diff --git a/go/proxyd/backend.go b/go/proxyd/backend.go
index 17a7e754b0c76..2e974afce1fc7 100644
--- a/go/proxyd/backend.go
+++ b/go/proxyd/backend.go
@@ -12,6 +12,7 @@ import (
 	"math"
 	"math/rand"
 	"net/http"
+	"sort"
 	"strconv"
 	"strings"
 	"time"
@@ -199,13 +200,13 @@ func NewBackend(
 	return backend
 }
 
-func (b *Backend) Forward(ctx context.Context, req *RPCReq) (*RPCRes, error) {
+func (b *Backend) Forward(ctx context.Context, reqs []*RPCReq, isBatch bool) ([]*RPCRes, error) {
 	if !b.Online() {
-		RecordRPCError(ctx, b.Name, req.Method, ErrBackendOffline)
+		RecordBatchRPCError(ctx, b.Name, reqs, ErrBackendOffline)
 		return nil, ErrBackendOffline
 	}
 	if b.IsRateLimited() {
-		RecordRPCError(ctx, b.Name, req.Method, ErrBackendOverCapacity)
+		RecordBatchRPCError(ctx, b.Name, reqs, ErrBackendOverCapacity)
 		return nil, ErrBackendOverCapacity
 	}
 
@@ -213,9 +214,20 @@ func (b *Backend) Forward(ctx context.Context, req *RPCReq) (*RPCRes, error) {
 	// <= to account for the first attempt not technically being
 	// a retry
 	for i := 0; i <= b.maxRetries; i++ {
-		RecordRPCForward(ctx, b.Name, req.Method, RPCRequestSourceHTTP)
-		respTimer := prometheus.NewTimer(rpcBackendRequestDurationSumm.WithLabelValues(b.Name, req.Method))
-		res, err := b.doForward(ctx, req)
+		RecordBatchRPCForward(ctx, b.Name, reqs, RPCRequestSourceHTTP)
+		metricLabelMethod := reqs[0].Method
+		if isBatch {
+			metricLabelMethod = "<batch>"
+		}
+		timer := prometheus.NewTimer(
+			rpcBackendRequestDurationSumm.WithLabelValues(
+				b.Name,
+				metricLabelMethod,
+				strconv.FormatBool(isBatch),
+			),
+		)
+
+		res, err := b.doForward(ctx, reqs, isBatch)
 		if err != nil {
 			lastError = err
 			log.Warn(
@@ -224,31 +236,14 @@ func (b *Backend) Forward(ctx context.Context, req *RPCReq) (*RPCRes, error) {
 				"req_id", GetReqID(ctx),
 				"err", err,
 			)
-			respTimer.ObserveDuration()
-			RecordRPCError(ctx, b.Name, req.Method, err)
+			timer.ObserveDuration()
+			RecordBatchRPCError(ctx, b.Name, reqs, err)
 			sleepContext(ctx, calcBackoff(i))
 			continue
 		}
-		respTimer.ObserveDuration()
-		if res.IsError() {
-			RecordRPCError(ctx, b.Name, req.Method, res.Error)
-			log.Info(
-				"backend responded with RPC error",
-				"backend", b.Name,
-				"code", res.Error.Code,
-				"msg", res.Error.Message,
-				"req_id", GetReqID(ctx),
-				"source", "rpc",
-				"auth", GetAuthCtx(ctx),
-			)
-		} else {
-			log.Info("forwarded RPC request",
-				"backend", b.Name,
-				"method", req.Method,
-				"auth", GetAuthCtx(ctx),
-				"req_id", GetReqID(ctx),
-			)
-		}
+		timer.ObserveDuration()
+
+		MaybeRecordErrorsInRPCRes(ctx, b.Name, reqs, res)
 		return res, nil
 	}
 
@@ -337,8 +332,8 @@ func (b *Backend) setOffline() {
 	}
 }
 
-func (b *Backend) doForward(ctx context.Context, rpcReq *RPCReq) (*RPCRes, error) {
-	body := mustMarshalJSON(rpcReq)
+func (b *Backend) doForward(ctx context.Context, rpcReqs []*RPCReq, isBatch bool) ([]*RPCRes, error) {
+	body := mustMarshalJSON(rpcReqs)
 
 	httpReq, err := http.NewRequestWithContext(ctx, "POST", b.rpcURL, bytes.NewReader(body))
 	if err != nil {
@@ -367,11 +362,16 @@ func (b *Backend) doForward(ctx context.Context, rpcReq *RPCReq) (*RPCRes, error
 		return nil, wrapErr(err, "error in backend request")
 	}
 
+	metricLabelMethod := rpcReqs[0].Method
+	if isBatch {
+		metricLabelMethod = "<batch>"
+	}
 	rpcBackendHTTPResponseCodesTotal.WithLabelValues(
 		GetAuthCtx(ctx),
 		b.Name,
-		rpcReq.Method,
+		metricLabelMethod,
 		strconv.Itoa(httpRes.StatusCode),
+		strconv.FormatBool(isBatch),
 	).Inc()
 
 	// Alchemy returns a 400 on bad JSONs, so handle that case
@@ -385,30 +385,60 @@ func (b *Backend) doForward(ctx context.Context, rpcReq *RPCReq) (*RPCRes, error
 		return nil, wrapErr(err, "error reading response body")
 	}
 
-	res := new(RPCRes)
-	if err := json.Unmarshal(resB, res); err != nil {
+	var res []*RPCRes
+	if err := json.Unmarshal(resB, &res); err != nil {
+		return nil, ErrBackendBadResponse
+	}
+
+	// Alas! Certain node providers (Infura) always return a single JSON object for some types of errors
+	if len(rpcReqs) != len(res) {
 		return nil, ErrBackendBadResponse
 	}
 
 	// capture the HTTP status code in the response. this will only
 	// ever be 400 given the status check on line 318 above.
 	if httpRes.StatusCode != 200 {
-		res.Error.HTTPErrorCode = httpRes.StatusCode
+		for _, res := range res {
+			res.Error.HTTPErrorCode = httpRes.StatusCode
+		}
 	}
 
+	sortBatchRPCResponse(rpcReqs, res)
 	return res, nil
 }
 
+// sortBatchRPCResponse sorts the RPCRes slice according to the position of its corresponding ID in the RPCReq slice
+func sortBatchRPCResponse(req []*RPCReq, res []*RPCRes) {
+	pos := make(map[string]int, len(req))
+	for i, r := range req {
+		key := string(r.ID)
+		if _, ok := pos[key]; ok {
+			panic("bug! detected requests with duplicate IDs")
+		}
+		pos[key] = i
+	}
+
+	sort.Slice(res, func(i, j int) bool {
+		l := res[i].ID
+		r := res[j].ID
+		return pos[string(l)] < pos[string(r)]
+	})
+}
+
 type BackendGroup struct {
 	Name     string
 	Backends []*Backend
 }
 
-func (b *BackendGroup) Forward(ctx context.Context, rpcReq *RPCReq) (*RPCRes, error) {
+func (b *BackendGroup) Forward(ctx context.Context, rpcReqs []*RPCReq, isBatch bool) ([]*RPCRes, error) {
+	if len(rpcReqs) == 0 {
+		return nil, nil
+	}
+
 	rpcRequestsTotal.Inc()
 
 	for _, back := range b.Backends {
-		res, err := back.Forward(ctx, rpcReq)
+		res, err := back.Forward(ctx, rpcReqs, isBatch)
 		if errors.Is(err, ErrMethodNotWhitelisted) {
 			return nil, err
 		}
@@ -712,3 +742,44 @@ func (c *LimitedHTTPClient) DoLimited(req *http.Request) (*http.Response, error)
 	defer c.sem.Release(1)
 	return c.Do(req)
 }
+
+func RecordBatchRPCError(ctx context.Context, backendName string, reqs []*RPCReq, err error) {
+	for _, req := range reqs {
+		RecordRPCError(ctx, backendName, req.Method, err)
+	}
+}
+
+func MaybeRecordErrorsInRPCRes(ctx context.Context, backendName string, reqs []*RPCReq, resBatch []*RPCRes) {
+	log.Info("forwarded RPC request",
+		"backend", backendName,
+		"auth", GetAuthCtx(ctx),
+		"req_id", GetReqID(ctx),
+		"batch_size", len(reqs),
+	)
+
+	var lastError *RPCErr
+	for i, res := range resBatch {
+		if res.IsError() {
+			lastError = res.Error
+			RecordRPCError(ctx, backendName, reqs[i].Method, res.Error)
+		}
+	}
+
+	if lastError != nil {
+		log.Info(
+			"backend responded with RPC error",
+			"backend", backendName,
+			"last_error_code", lastError.Code,
+			"last_error_msg", lastError.Message,
+			"req_id", GetReqID(ctx),
+			"source", "rpc",
+			"auth", GetAuthCtx(ctx),
+		)
+	}
+}
+
+func RecordBatchRPCForward(ctx context.Context, backendName string, reqs []*RPCReq, source string) {
+	for _, req := range reqs {
+		RecordRPCForward(ctx, backendName, req.Method, source)
+	}
+}
diff --git a/go/proxyd/config.go b/go/proxyd/config.go
index 332df4c39870d..26929d9f6ef66 100644
--- a/go/proxyd/config.go
+++ b/go/proxyd/config.go
@@ -16,6 +16,8 @@ type ServerConfig struct {
 
 	// TimeoutSeconds specifies the maximum time spent serving an HTTP request. Note that isn't used for websocket connections
 	TimeoutSeconds int `toml:"timeout_seconds"`
+
+	MaxUpstreamBatchSize int `toml:"max_upstream_batch_size"`
 }
 
 type CacheConfig struct {
diff --git a/go/proxyd/integration_tests/batch_timeout_test.go b/go/proxyd/integration_tests/batch_timeout_test.go
index 79a990ddbed91..649752bcfa571 100644
--- a/go/proxyd/integration_tests/batch_timeout_test.go
+++ b/go/proxyd/integration_tests/batch_timeout_test.go
@@ -29,7 +29,7 @@ func TestBatchTimeout(t *testing.T) {
 	slowBackend.SetHandler(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 		// check the config. The sleep duration should be at least double the server.timeout_seconds config to prevent flakes
 		time.Sleep(time.Second * 2)
-		SingleResponseHandler(200, goodResponse)(w, r)
+		BatchedResponseHandler(200, goodResponse)(w, r)
 	}))
 	res, statusCode, err := client.SendBatchRPC(
 		NewRPCReq("1", "eth_chainId", nil),
diff --git a/go/proxyd/integration_tests/batching_test.go b/go/proxyd/integration_tests/batching_test.go
new file mode 100644
index 0000000000000..ce528005dd6ab
--- /dev/null
+++ b/go/proxyd/integration_tests/batching_test.go
@@ -0,0 +1,141 @@
+package integration_tests
+
+import (
+	"net/http"
+	"os"
+	"testing"
+
+	"github.com/ethereum-optimism/optimism/go/proxyd"
+	"github.com/stretchr/testify/require"
+)
+
+func TestBatching(t *testing.T) {
+	config := ReadConfig("batching")
+
+	chainIDResponse1 := `{"jsonrpc": "2.0", "result": "hello1", "id": 1}`
+	chainIDResponse2 := `{"jsonrpc": "2.0", "result": "hello2", "id": 2}`
+	chainIDResponse3 := `{"jsonrpc": "2.0", "result": "hello3", "id": 3}`
+	netVersionResponse1 := `{"jsonrpc": "2.0", "result": "1.0", "id": 1}`
+	callResponse1 := `{"jsonrpc": "2.0", "result": "ekans1", "id": 1}`
+
+	type mockResult struct {
+		method string
+		id     string
+		result interface{}
+	}
+
+	chainIDMock1 := mockResult{"eth_chainId", "1", "hello1"}
+	chainIDMock2 := mockResult{"eth_chainId", "2", "hello2"}
+	chainIDMock3 := mockResult{"eth_chainId", "3", "hello3"}
+	netVersionMock1 := mockResult{"net_version", "1", "1.0"}
+	callMock1 := mockResult{"eth_call", "1", "ekans1"}
+
+	tests := []struct {
+		name                string
+		handler             http.Handler
+		mocks               []mockResult
+		reqs                []*proxyd.RPCReq
+		expectedRes         string
+		maxBatchSize        int
+		numExpectedForwards int
+	}{
+		{
+			name:  "backend returns batches out of order",
+			mocks: []mockResult{chainIDMock1, chainIDMock2, chainIDMock3},
+			reqs: []*proxyd.RPCReq{
+				NewRPCReq("1", "eth_chainId", nil),
+				NewRPCReq("2", "eth_chainId", nil),
+				NewRPCReq("3", "eth_chainId", nil),
+			},
+			expectedRes:         asArray(chainIDResponse1, chainIDResponse2, chainIDResponse3),
+			maxBatchSize:        2,
+			numExpectedForwards: 2,
+		},
+		{
+			// infura behavior
+			name:    "backend returns single RPC response object as error",
+			handler: SingleResponseHandler(500, `{"jsonrpc":"2.0","error":{"code":-32001,"message":"internal server error"},"id":1}`),
+			reqs: []*proxyd.RPCReq{
+				NewRPCReq("1", "eth_chainId", nil),
+				NewRPCReq("2", "eth_chainId", nil),
+			},
+			expectedRes: asArray(
+				`{"error":{"code":-32011,"message":"no backends available for method"},"id":1,"jsonrpc":"2.0"}`,
+				`{"error":{"code":-32011,"message":"no backends available for method"},"id":2,"jsonrpc":"2.0"}`,
+			),
+			maxBatchSize:        10,
+			numExpectedForwards: 1,
+		},
+		{
+			name:    "backend returns single RPC response object for minibatches",
+			handler: SingleResponseHandler(500, `{"jsonrpc":"2.0","error":{"code":-32001,"message":"internal server error"},"id":1}`),
+			reqs: []*proxyd.RPCReq{
+				NewRPCReq("1", "eth_chainId", nil),
+				NewRPCReq("2", "eth_chainId", nil),
+			},
+			expectedRes: asArray(
+				`{"error":{"code":-32011,"message":"no backends available for method"},"id":1,"jsonrpc":"2.0"}`,
+				`{"error":{"code":-32011,"message":"no backends available for method"},"id":2,"jsonrpc":"2.0"}`,
+			),
+			maxBatchSize:        1,
+			numExpectedForwards: 2,
+		},
+		{
+			name: "duplicate request ids are on distinct batches",
+			mocks: []mockResult{
+				netVersionMock1,
+				chainIDMock2,
+				chainIDMock1,
+				callMock1,
+			},
+			reqs: []*proxyd.RPCReq{
+				NewRPCReq("1", "net_version", nil),
+				NewRPCReq("2", "eth_chainId", nil),
+				NewRPCReq("1", "eth_chainId", nil),
+				NewRPCReq("1", "eth_call", nil),
+			},
+			expectedRes:         asArray(netVersionResponse1, chainIDResponse2, chainIDResponse1, callResponse1),
+			maxBatchSize:        2,
+			numExpectedForwards: 3,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			config.Server.MaxUpstreamBatchSize = tt.maxBatchSize
+
+			handler := tt.handler
+			if handler == nil {
+				router := NewBatchRPCResponseRouter()
+				for _, mock := range tt.mocks {
+					router.SetRoute(mock.method, mock.id, mock.result)
+				}
+				handler = router
+			}
+
+			goodBackend := NewMockBackend(handler)
+			defer goodBackend.Close()
+			require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", goodBackend.URL()))
+
+			client := NewProxydClient("http://127.0.0.1:8545")
+			shutdown, err := proxyd.Start(config)
+			require.NoError(t, err)
+			defer shutdown()
+
+			res, statusCode, err := client.SendBatchRPC(tt.reqs...)
+			require.NoError(t, err)
+			require.Equal(t, http.StatusOK, statusCode)
+			RequireEqualJSON(t, []byte(tt.expectedRes), res)
+
+			if tt.numExpectedForwards != 0 {
+				require.Equal(t, tt.numExpectedForwards, len(goodBackend.Requests()))
+			}
+
+			if handler, ok := handler.(*BatchRPCResponseRouter); ok {
+				for i, mock := range tt.mocks {
+					require.Equal(t, 1, handler.GetNumCalls(mock.method, mock.id), i)
+				}
+			}
+		})
+	}
+}
diff --git a/go/proxyd/integration_tests/caching_test.go b/go/proxyd/integration_tests/caching_test.go
index 13b94b0e80759..78892aa65f958 100644
--- a/go/proxyd/integration_tests/caching_test.go
+++ b/go/proxyd/integration_tests/caching_test.go
@@ -17,13 +17,17 @@ func TestCaching(t *testing.T) {
 	require.NoError(t, err)
 	defer redis.Close()
 
-	hdlr := NewRPCResponseHandler(map[string]interface{}{
-		"eth_chainId":          "0x420",
-		"net_version":          "0x1234",
-		"eth_blockNumber":      "0x64",
-		"eth_getBlockByNumber": "dummy_block",
-		"eth_call":             "dummy_call",
-	})
+	hdlr := NewBatchRPCResponseRouter()
+	hdlr.SetRoute("eth_chainId", "999", "0x420")
+	hdlr.SetRoute("net_version", "999", "0x1234")
+	hdlr.SetRoute("eth_blockNumber", "999", "0x64")
+	hdlr.SetRoute("eth_getBlockByNumber", "999", "dummy_block")
+	hdlr.SetRoute("eth_call", "999", "dummy_call")
+
+	// mock LVC requests
+	hdlr.SetFallbackRoute("eth_blockNumber", "0x64")
+	hdlr.SetFallbackRoute("eth_gasPrice", "0x420")
+
 	backend := NewMockBackend(hdlr)
 	defer backend.Close()
 
@@ -125,7 +129,7 @@ func TestCaching(t *testing.T) {
 	}
 
 	t.Run("block numbers update", func(t *testing.T) {
-		hdlr.SetResponse("eth_blockNumber", "0x100")
+		hdlr.SetFallbackRoute("eth_blockNumber", "0x100")
 		time.Sleep(1500 * time.Millisecond)
 		resRaw, _, err := client.SendRPC("eth_blockNumber", nil)
 		require.NoError(t, err)
@@ -134,7 +138,7 @@ func TestCaching(t *testing.T) {
 	})
 
 	t.Run("nil responses should not be cached", func(t *testing.T) {
-		hdlr.SetResponse("eth_getBlockByNumber", nil)
+		hdlr.SetRoute("eth_getBlockByNumber", "999", nil)
 		resRaw, _, err := client.SendRPC("eth_getBlockByNumber", []interface{}{"0x123"})
 		require.NoError(t, err)
 		resCache, _, err := client.SendRPC("eth_getBlockByNumber", []interface{}{"0x123"})
@@ -145,6 +149,61 @@ func TestCaching(t *testing.T) {
 	})
 }
 
+func TestBatchCaching(t *testing.T) {
+	redis, err := miniredis.Run()
+	require.NoError(t, err)
+	defer redis.Close()
+
+	hdlr := NewBatchRPCResponseRouter()
+	hdlr.SetRoute("eth_chainId", "1", "0x420")
+	hdlr.SetRoute("net_version", "1", "0x1234")
+	hdlr.SetRoute("eth_call", "1", "dummy_call")
+
+	// mock LVC requests
+	hdlr.SetFallbackRoute("eth_blockNumber", "0x64")
+	hdlr.SetFallbackRoute("eth_gasPrice", "0x420")
+
+	backend := NewMockBackend(hdlr)
+	defer backend.Close()
+
+	require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", backend.URL()))
+	require.NoError(t, os.Setenv("REDIS_URL", fmt.Sprintf("redis://127.0.0.1:%s", redis.Port())))
+
+	config := ReadConfig("caching")
+	client := NewProxydClient("http://127.0.0.1:8545")
+	shutdown, err := proxyd.Start(config)
+	require.NoError(t, err)
+	defer shutdown()
+
+	// allow time for the block number fetcher to fire
+	time.Sleep(1500 * time.Millisecond)
+
+	goodChainIdResponse := "{\"jsonrpc\": \"2.0\", \"result\": \"0x420\", \"id\": 1}"
+	goodNetVersionResponse := "{\"jsonrpc\": \"2.0\", \"result\": \"0x1234\", \"id\": 1}"
+	goodEthCallResponse := "{\"jsonrpc\": \"2.0\", \"result\": \"dummy_call\", \"id\": 1}"
+
+	res, _, err := client.SendBatchRPC(
+		NewRPCReq("1", "eth_chainId", nil),
+		NewRPCReq("1", "net_version", nil),
+	)
+	require.NoError(t, err)
+	RequireEqualJSON(t, []byte(asArray(goodChainIdResponse, goodNetVersionResponse)), res)
+	require.Equal(t, 1, countRequests(backend, "eth_chainId"))
+	require.Equal(t, 1, countRequests(backend, "net_version"))
+
+	backend.Reset()
+	res, _, err = client.SendBatchRPC(
+		NewRPCReq("1", "eth_chainId", nil),
+		NewRPCReq("1", "eth_call", []interface{}{`{"to":"0x1234"}`, "pending"}),
+		NewRPCReq("1", "net_version", nil),
+	)
+	require.NoError(t, err)
+	RequireEqualJSON(t, []byte(asArray(goodChainIdResponse, goodEthCallResponse, goodNetVersionResponse)), res)
+	require.Equal(t, 0, countRequests(backend, "eth_chainId"))
+	require.Equal(t, 0, countRequests(backend, "net_version"))
+	require.Equal(t, 1, countRequests(backend, "eth_call"))
+}
+
 func countRequests(backend *MockBackend, name string) int {
 	var count int
 	for _, req := range backend.Requests() {
diff --git a/go/proxyd/integration_tests/failover_test.go b/go/proxyd/integration_tests/failover_test.go
index a6f9743afe596..c939904df2b03 100644
--- a/go/proxyd/integration_tests/failover_test.go
+++ b/go/proxyd/integration_tests/failover_test.go
@@ -18,7 +18,7 @@ const (
 )
 
 func TestFailover(t *testing.T) {
-	goodBackend := NewMockBackend(SingleResponseHandler(200, goodResponse))
+	goodBackend := NewMockBackend(BatchedResponseHandler(200, goodResponse))
 	defer goodBackend.Close()
 	badBackend := NewMockBackend(nil)
 	defer badBackend.Close()
@@ -88,7 +88,7 @@ func TestFailover(t *testing.T) {
 	t.Run("backend times out and falls back to another", func(t *testing.T) {
 		badBackend.SetHandler(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 			time.Sleep(2 * time.Second)
-			_, _ = w.Write([]byte("{}"))
+			_, _ = w.Write([]byte("[{}]"))
 		}))
 		res, statusCode, err := client.SendRPC("eth_chainId", nil)
 		require.NoError(t, err)
@@ -101,23 +101,26 @@ func TestFailover(t *testing.T) {
 	})
 
 	t.Run("works with a batch request", func(t *testing.T) {
+		goodBackend.SetHandler(BatchedResponseHandler(200, goodResponse, goodResponse))
 		badBackend.SetHandler(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 			w.WriteHeader(500)
 		}))
 		res, statusCode, err := client.SendBatchRPC(
 			NewRPCReq("1", "eth_chainId", nil),
-			NewRPCReq("1", "eth_chainId", nil),
+			NewRPCReq("2", "eth_chainId", nil),
 		)
 		require.NoError(t, err)
 		require.Equal(t, 200, statusCode)
 		RequireEqualJSON(t, []byte(asArray(goodResponse, goodResponse)), res)
-		require.Equal(t, 2, len(badBackend.Requests()))
-		require.Equal(t, 2, len(goodBackend.Requests()))
+		require.Equal(t, 1, len(badBackend.Requests()))
+		require.Equal(t, 1, len(goodBackend.Requests()))
+		goodBackend.Reset()
+		badBackend.Reset()
 	})
 }
 
 func TestRetries(t *testing.T) {
-	backend := NewMockBackend(SingleResponseHandler(200, goodResponse))
+	backend := NewMockBackend(BatchedResponseHandler(200, goodResponse))
 	defer backend.Close()
 
 	require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", backend.URL()))
@@ -134,7 +137,7 @@ func TestRetries(t *testing.T) {
 			w.WriteHeader(500)
 			return
 		}
-		_, _ = w.Write([]byte(goodResponse))
+		BatchedResponseHandler(200, goodResponse)(w, r)
 	}))
 
 	// test case where request eventually succeeds
@@ -155,7 +158,8 @@ func TestRetries(t *testing.T) {
 }
 
 func TestOutOfServiceInterval(t *testing.T) {
-	goodBackend := NewMockBackend(SingleResponseHandler(200, goodResponse))
+	okHandler := BatchedResponseHandler(200, goodResponse)
+	goodBackend := NewMockBackend(okHandler)
 	defer goodBackend.Close()
 	badBackend := NewMockBackend(nil)
 	defer badBackend.Close()
@@ -169,13 +173,9 @@ func TestOutOfServiceInterval(t *testing.T) {
 	require.NoError(t, err)
 	defer shutdown()
 
-	okHandler := http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		_, _ = w.Write([]byte(goodResponse))
-	})
 	badBackend.SetHandler(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 		w.WriteHeader(503)
 	}))
-	goodBackend.SetHandler(okHandler)
 
 	res, statusCode, err := client.SendRPC("eth_chainId", nil)
 	require.NoError(t, err)
@@ -210,3 +210,33 @@ func TestOutOfServiceInterval(t *testing.T) {
 	require.Equal(t, 3, len(badBackend.Requests()))
 	require.Equal(t, 4, len(goodBackend.Requests()))
 }
+
+func TestBatchWithPartialFailover(t *testing.T) {
+	config := ReadConfig("failover")
+	config.Server.MaxUpstreamBatchSize = 2
+
+	goodBackend := NewMockBackend(BatchedResponseHandler(200, goodResponse, goodResponse))
+	defer goodBackend.Close()
+	badBackend := NewMockBackend(SingleResponseHandler(200, "this data is not JSON!"))
+	defer badBackend.Close()
+
+	require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", goodBackend.URL()))
+	require.NoError(t, os.Setenv("BAD_BACKEND_RPC_URL", badBackend.URL()))
+
+	client := NewProxydClient("http://127.0.0.1:8545")
+	shutdown, err := proxyd.Start(config)
+	require.NoError(t, err)
+	defer shutdown()
+
+	res, statusCode, err := client.SendBatchRPC(
+		NewRPCReq("1", "eth_chainId", nil),
+		NewRPCReq("2", "eth_chainId", nil),
+		NewRPCReq("3", "eth_chainId", nil),
+		NewRPCReq("4", "eth_chainId", nil),
+	)
+	require.NoError(t, err)
+	require.Equal(t, 200, statusCode)
+	RequireEqualJSON(t, []byte(asArray(goodResponse, goodResponse, goodResponse, goodResponse)), res)
+	require.Equal(t, 2, len(badBackend.Requests()))
+	require.Equal(t, 2, len(goodBackend.Requests()))
+}
diff --git a/go/proxyd/integration_tests/max_rpc_conns_test.go b/go/proxyd/integration_tests/max_rpc_conns_test.go
index 155fa841660a9..dfe3b08c31228 100644
--- a/go/proxyd/integration_tests/max_rpc_conns_test.go
+++ b/go/proxyd/integration_tests/max_rpc_conns_test.go
@@ -27,7 +27,7 @@ func TestMaxConcurrentRPCs(t *testing.T) {
 		mu.Unlock()
 
 		time.Sleep(time.Second * 2)
-		SingleResponseHandler(200, goodResponse)(w, r)
+		BatchedResponseHandler(200, goodResponse)(w, r)
 
 		mu.Lock()
 		concurrentRPCs--
diff --git a/go/proxyd/integration_tests/mock_backend_test.go b/go/proxyd/integration_tests/mock_backend_test.go
index a39ebccaa949e..e3ee6a42c7c64 100644
--- a/go/proxyd/integration_tests/mock_backend_test.go
+++ b/go/proxyd/integration_tests/mock_backend_test.go
@@ -32,52 +32,163 @@ func SingleResponseHandler(code int, response string) http.HandlerFunc {
 	}
 }
 
-type RPCResponseHandler struct {
-	mtx          sync.RWMutex
-	rpcResponses map[string]interface{}
+func BatchedResponseHandler(code int, responses ...string) http.HandlerFunc {
+	// all proxyd upstream requests are batched
+	return func(w http.ResponseWriter, r *http.Request) {
+		var body string
+		body += "["
+		for i, response := range responses {
+			body += response
+			if i+1 < len(responses) {
+				body += ","
+			}
+		}
+		body += "]"
+		SingleResponseHandler(code, body)(w, r)
+	}
+}
+
+type responseMapping struct {
+	result interface{}
+	calls  int
+}
+type BatchRPCResponseRouter struct {
+	m        map[string]map[string]*responseMapping
+	fallback map[string]interface{}
+	mtx      sync.Mutex
 }
 
-func NewRPCResponseHandler(rpcResponses map[string]interface{}) *RPCResponseHandler {
-	return &RPCResponseHandler{
-		rpcResponses: rpcResponses,
+func NewBatchRPCResponseRouter() *BatchRPCResponseRouter {
+	return &BatchRPCResponseRouter{
+		m:        make(map[string]map[string]*responseMapping),
+		fallback: make(map[string]interface{}),
+	}
+}
+
+func (h *BatchRPCResponseRouter) SetRoute(method string, id string, result interface{}) {
+	h.mtx.Lock()
+	defer h.mtx.Unlock()
+
+	switch result.(type) {
+	case string:
+	case nil:
+		break
+	default:
+		panic("invalid result type")
+	}
+
+	m := h.m[method]
+	if m == nil {
+		m = make(map[string]*responseMapping)
 	}
+	m[id] = &responseMapping{result: result}
+	h.m[method] = m
 }
 
-func (h *RPCResponseHandler) SetResponse(method string, response interface{}) {
+func (h *BatchRPCResponseRouter) SetFallbackRoute(method string, result interface{}) {
 	h.mtx.Lock()
 	defer h.mtx.Unlock()
 
-	switch response.(type) {
+	switch result.(type) {
 	case string:
 	case nil:
 		break
 	default:
-		panic("invalid response type")
+		panic("invalid result type")
 	}
 
-	h.rpcResponses[method] = response
+	h.fallback[method] = result
 }
 
-func (h *RPCResponseHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) {
+func (h *BatchRPCResponseRouter) GetNumCalls(method string, id string) int {
+	h.mtx.Lock()
+	defer h.mtx.Unlock()
+
+	if m := h.m[method]; m != nil {
+		if rm := m[id]; rm != nil {
+			return rm.calls
+		}
+	}
+	return 0
+}
+
+func (h *BatchRPCResponseRouter) ServeHTTP(w http.ResponseWriter, r *http.Request) {
+	h.mtx.Lock()
+	defer h.mtx.Unlock()
+
 	body, err := ioutil.ReadAll(r.Body)
 	if err != nil {
 		panic(err)
 	}
+
+	if proxyd.IsBatch(body) {
+		batch, err := proxyd.ParseBatchRPCReq(body)
+		if err != nil {
+			panic(err)
+		}
+		out := make([]*proxyd.RPCRes, len(batch))
+		for i := range batch {
+			req, err := proxyd.ParseRPCReq(batch[i])
+			if err != nil {
+				panic(err)
+			}
+
+			var result interface{}
+			var resultHasValue bool
+
+			if mappings, exists := h.m[req.Method]; exists {
+				if rm := mappings[string(req.ID)]; rm != nil {
+					result = rm.result
+					resultHasValue = true
+					rm.calls++
+				}
+			}
+			if !resultHasValue {
+				result, resultHasValue = h.fallback[req.Method]
+			}
+			if !resultHasValue {
+				w.WriteHeader(400)
+				return
+			}
+
+			out[i] = &proxyd.RPCRes{
+				JSONRPC: proxyd.JSONRPCVersion,
+				Result:  result,
+				ID:      req.ID,
+			}
+		}
+		if err := json.NewEncoder(w).Encode(out); err != nil {
+			panic(err)
+		}
+		return
+	}
+
 	req, err := proxyd.ParseRPCReq(body)
 	if err != nil {
 		panic(err)
 	}
-	h.mtx.RLock()
-	res := h.rpcResponses[req.Method]
-	h.mtx.RUnlock()
-	if res == "" {
+
+	var result interface{}
+	var resultHasValue bool
+
+	if mappings, exists := h.m[req.Method]; exists {
+		if rm := mappings[string(req.ID)]; rm != nil {
+			result = rm.result
+			resultHasValue = true
+			rm.calls++
+		}
+	}
+	if !resultHasValue {
+		result, resultHasValue = h.fallback[req.Method]
+	}
+	if !resultHasValue {
 		w.WriteHeader(400)
 		return
 	}
 
 	out := &proxyd.RPCRes{
 		JSONRPC: proxyd.JSONRPCVersion,
-		Result:  res,
+		Result:  result,
 		ID:      req.ID,
 	}
 	enc := json.NewEncoder(w)
diff --git a/go/proxyd/integration_tests/rate_limit_test.go b/go/proxyd/integration_tests/rate_limit_test.go
index 0d5a26ce6e36f..e460ab9a588ee 100644
--- a/go/proxyd/integration_tests/rate_limit_test.go
+++ b/go/proxyd/integration_tests/rate_limit_test.go
@@ -14,7 +14,7 @@ type resWithCode struct {
 }
 
 func TestMaxRPSLimit(t *testing.T) {
-	goodBackend := NewMockBackend(SingleResponseHandler(200, goodResponse))
+	goodBackend := NewMockBackend(BatchedResponseHandler(200, goodResponse))
 	defer goodBackend.Close()
 
 	require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", goodBackend.URL()))
diff --git a/go/proxyd/integration_tests/testdata/batch_timeout.toml b/go/proxyd/integration_tests/testdata/batch_timeout.toml
index a72eb9eedf7b0..4238aafeea2f2 100644
--- a/go/proxyd/integration_tests/testdata/batch_timeout.toml
+++ b/go/proxyd/integration_tests/testdata/batch_timeout.toml
@@ -1,6 +1,7 @@
 [server]
 rpc_port = 8545
 timeout_seconds = 1
+max_upstream_batch_size = 1
 
 [backend]
 response_timeout_seconds = 1
diff --git a/go/proxyd/integration_tests/testdata/batching.toml b/go/proxyd/integration_tests/testdata/batching.toml
new file mode 100644
index 0000000000000..2aa591d1e37a3
--- /dev/null
+++ b/go/proxyd/integration_tests/testdata/batching.toml
@@ -0,0 +1,19 @@
+[server]
+rpc_port = 8545
+
+[backend]
+response_timeout_seconds = 1
+
+[backends]
+[backends.good]
+rpc_url = "$GOOD_BACKEND_RPC_URL"
+ws_url = "$GOOD_BACKEND_RPC_URL"
+
+[backend_groups]
+[backend_groups.main]
+backends = ["good"]
+
+[rpc_method_mappings]
+eth_chainId = "main"
+net_version = "main"
+eth_call = "main"
diff --git a/go/proxyd/integration_tests/util_test.go b/go/proxyd/integration_tests/util_test.go
index 3f21c3eec5f68..c0fbe2b31b4e2 100644
--- a/go/proxyd/integration_tests/util_test.go
+++ b/go/proxyd/integration_tests/util_test.go
@@ -6,10 +6,12 @@ import (
 	"fmt"
 	"io/ioutil"
 	"net/http"
+	"os"
 	"testing"
 
 	"github.com/BurntSushi/toml"
 	"github.com/ethereum-optimism/optimism/go/proxyd"
+	"github.com/ethereum/go-ethereum/log"
 	"github.com/stretchr/testify/require"
 )
 
@@ -95,3 +97,13 @@ func NewRPCReq(id string, method string, params []interface{}) *proxyd.RPCReq {
 		ID:      []byte(id),
 	}
 }
+
+func InitLogger() {
+	log.Root().SetHandler(
+		log.LvlFilterHandler(log.LvlDebug,
+			log.StreamHandler(
+				os.Stdout,
+				log.TerminalFormat(false),
+			)),
+	)
+}
diff --git a/go/proxyd/integration_tests/validation_test.go b/go/proxyd/integration_tests/validation_test.go
index ee3de4c9b0702..5a22ba2259ac5 100644
--- a/go/proxyd/integration_tests/validation_test.go
+++ b/go/proxyd/integration_tests/validation_test.go
@@ -19,7 +19,7 @@ const (
 )
 
 func TestSingleRPCValidation(t *testing.T) {
-	goodBackend := NewMockBackend(SingleResponseHandler(200, goodResponse))
+	goodBackend := NewMockBackend(BatchedResponseHandler(200, goodResponse))
 	defer goodBackend.Close()
 
 	require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", goodBackend.URL()))
@@ -103,7 +103,7 @@ func TestSingleRPCValidation(t *testing.T) {
 }
 
 func TestBatchRPCValidation(t *testing.T) {
-	goodBackend := NewMockBackend(SingleResponseHandler(200, goodResponse))
+	goodBackend := NewMockBackend(BatchedResponseHandler(200, goodResponse))
 	defer goodBackend.Close()
 
 	require.NoError(t, os.Setenv("GOOD_BACKEND_RPC_URL", goodBackend.URL()))
diff --git a/go/proxyd/metrics.go b/go/proxyd/metrics.go
index faf2534c5b333..5241dfab6af9c 100644
--- a/go/proxyd/metrics.go
+++ b/go/proxyd/metrics.go
@@ -51,6 +51,7 @@ var (
 		"backend_name",
 		"method_name",
 		"status_code",
+		"batched",
 	})
 
 	rpcErrorsTotal = promauto.NewCounterVec(prometheus.CounterOpts{
@@ -83,6 +84,7 @@ var (
 	}, []string{
 		"backend_name",
 		"method_name",
+		"batched",
 	})
 
 	activeClientWsConnsGauge = promauto.NewGaugeVec(prometheus.GaugeOpts{
diff --git a/go/proxyd/proxyd.go b/go/proxyd/proxyd.go
index a51e043d7c1ff..a730a608592e9 100644
--- a/go/proxyd/proxyd.go
+++ b/go/proxyd/proxyd.go
@@ -220,6 +220,7 @@ func Start(config *Config) (func(), error) {
 		config.Server.MaxBodySizeBytes,
 		resolvedAuth,
 		secondsToDuration(config.Server.TimeoutSeconds),
+		config.Server.MaxUpstreamBatchSize,
 		rpcCache,
 	)
 
diff --git a/go/proxyd/server.go b/go/proxyd/server.go
index 41fcef431ef11..30559d950e059 100644
--- a/go/proxyd/server.go
+++ b/go/proxyd/server.go
@@ -21,27 +21,29 @@ import (
 )
 
 const (
-	ContextKeyAuth          = "authorization"
-	ContextKeyReqID         = "req_id"
-	ContextKeyXForwardedFor = "x_forwarded_for"
-	MaxBatchRPCCalls        = 100
-	cacheStatusHdr          = "X-Proxyd-Cache-Status"
-	defaultServerTimeout    = time.Second * 10
-	maxLogLength            = 2000
+	ContextKeyAuth              = "authorization"
+	ContextKeyReqID             = "req_id"
+	ContextKeyXForwardedFor     = "x_forwarded_for"
+	MaxBatchRPCCalls            = 100
+	cacheStatusHdr              = "X-Proxyd-Cache-Status"
+	defaultServerTimeout        = time.Second * 10
+	maxLogLength                = 2000
+	defaultMaxUpstreamBatchSize = 10
 )
 
 type Server struct {
-	backendGroups      map[string]*BackendGroup
-	wsBackendGroup     *BackendGroup
-	wsMethodWhitelist  *StringSet
-	rpcMethodMappings  map[string]string
-	maxBodySize        int64
-	authenticatedPaths map[string]string
-	timeout            time.Duration
-	upgrader           *websocket.Upgrader
-	rpcServer          *http.Server
-	wsServer           *http.Server
-	cache              RPCCache
+	backendGroups        map[string]*BackendGroup
+	wsBackendGroup       *BackendGroup
+	wsMethodWhitelist    *StringSet
+	rpcMethodMappings    map[string]string
+	maxBodySize          int64
+	authenticatedPaths   map[string]string
+	timeout              time.Duration
+	maxUpstreamBatchSize int
+	upgrader             *websocket.Upgrader
+	rpcServer            *http.Server
+	wsServer             *http.Server
+	cache                RPCCache
 }
 
 func NewServer(
@@ -52,6 +54,7 @@ func NewServer(
 	maxBodySize int64,
 	authenticatedPaths map[string]string,
 	timeout time.Duration,
+	maxUpstreamBatchSize int,
 	cache RPCCache,
 ) *Server {
 	if cache == nil {
@@ -66,15 +69,20 @@ func NewServer(
 		timeout = defaultServerTimeout
 	}
 
+	if maxUpstreamBatchSize == 0 {
+		maxUpstreamBatchSize = defaultMaxUpstreamBatchSize
+	}
+
 	return &Server{
-		backendGroups:      backendGroups,
-		wsBackendGroup:     wsBackendGroup,
-		wsMethodWhitelist:  wsMethodWhitelist,
-		rpcMethodMappings:  rpcMethodMappings,
-		maxBodySize:        maxBodySize,
-		authenticatedPaths: authenticatedPaths,
-		timeout:            timeout,
-		cache:              cache,
+		backendGroups:        backendGroups,
+		wsBackendGroup:       wsBackendGroup,
+		wsMethodWhitelist:    wsMethodWhitelist,
+		rpcMethodMappings:    rpcMethodMappings,
+		maxBodySize:          maxBodySize,
+		authenticatedPaths:   authenticatedPaths,
+		timeout:              timeout,
+		maxUpstreamBatchSize: maxUpstreamBatchSize,
+		cache:                cache,
 		upgrader: &websocket.Upgrader{
 			HandshakeTimeout: 5 * time.Second,
 		},
@@ -177,34 +185,14 @@ func (s *Server) HandleRPC(w http.ResponseWriter, r *http.Request) {
 			return
 		}
 
-		batchRes := make([]*RPCRes, len(reqs))
-		var batchContainsCached bool
-		for i := 0; i < len(reqs); i++ {
-			if ctx.Err() == context.DeadlineExceeded {
-				log.Info(
-					"short-circuiting batch RPC",
-					"req_id", GetReqID(ctx),
-					"auth", GetAuthCtx(ctx),
-					"index", i,
-					"batch_size", len(reqs),
-				)
-				batchRPCShortCircuitsTotal.Inc()
-				writeRPCError(ctx, w, nil, ErrGatewayTimeout)
-				return
-			}
-
-			req, err := ParseRPCReq(reqs[i])
-			if err != nil {
-				log.Info("error parsing RPC call", "source", "rpc", "err", err)
-				batchRes[i] = NewRPCErrorRes(nil, err)
-				continue
-			}
-
-			var cached bool
-			batchRes[i], cached = s.handleSingleRPC(ctx, req)
-			if cached {
-				batchContainsCached = true
-			}
+		batchRes, batchContainsCached, err := s.handleBatchRPC(ctx, reqs, true)
+		if err == context.DeadlineExceeded {
+			writeRPCError(ctx, w, nil, ErrGatewayTimeout)
+			return
+		}
+		if err != nil {
+			writeRPCError(ctx, w, nil, ErrInternal)
+			return
 		}
 
 		setCacheHeader(w, batchContainsCached)
@@ -212,73 +200,131 @@ func (s *Server) HandleRPC(w http.ResponseWriter, r *http.Request) {
 		return
 	}
 
-	req, err := ParseRPCReq(body)
+	rawBody := json.RawMessage(body)
+	backendRes, cached, err := s.handleBatchRPC(ctx, []json.RawMessage{rawBody}, false)
 	if err != nil {
-		log.Info("error parsing RPC call", "source", "rpc", "err", err)
-		writeRPCError(ctx, w, nil, err)
+		writeRPCError(ctx, w, nil, ErrInternal)
 		return
 	}
-
-	backendRes, cached := s.handleSingleRPC(ctx, req)
 	setCacheHeader(w, cached)
-	writeRPCRes(ctx, w, backendRes)
+	writeRPCRes(ctx, w, backendRes[0])
 }
 
-func (s *Server) handleSingleRPC(ctx context.Context, req *RPCReq) (*RPCRes, bool) {
-	if err := ValidateRPCReq(req); err != nil {
-		RecordRPCError(ctx, BackendProxyd, MethodUnknown, err)
-		return NewRPCErrorRes(nil, err), false
-	}
-
-	group := s.rpcMethodMappings[req.Method]
-	if group == "" {
-		// use unknown below to prevent DOS vector that fills up memory
-		// with arbitrary method names.
-		log.Info(
-			"blocked request for non-whitelisted method",
-			"source", "rpc",
-			"req_id", GetReqID(ctx),
-			"method", req.Method,
-		)
-		RecordRPCError(ctx, BackendProxyd, MethodUnknown, ErrMethodNotWhitelisted)
-		return NewRPCErrorRes(req.ID, ErrMethodNotWhitelisted), false
+func (s *Server) handleBatchRPC(ctx context.Context, reqs []json.RawMessage, isBatch bool) ([]*RPCRes, bool, error) {
+	// A request set is transformed into groups of batches.
+	// Each batch group maps to a forwarded JSON-RPC batch request (subject to maxUpstreamBatchSize constraints)
+	// A groupID is used to decouple Requests that have duplicate ID so they're not part of the same batch that's
+	// forwarded to the backend. This is done to ensure that the order of JSON-RPC Responses match the Request order
+	// as the backend MAY return Responses out of order.
+	// NOTE: Duplicate request ids induces 1-sized JSON-RPC batches
+	type batchGroup struct {
+		groupID      int
+		backendGroup string
 	}
 
-	var backendRes *RPCRes
-	backendRes, err := s.cache.GetRPC(ctx, req)
-	if err != nil {
-		log.Warn(
-			"cache lookup error",
-			"req_id", GetReqID(ctx),
-			"err", err,
-		)
-	}
-	if backendRes != nil {
-		return backendRes, true
-	}
+	responses := make([]*RPCRes, len(reqs))
+	batches := make(map[batchGroup][]batchElem)
+	ids := make(map[string]int, len(reqs))
 
-	backendRes, err = s.backendGroups[group].Forward(ctx, req)
-	if err != nil {
-		log.Error(
-			"error forwarding RPC request",
-			"method", req.Method,
-			"req_id", GetReqID(ctx),
-			"err", err,
-		)
-		return NewRPCErrorRes(req.ID, err), false
-	}
+	for i := range reqs {
+		parsedReq, err := ParseRPCReq(reqs[i])
+		if err != nil {
+			log.Info("error parsing RPC call", "source", "rpc", "err", err)
+			responses[i] = NewRPCErrorRes(nil, err)
+			continue
+		}
 
-	if backendRes.Error == nil && backendRes.Result != nil {
-		if err = s.cache.PutRPC(ctx, req, backendRes); err != nil {
-			log.Warn(
-				"cache put error",
+		if err := ValidateRPCReq(parsedReq); err != nil {
+			RecordRPCError(ctx, BackendProxyd, MethodUnknown, err)
+			responses[i] = NewRPCErrorRes(nil, err)
+			continue
+		}
+
+		group := s.rpcMethodMappings[parsedReq.Method]
+		if group == "" {
+			// use unknown below to prevent DOS vector that fills up memory
+			// with arbitrary method names.
+			log.Info(
+				"blocked request for non-whitelisted method",
+				"source", "rpc",
 				"req_id", GetReqID(ctx),
-				"err", err,
+				"method", parsedReq.Method,
 			)
+			RecordRPCError(ctx, BackendProxyd, MethodUnknown, ErrMethodNotWhitelisted)
+			responses[i] = NewRPCErrorRes(parsedReq.ID, ErrMethodNotWhitelisted)
+			continue
+		}
+
+		id := string(parsedReq.ID)
+		// If this is a duplicate Request ID, move the Request to a new batchGroup
+		ids[id]++
+		batchGroupID := ids[id]
+		batchGroup := batchGroup{groupID: batchGroupID, backendGroup: group}
+		batches[batchGroup] = append(batches[batchGroup], batchElem{parsedReq, i})
+	}
+
+	var cached bool
+	for group, batch := range batches {
+		var cacheMisses []batchElem
+
+		for _, req := range batch {
+			backendRes, _ := s.cache.GetRPC(ctx, req.Req)
+			if backendRes != nil {
+				responses[req.Index] = backendRes
+				cached = true
+			} else {
+				cacheMisses = append(cacheMisses, req)
+			}
+		}
+
+		// Create minibatches - each minibatch must be no larger than the maxUpstreamBatchSize
+		numBatches := int(math.Ceil(float64(len(cacheMisses)) / float64(s.maxUpstreamBatchSize)))
+		for i := 0; i < numBatches; i++ {
+			if ctx.Err() == context.DeadlineExceeded {
+				log.Info("short-circuiting batch RPC",
+					"req_id", GetReqID(ctx),
+					"auth", GetAuthCtx(ctx),
+					"batch_index", i,
+				)
+				batchRPCShortCircuitsTotal.Inc()
+				return nil, false, context.DeadlineExceeded
+			}
+
+			start := i * s.maxUpstreamBatchSize
+			end := int(math.Min(float64(start+s.maxUpstreamBatchSize), float64(len(cacheMisses))))
+			elems := cacheMisses[start:end]
+			res, err := s.backendGroups[group.backendGroup].Forward(ctx, createBatchRequest(elems), isBatch)
+			if err != nil {
+				log.Error(
+					"error forwarding RPC batch",
+					"batch_size", len(elems),
+					"backend_group", group,
+					"err", err,
+				)
+				res = nil
+				for _, elem := range elems {
+					res = append(res, NewRPCErrorRes(elem.Req.ID, err))
+				}
+			}
+
+			for i := range elems {
+				responses[elems[i].Index] = res[i]
+
+				// TODO(inphi): batch put these
+				if res[i].Error == nil && res[i].Result != nil {
+					if err := s.cache.PutRPC(ctx, elems[i].Req, res[i]); err != nil {
+						log.Warn(
+							"cache put error",
+							"req_id", GetReqID(ctx),
+							"err", err,
+						)
+					}
+				}
+			}
 		}
 	}
 
-	return backendRes, false
+	return responses, cached, nil
 }
 
 func (s *Server) HandleWS(w http.ResponseWriter, r *http.Request) {
@@ -472,3 +518,16 @@ func truncate(str string) string {
 		return str
 	}
 }
+
+type batchElem struct {
+	Req   *RPCReq
+	Index int
+}
+
+func createBatchRequest(elems []batchElem) []*RPCReq {
+	batch := make([]*RPCReq, len(elems))
+	for i := range elems {
+		batch[i] = elems[i].Req
+	}
+	return batch
+}