diff --git a/client/resource_group/controller/config.go b/client/resource_group/controller/config.go
index 8c54532cbc6..6bad72f1fec 100644
--- a/client/resource_group/controller/config.go
+++ b/client/resource_group/controller/config.go
@@ -54,7 +54,7 @@ const (
 
 const (
 	defaultReadBaseCost  = 0.25
-	defaultWriteBaseCost = 1.5
+	defaultWriteBaseCost = 1
 	// 1 RU = 64 KiB read bytes
 	defaultReadCostPerByte = 1. / (64 * 1024)
 	// 1 RU = 1 KiB written bytes
@@ -81,8 +81,8 @@ type RequestUnitConfig struct {
 	CPUMsCost float64 `toml:"read-cpu-ms-cost" json:"read-cpu-ms-cost"`
 }
 
-// DefaultRequestUnitConfig returns the default request unit configuration.
-func DefaultRequestUnitConfig() *RequestUnitConfig {
+// defaultRequestUnitConfig returns the default request unit configuration.
+func defaultRequestUnitConfig() *RequestUnitConfig {
 	return &RequestUnitConfig{
 		ReadBaseCost:     defaultReadBaseCost,
 		ReadCostPerByte:  defaultReadCostPerByte,
@@ -107,7 +107,7 @@ type Config struct {
 // DefaultConfig returns the default configuration.
 func DefaultConfig() *Config {
 	cfg := generateConfig(
-		DefaultRequestUnitConfig(),
+		defaultRequestUnitConfig(),
 	)
 	return cfg
 }
diff --git a/client/resource_group/controller/controller.go b/client/resource_group/controller/controller.go
index 15d3b74dd19..46d773a2591 100644
--- a/client/resource_group/controller/controller.go
+++ b/client/resource_group/controller/controller.go
@@ -92,6 +92,7 @@ type ResourceGroupsController struct {
 
 // NewResourceGroupController returns a new ResourceGroupsController which impls ResourceGroupKVInterceptor
 func NewResourceGroupController(clientUniqueID uint64, provider ResourceGroupProvider, requestUnitConfig *RequestUnitConfig) (*ResourceGroupsController, error) {
+	// TODO: initialize `requestUnitConfig`` from the remote manager server.
 	var config *Config
 	if requestUnitConfig != nil {
 		config = generateConfig(requestUnitConfig)
diff --git a/pkg/mcs/resource_manager/server/config.go b/pkg/mcs/resource_manager/server/config.go
index 04cf89481d4..1a69fc67b72 100644
--- a/pkg/mcs/resource_manager/server/config.go
+++ b/pkg/mcs/resource_manager/server/config.go
@@ -38,6 +38,15 @@ const (
 
 	defaultLogFormat           = "text"
 	defaultDisableErrorVerbose = true
+
+	defaultReadBaseCost  = 0.25
+	defaultWriteBaseCost = 1
+	// 1 RU = 64 KiB read bytes
+	defaultReadCostPerByte = 1. / (64 * 1024)
+	// 1 RU = 1 KiB written bytes
+	defaultWriteCostPerByte = 1. / 1024
+	// 1 RU = 3 millisecond CPU time
+	defaultCPUMsCost = 1. / 3
 )
 
 // Config is the configuration for the resource manager.
@@ -51,11 +60,55 @@ type Config struct {
 	Metric metricutil.MetricConfig `toml:"metric" json:"metric"`
 
 	// Log related config.
-	Log log.Config `toml:"log" json:"log"`
-
+	Log      log.Config `toml:"log" json:"log"`
 	Logger   *zap.Logger
 	LogProps *log.ZapProperties
+
 	Security configutil.SecurityConfig `toml:"security" json:"security"`
+
+	// RequestUnit is the configuration determines the coefficients of the RRU and WRU cost.
+	// This configuration should be modified carefully.
+	RequestUnit RequestUnitConfig
+}
+
+// RequestUnitConfig is the configuration of the request units, which determines the coefficients of
+// the RRU and WRU cost.
+type RequestUnitConfig struct {
+	// ReadBaseCost is the base cost for a read request. No matter how many bytes read/written or
+	// the CPU times taken for a request, this cost is inevitable.
+	ReadBaseCost float64 `toml:"read-base-cost" json:"read-base-cost"`
+	// ReadCostPerByte is the cost for each byte read. It's 1 RU = 64 KiB by default.
+	ReadCostPerByte float64 `toml:"read-cost-per-byte" json:"read-cost-per-byte"`
+	// WriteBaseCost is the base cost for a write request. No matter how many bytes read/written or
+	// the CPU times taken for a request, this cost is inevitable.
+	WriteBaseCost float64 `toml:"write-base-cost" json:"write-base-cost"`
+	// WriteCostPerByte is the cost for each byte written. It's 1 RU = 1 KiB by default.
+	WriteCostPerByte float64 `toml:"write-cost-per-byte" json:"write-cost-per-byte"`
+	// CPUMsCost is the cost for each millisecond of CPU time taken.
+	// It's 1 RU = 3 millisecond by default.
+	CPUMsCost float64 `toml:"read-cpu-ms-cost" json:"read-cpu-ms-cost"`
+}
+
+// Adjust adjusts the configuration and initializes it with the default value if necessary.
+func (ruc *RequestUnitConfig) Adjust() {
+	if ruc == nil {
+		return
+	}
+	if ruc.ReadBaseCost == 0 {
+		ruc.ReadBaseCost = defaultReadBaseCost
+	}
+	if ruc.ReadCostPerByte == 0 {
+		ruc.ReadCostPerByte = defaultReadCostPerByte
+	}
+	if ruc.WriteBaseCost == 0 {
+		ruc.WriteBaseCost = defaultWriteBaseCost
+	}
+	if ruc.WriteCostPerByte == 0 {
+		ruc.WriteCostPerByte = defaultWriteCostPerByte
+	}
+	if ruc.CPUMsCost == 0 {
+		ruc.CPUMsCost = defaultCPUMsCost
+	}
 }
 
 // NewConfig creates a new config.
@@ -90,7 +143,7 @@ func (c *Config) Parse(flagSet *pflag.FlagSet) error {
 	return c.Adjust(meta, false)
 }
 
-// Adjust is used to adjust the PD configurations.
+// Adjust is used to adjust the resource manager configurations.
 func (c *Config) Adjust(meta *toml.MetaData, reloading bool) error {
 	configMetaData := configutil.NewConfigMetadata(meta)
 	warningMsgs := make([]string, 0)
@@ -107,7 +160,7 @@ func (c *Config) Adjust(meta *toml.MetaData, reloading bool) error {
 		configutil.AdjustString(&c.Name, fmt.Sprintf("%s-%s", defaultName, hostname))
 	}
 	configutil.AdjustString(&c.DataDir, fmt.Sprintf("default.%s", c.Name))
-	adjustPath(&c.DataDir)
+	c.adjustPath()
 
 	if err := c.Validate(); err != nil {
 		return err
@@ -127,13 +180,15 @@ func (c *Config) Adjust(meta *toml.MetaData, reloading bool) error {
 		c.Log.Format = defaultLogFormat
 	}
 
+	c.RequestUnit.Adjust()
+
 	return nil
 }
 
-func adjustPath(p *string) {
-	absPath, err := filepath.Abs(*p)
+func (c *Config) adjustPath() {
+	absPath, err := filepath.Abs(c.DataDir)
 	if err == nil {
-		*p = absPath
+		c.DataDir = absPath
 	}
 }
 
diff --git a/pkg/mcs/resource_manager/server/grpc_service.go b/pkg/mcs/resource_manager/server/grpc_service.go
index f57c2d3b41a..9d711ce8369 100644
--- a/pkg/mcs/resource_manager/server/grpc_service.go
+++ b/pkg/mcs/resource_manager/server/grpc_service.go
@@ -59,8 +59,8 @@ type Service struct {
 }
 
 // NewService creates a new resource manager service.
-func NewService(svr bs.Server) registry.RegistrableService {
-	manager := NewManager(svr)
+func NewService[T RUConfigProvider](svr bs.Server) registry.RegistrableService {
+	manager := NewManager[T](svr)
 
 	return &Service{
 		ctx:     svr.Context(),
diff --git a/pkg/mcs/resource_manager/server/install/install.go b/pkg/mcs/resource_manager/server/install/install.go
index 6cc47d21382..e8410f12b3b 100644
--- a/pkg/mcs/resource_manager/server/install/install.go
+++ b/pkg/mcs/resource_manager/server/install/install.go
@@ -28,5 +28,5 @@ func init() {
 
 // Install registers the API group and grpc service.
 func Install(register *registry.ServiceRegistry) {
-	register.RegisterService("ResourceManager", rm_server.NewService)
+	register.RegisterService("ResourceManager", rm_server.NewService[*rm_server.Server])
 }
diff --git a/pkg/mcs/resource_manager/server/manager.go b/pkg/mcs/resource_manager/server/manager.go
index 424699d5d46..de2a131eaae 100644
--- a/pkg/mcs/resource_manager/server/manager.go
+++ b/pkg/mcs/resource_manager/server/manager.go
@@ -32,19 +32,19 @@ import (
 	"go.uber.org/zap"
 )
 
-const defaultConsumptionChanSize = 1024
-
 const (
-	metricsCleanupInterval = time.Minute
-	metricsCleanupTimeout  = 20 * time.Minute
+	defaultConsumptionChanSize = 1024
+	metricsCleanupInterval     = time.Minute
+	metricsCleanupTimeout      = 20 * time.Minute
 )
 
 // Manager is the manager of resource group.
 type Manager struct {
 	sync.RWMutex
-	srv     bs.Server
-	groups  map[string]*ResourceGroup
-	storage endpoint.ResourceGroupStorage
+	srv      bs.Server
+	ruConfig *RequestUnitConfig
+	groups   map[string]*ResourceGroup
+	storage  endpoint.ResourceGroupStorage
 	// consumptionChan is used to send the consumption
 	// info to the background metrics flusher.
 	consumptionDispatcher chan struct {
@@ -52,18 +52,26 @@ type Manager struct {
 		*rmpb.Consumption
 	}
 	// record update time of each resource group
-	comsumptionRecord map[string]time.Time
+	consumptionRecord map[string]time.Time
+}
+
+// RUConfigProvider is used to get RU config from the given
+// `bs.server` without modifying its interface.
+type RUConfigProvider interface {
+	GetRequestUnitConfig() *RequestUnitConfig
 }
 
-// NewManager returns a new Manager.
-func NewManager(srv bs.Server) *Manager {
+// NewManager returns a new manager base on the given server,
+// which should implement the `RUConfigProvider` interface.
+func NewManager[T RUConfigProvider](srv bs.Server) *Manager {
 	m := &Manager{
-		groups: make(map[string]*ResourceGroup),
+		ruConfig: srv.(T).GetRequestUnitConfig(),
+		groups:   make(map[string]*ResourceGroup),
 		consumptionDispatcher: make(chan struct {
 			resourceGroupName string
 			*rmpb.Consumption
 		}, defaultConsumptionChanSize),
-		comsumptionRecord: make(map[string]time.Time),
+		consumptionRecord: make(map[string]time.Time),
 	}
 	// The first initialization after the server is started.
 	srv.AddStartCallback(func() {
@@ -86,7 +94,9 @@ func (m *Manager) GetBasicServer() bs.Server {
 
 // Init initializes the resource group manager.
 func (m *Manager) Init(ctx context.Context) {
-	// Reset the resource groups first.
+	// Store the RU model config into the storage.
+	m.storage.SaveRequestUnitConfig(m.ruConfig)
+	// Load resource group meta info from storage.
 	m.groups = make(map[string]*ResourceGroup)
 	handler := func(k, v string) {
 		group := &rmpb.ResourceGroup{}
@@ -97,6 +107,7 @@ func (m *Manager) Init(ctx context.Context) {
 		m.groups[group.Name] = FromProtoResourceGroup(group)
 	}
 	m.storage.LoadResourceGroupSettings(handler)
+	// Load resource group states from storage.
 	tokenHandler := func(k, v string) {
 		tokens := &GroupStates{}
 		if err := json.Unmarshal([]byte(v), tokens); err != nil {
@@ -289,11 +300,11 @@ func (m *Manager) backgroundMetricsFlush(ctx context.Context) {
 				writeRequestCountMetrics.Add(consumption.KvWriteRpcCount)
 			}
 
-			m.comsumptionRecord[name] = time.Now()
+			m.consumptionRecord[name] = time.Now()
 
 		case <-ticker.C:
 			// Clean up the metrics that have not been updated for a long time.
-			for name, lastTime := range m.comsumptionRecord {
+			for name, lastTime := range m.consumptionRecord {
 				if time.Since(lastTime) > metricsCleanupTimeout {
 					readRequestUnitCost.DeleteLabelValues(name)
 					writeRequestUnitCost.DeleteLabelValues(name)
@@ -303,7 +314,7 @@ func (m *Manager) backgroundMetricsFlush(ctx context.Context) {
 					sqlCPUCost.DeleteLabelValues(name)
 					requestCount.DeleteLabelValues(name, readTypeLabel)
 					requestCount.DeleteLabelValues(name, writeTypeLabel)
-					delete(m.comsumptionRecord, name)
+					delete(m.consumptionRecord, name)
 				}
 			}
 		}
diff --git a/pkg/mcs/resource_manager/server/server.go b/pkg/mcs/resource_manager/server/server.go
index e854685d5f4..f9c108fd695 100644
--- a/pkg/mcs/resource_manager/server/server.go
+++ b/pkg/mcs/resource_manager/server/server.go
@@ -126,6 +126,11 @@ func (s *Server) Close() {
 	log.Info("resource manager server is closed")
 }
 
+// GetRequestUnitConfig returns the RU config.
+func (s *Server) GetRequestUnitConfig() *RequestUnitConfig {
+	return &s.cfg.RequestUnit
+}
+
 // GetClient returns builtin etcd client.
 func (s *Server) GetClient() *clientv3.Client {
 	return s.etcdClient
@@ -253,7 +258,7 @@ func (s *Server) GetPrimary() bs.MemberProvider {
 }
 
 func (s *Server) startServer() error {
-	manager := NewManager(s)
+	manager := NewManager[*Server](s)
 	s.service = &Service{
 		ctx:     s.ctx,
 		manager: manager,
diff --git a/pkg/mcs/tso/server/server.go b/pkg/mcs/tso/server/server.go
index 39b29979b89..bec75d5c78f 100644
--- a/pkg/mcs/tso/server/server.go
+++ b/pkg/mcs/tso/server/server.go
@@ -102,7 +102,11 @@ func (s *Server) Run() error {
 }
 
 // Close closes the server.
-func (s *Server) Close() {
+func (s *Server) Close() {}
+
+// GetConfigAny returns the config with any type.
+func (s *Server) GetConfigAny() any {
+	return nil
 }
 
 // GetClient returns builtin etcd client.
diff --git a/pkg/storage/endpoint/key_path.go b/pkg/storage/endpoint/key_path.go
index 8fd6cfc750f..13ae012813a 100644
--- a/pkg/storage/endpoint/key_path.go
+++ b/pkg/storage/endpoint/key_path.go
@@ -45,6 +45,7 @@ const (
 	// resource group storage endpoint has prefix `resource_group`
 	resourceGroupSettingsPath = "settings"
 	resourceGroupStatesPath   = "states"
+	requestUnitConfigPath     = "ru_config"
 	// tso storage endpoint has prefix `tso`
 	microserviceKey = "microservice"
 	tsoServiceKey   = "tso"
diff --git a/pkg/storage/endpoint/resource_group.go b/pkg/storage/endpoint/resource_group.go
index 8cbc56df8e9..5527d6d4fd2 100644
--- a/pkg/storage/endpoint/resource_group.go
+++ b/pkg/storage/endpoint/resource_group.go
@@ -26,6 +26,7 @@ type ResourceGroupStorage interface {
 	LoadResourceGroupStates(f func(k, v string)) error
 	SaveResourceGroupStates(name string, obj interface{}) error
 	DeleteResourceGroupStates(name string) error
+	SaveRequestUnitConfig(config interface{}) error
 }
 
 var _ ResourceGroupStorage = (*StorageEndpoint)(nil)
@@ -59,3 +60,8 @@ func (se *StorageEndpoint) DeleteResourceGroupStates(name string) error {
 func (se *StorageEndpoint) LoadResourceGroupStates(f func(k, v string)) error {
 	return se.loadRangeByPrefix(resourceGroupStatesPath+"/", f)
 }
+
+// SaveRequestUnitConfig stores the request unit config to storage.
+func (se *StorageEndpoint) SaveRequestUnitConfig(config interface{}) error {
+	return se.saveJSON(requestUnitConfigPath, config)
+}
diff --git a/server/config/config.go b/server/config/config.go
index e505b1c3eb9..8464a82c464 100644
--- a/server/config/config.go
+++ b/server/config/config.go
@@ -29,6 +29,7 @@ import (
 	"github.com/spf13/pflag"
 	"github.com/tikv/pd/pkg/core/storelimit"
 	"github.com/tikv/pd/pkg/errs"
+	rm "github.com/tikv/pd/pkg/mcs/resource_manager/server"
 	"github.com/tikv/pd/pkg/utils/configutil"
 	"github.com/tikv/pd/pkg/utils/grpcutil"
 	"github.com/tikv/pd/pkg/utils/metricutil"
@@ -157,6 +158,8 @@ type Config struct {
 	ReplicationMode ReplicationModeConfig `toml:"replication-mode" json:"replication-mode"`
 
 	Keyspace KeyspaceConfig `toml:"keyspace" json:"keyspace"`
+
+	RequestUnit rm.RequestUnitConfig `toml:"request-unit" json:"request-unit"`
 }
 
 // NewConfig creates a new config.
@@ -502,6 +505,8 @@ func (c *Config) Adjust(meta *toml.MetaData, reloading bool) error {
 		c.Log.Format = defaultLogFormat
 	}
 
+	c.RequestUnit.Adjust()
+
 	return nil
 }
 
diff --git a/server/server.go b/server/server.go
index 4ea0ef231f0..95aec4f7042 100644
--- a/server/server.go
+++ b/server/server.go
@@ -236,7 +236,7 @@ func CreateServer(ctx context.Context, cfg *config.Config, legacyServiceBuilders
 	failpoint.Inject("useGlobalRegistry", func() {
 		s.registry = registry.ServerServiceRegistry
 	})
-	s.registry.RegisterService("ResourceManager", rm_server.NewService)
+	s.registry.RegisterService("ResourceManager", rm_server.NewService[*Server])
 	// Register the micro services REST path.
 	s.registry.InstallAllRESTHandler(s, etcdCfg.UserHandlers)
 
@@ -1149,6 +1149,11 @@ func (s *Server) GetTLSConfig() *grpcutil.TLSConfig {
 	return &s.cfg.Security.TLSConfig
 }
 
+// GetRequestUnitConfig gets the RU config.
+func (s *Server) GetRequestUnitConfig() *rm_server.RequestUnitConfig {
+	return &s.cfg.RequestUnit
+}
+
 // GetRaftCluster gets Raft cluster.
 // If cluster has not been bootstrapped, return nil.
 func (s *Server) GetRaftCluster() *cluster.RaftCluster {