type -> com.docker.api.containers.v1.UpdateResponse
+	13, // 19: com.docker.api.containers.v1.Containers.Exec:output_type -> com.docker.api.containers.v1.ExecResponse
+	12, // [12:20] is the sub-list for method output_type
+	4,  // [4:12] is the sub-list for method input_type
+	4,  // [4:4] is the sub-list for extension type_name
+	4,  // [4:4] is the sub-list for extension extendee
+	0,  // [0:4] is the sub-list for field type_name
 }
 
 func init() { file_containers_v1_containers_proto_init() }
@@ -1553,7 +1571,7 @@ func file_containers_v1_containers_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_containers_v1_containers_proto_rawDesc,
 			NumEnums:      0,
-			NumMessages:   18,
+			NumMessages:   20,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
diff --git a/containers/v1/containers.proto b/containers/v1/containers.proto
index c76fc256..1777f89b 100644
--- a/containers/v1/containers.proto
+++ b/containers/v1/containers.proto
@@ -51,7 +51,7 @@ message Container {
 	uint64 memory_limit = 6;
 	uint64 pids_current = 7;
 	uint64 pids_limit = 8;
-	repeated string labels = 9;
+	map<string, string> labels = 9;
 }
 
 message CreateRequest {
@@ -68,7 +68,7 @@ message CreateRequest {
 	string restart_status = 11;
 	repeated Mount mounts = 12;
 	string working_dir = 13;
-	repeated string labels = 14;
+	map<string, string> labels = 14;
 }
 
 message Mount {
diff --git a/go.mod b/go.mod
index abb505e7..5b03523a 100644
--- a/go.mod
+++ b/go.mod
@@ -15,7 +15,7 @@ require (
 	github.com/buger/goterm v0.0.0-20200322175922-2f3e71b85129
 	github.com/compose-spec/compose-go v0.0.0-20200423124427-63dcf8c22cae
 	github.com/containerd/console v1.0.0
-	github.com/containerd/containerd v1.3.4 // indirect
+	github.com/containerd/containerd v1.3.4
 	github.com/docker/distribution v2.7.1+incompatible // indirect
 	github.com/docker/docker v17.12.0-ce-rc1.0.20200309214505-aa6a9891b09c+incompatible
 	github.com/docker/go-connections v0.4.0
@@ -30,6 +30,7 @@ require (
 	github.com/onsi/gomega v1.9.0
 	github.com/opencontainers/go-digest v1.0.0-rc1
 	github.com/opencontainers/image-spec v1.0.1 // indirect
+	github.com/opencontainers/runc v0.1.1 // indirect
 	github.com/pkg/errors v0.9.1
 	github.com/prometheus/client_golang v1.5.1 // indirect
 	github.com/robpike/filter v0.0.0-20150108201509-2984852a2183
diff --git a/go.sum b/go.sum
index 3c88bba0..95ae390e 100644
--- a/go.sum
+++ b/go.sum
@@ -179,6 +179,8 @@ github.com/opencontainers/go-digest v1.0.0-rc1 h1:WzifXhOVOEOuFYOJAW6aQqW0TooG2i
 github.com/opencontainers/go-digest v1.0.0-rc1/go.mod h1:cMLVZDEM3+U2I4VmLI6N8jQYUd2OVphdqWwCJHrFt2s=
 github.com/opencontainers/image-spec v1.0.1 h1:JMemWkRwHx4Zj+fVxWoMCFm/8sYGGrUVojFA6h/TRcI=
 github.com/opencontainers/image-spec v1.0.1/go.mod h1:BtxoFyWECRxE4U/7sNtV5W15zMzWCbyJoFRP3s7yZA0=
+github.com/opencontainers/runc v0.1.1 h1:GlxAyO6x8rfZYN9Tt0Kti5a/cP41iuiO2yYT0IJGY8Y=
+github.com/opencontainers/runc v0.1.1/go.mod h1:qT5XzbpPznkRYVz/mWwUaVBUv2rmF59PVA73FjuZG0U=
 github.com/pelletier/go-toml v1.2.0/go.mod h1:5z9KED0ma1S8pY6P1sdut58dfprrGBbd/94hg7ilaic=
 github.com/pkg/errors v0.8.0/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
 github.com/pkg/errors v0.8.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
diff --git a/moby/backend.go b/moby/backend.go
index 15a83d00..799ee590 100644
--- a/moby/backend.go
+++ b/moby/backend.go
@@ -75,7 +75,8 @@ func (ms *mobyService) List(ctx context.Context) ([]containers.Container, error)
 
 func (ms *mobyService) Run(ctx context.Context, r containers.ContainerConfig) error {
 	create, err := ms.apiClient.ContainerCreate(ctx, &container.Config{
-		Image: r.Image,
+		Image:  r.Image,
+		Labels: r.Labels,
 	}, nil, nil, r.ID)
 	if err != nil {
 		return err