diff --git a/cli/analyze.go b/cli/analyze.go
index 073b286..1954251 100644
--- a/cli/analyze.go
+++ b/cli/analyze.go
@@ -417,7 +417,7 @@ func writeSegs(ctx *cli.Context, wrSegs io.Writer, ops bench.Operations, allThre
 	}
 
 	segs.SortByTime()
-	err := segs.CSV(wrSegs)
+	err := segs.CSV(wrSegs, "")
 	errorIf(probe.NewError(err), "Error writing analysis")
 	start := segs[0].Start
 	wantSegs := len(segs)
@@ -425,7 +425,7 @@ func writeSegs(ctx *cli.Context, wrSegs io.Writer, ops bench.Operations, allThre
 	// Write segments per endpoint
 	eps := ops.SortSplitByEndpoint()
 	if len(eps) == 1 {
-		cl := ops.SortSplitByClient()
+		cl := ops.SortSplitByClient("client_")
 		if len(cl) > 1 {
 			eps = cl
 		}
@@ -452,7 +452,7 @@ func writeSegs(ctx *cli.Context, wrSegs io.Writer, ops bench.Operations, allThre
 				segs.SortByObjsPerSec()
 			}
 			segs.SortByTime()
-			err := segs.CSV(wrSegs)
+			err := segs.CSV(wrSegs, ep)
 			errorIf(probe.NewError(err), "Error writing analysis")
 		}
 	}
diff --git a/pkg/aggregate/aggregate.go b/pkg/aggregate/aggregate.go
index 53e79b6..7bf96e8 100644
--- a/pkg/aggregate/aggregate.go
+++ b/pkg/aggregate/aggregate.go
@@ -25,6 +25,9 @@ import (
 	"github.com/minio/warp/pkg/bench"
 )
 
+// Prefix used, when all host names are the same, but multiple clients were used.
+var clientAsHostPrefix = "Client_"
+
 // Aggregated contains aggregated data for a single benchmark run.
 type Aggregated struct {
 	// MixedServerStats and MixedThroughputByHost is populated only when data is mixed.
@@ -135,7 +138,7 @@ func Aggregate(o bench.Operations, opts Options) Aggregated {
 
 		eps := o.SortSplitByEndpoint()
 		if len(eps) == 1 {
-			cl := ops.SortSplitByClient()
+			cl := ops.SortSplitByClient(clientAsHostPrefix)
 			if len(cl) > 1 {
 				eps = cl
 			}
@@ -236,8 +239,9 @@ func Aggregate(o bench.Operations, opts Options) Aggregated {
 
 			eps := allOps.SortSplitByEndpoint()
 			if len(eps) == 1 {
-				cl := ops.SortSplitByClient()
+				cl := ops.SortSplitByClient(clientAsHostPrefix)
 				if len(cl) > 1 {
+					a.HostNames = ops.ClientIDs(clientAsHostPrefix)
 					eps = cl
 				}
 			}
diff --git a/pkg/aggregate/requests.go b/pkg/aggregate/requests.go
index bddfb7a..45549dc 100644
--- a/pkg/aggregate/requests.go
+++ b/pkg/aggregate/requests.go
@@ -234,7 +234,7 @@ func RequestAnalysisSingleSized(o bench.Operations, allThreads bool) *SingleSize
 	res.HostNames = o.Endpoints()
 	res.ByHost = RequestAnalysisHostsSingleSized(o)
 	if len(res.HostNames) != len(res.ByHost) {
-		res.HostNames = o.ClientIDs()
+		res.HostNames = o.ClientIDs(clientAsHostPrefix)
 	}
 	return &res
 }
@@ -243,10 +243,13 @@ func RequestAnalysisSingleSized(o bench.Operations, allThreads bool) *SingleSize
 func RequestAnalysisHostsSingleSized(o bench.Operations) map[string]SingleSizedRequests {
 	eps := o.SortSplitByEndpoint()
 	if len(eps) == 1 {
-		cl := o.SortSplitByClient()
+		cl := o.SortSplitByClient(clientAsHostPrefix)
 		if len(cl) > 1 {
 			eps = cl
 		}
+		if len(eps) == 1 {
+			return nil
+		}
 	}
 	res := make(map[string]SingleSizedRequests, len(eps))
 	var wg sync.WaitGroup
@@ -284,8 +287,8 @@ func RequestAnalysisMultiSized(o bench.Operations, allThreads bool) *MultiSizedR
 	res.fill(active)
 	res.ByHost = RequestAnalysisHostsMultiSized(active)
 	res.HostNames = active.Endpoints()
-	if len(res.HostNames) != len(res.ByHost) {
-		res.HostNames = o.ClientIDs()
+	if len(res.HostNames) != len(res.ByHost) && len(res.ByHost) > 0 {
+		res.HostNames = o.ClientIDs(clientAsHostPrefix)
 	}
 	return &res
 }
@@ -295,11 +298,15 @@ func RequestAnalysisHostsMultiSized(o bench.Operations) map[string]RequestSizeRa
 	start, end := o.TimeRange()
 	eps := o.SortSplitByEndpoint()
 	if len(eps) == 1 {
-		cl := o.SortSplitByClient()
+		cl := o.SortSplitByClient(clientAsHostPrefix)
 		if len(cl) > 1 {
 			eps = cl
 		}
+		if len(eps) == 1 {
+			return nil
+		}
 	}
+
 	res := make(map[string]RequestSizeRange, len(eps))
 	var wg sync.WaitGroup
 	var mu sync.Mutex
diff --git a/pkg/bench/analyze.go b/pkg/bench/analyze.go
index 58abc97..e35eff6 100644
--- a/pkg/bench/analyze.go
+++ b/pkg/bench/analyze.go
@@ -235,7 +235,7 @@ func (s Segments) Print(w io.Writer) error {
 }
 
 // CSV writes segments to a supplied writer as CSV data.
-func (s Segments) CSV(w io.Writer) error {
+func (s Segments) CSV(w io.Writer, hostOvr string) error {
 	cw := csv.NewWriter(w)
 	cw.Comma = '\t'
 	err := cw.Write([]string{
@@ -261,7 +261,7 @@ func (s Segments) CSV(w io.Writer) error {
 		return err
 	}
 	for i, seg := range s {
-		err := seg.CSV(cw, i)
+		err := seg.CSV(cw, i, hostOvr)
 		if err != nil {
 			return err
 		}
@@ -271,12 +271,15 @@ func (s Segments) CSV(w io.Writer) error {
 }
 
 // CSV writes a CSV representation of the segment to the supplied writer.
-func (s Segment) CSV(w *csv.Writer, idx int) error {
+func (s Segment) CSV(w *csv.Writer, idx int, host string) error {
 	mib, ops, objs := s.SpeedPerSec()
+	if host == "" {
+		host = s.Host
+	}
 	return w.Write([]string{
 		fmt.Sprint(idx),
 		s.OpType,
-		s.Host,
+		host,
 		fmt.Sprint(float64(s.EndsBefore.Sub(s.Start)) / float64(time.Second)),
 		fmt.Sprint(s.ObjsPerOp),
 		fmt.Sprint(s.TotalBytes),
diff --git a/pkg/bench/ops.go b/pkg/bench/ops.go
index 5eb7891..6f4551b 100644
--- a/pkg/bench/ops.go
+++ b/pkg/bench/ops.go
@@ -386,7 +386,7 @@ func (o Operations) SortSplitByEndpoint() map[string]Operations {
 }
 
 // SortSplitByClient will sort operations by endpoint and split by host.
-func (o Operations) SortSplitByClient() map[string]Operations {
+func (o Operations) SortSplitByClient(prefix string) map[string]Operations {
 	clients := o.Clients()
 	o.SortByClient()
 	dst := make(map[string]Operations, clients)
@@ -405,6 +405,13 @@ func (o Operations) SortSplitByClient() map[string]Operations {
 	if cl != "" {
 		dst[cl] = o[start:]
 	}
+	if prefix != "" {
+		dst2 := make(map[string]Operations, len(dst))
+		for k, v := range dst {
+			dst2[prefix+k] = v
+		}
+		return dst2
+	}
 
 	return dst
 }
@@ -891,7 +898,7 @@ func (o Operations) Endpoints() []string {
 	return dst
 }
 
-func (o Operations) ClientIDs() []string {
+func (o Operations) ClientIDs(prefix string) []string {
 	if len(o) == 0 {
 		return nil
 	}
@@ -901,7 +908,7 @@ func (o Operations) ClientIDs() []string {
 	}
 	dst := make([]string, 0, len(found))
 	for k := range found {
-		dst = append(dst, k)
+		dst = append(dst, prefix+k)
 	}
 	sort.Strings(dst)
 	return dst