diff --git a/cmd/broker/main.go b/cmd/broker/main.go
index f291c86..d0c2914 100644
--- a/cmd/broker/main.go
+++ b/cmd/broker/main.go
@@ -40,6 +40,7 @@ import (
 	"github.com/KafScale/platform/pkg/protocol"
 	"github.com/KafScale/platform/pkg/storage"
 	"golang.org/x/sync/semaphore"
+	"golang.org/x/sync/singleflight"
 	"google.golang.org/grpc"
 	"google.golang.org/grpc/codes"
 	"google.golang.org/grpc/status"
@@ -61,7 +62,8 @@ type handler struct {
 	s3                   storage.S3Client
 	cache                *cache.SegmentCache
 	logs                 map[string]map[int32]*storage.PartitionLog
-	logMu                sync.Mutex
+	logMu                sync.RWMutex
+	logInit              singleflight.Group
 	logConfig            storage.PartitionLogConfig
 	coordinator          *broker.GroupCoordinator
 	s3Health             *broker.S3HealthMonitor
@@ -1943,20 +1945,61 @@ func (h *handler) ensureTopic(ctx context.Context, topic string, partition int32
 }
 
 func (h *handler) getPartitionLog(ctx context.Context, topic string, partition int32) (*storage.PartitionLog, error) {
-	for {
-		h.logMu.Lock()
-		partitions := h.logs[topic]
-		if partitions == nil {
-			partitions = make(map[int32]*storage.PartitionLog)
-			h.logs[topic] = partitions
+	h.logMu.RLock()
+	if partitions, ok := h.logs[topic]; ok {
+		if plog, ok := partitions[partition]; ok {
+			h.logMu.RUnlock()
+			return plog, nil
 		}
-		if log, ok := partitions[partition]; ok {
+	}
+	h.logMu.RUnlock()
+
+	// Requests for other partitions proceed in parallel; only one goroutine
+	// per partition does the actual initialization.
+	for {
+		key := fmt.Sprintf("%s/%d", topic, partition)
+		result, err, _ := h.logInit.Do(key, func() (interface{}, error) {
+			// Double-check under read lock in case another goroutine just finished.
+			h.logMu.RLock()
+			if partitions, ok := h.logs[topic]; ok {
+				if plog, ok := partitions[partition]; ok {
+					h.logMu.RUnlock()
+					return plog, nil
+				}
+			}
+			h.logMu.RUnlock()
+
+			// All I/O happens outside the lock.
+			nextOffset, err := h.store.NextOffset(ctx, topic, partition)
+			if err != nil {
+				return nil, err
+			}
+			plog := storage.NewPartitionLog(h.s3Namespace, topic, partition, nextOffset, h.s3, h.cache, h.logConfig, func(cbCtx context.Context, artifact *storage.SegmentArtifact) {
+				if err := h.store.UpdateOffsets(cbCtx, topic, partition, artifact.LastOffset); err != nil {
+					h.logger.Error("update offsets failed", "error", err, "topic", topic, "partition", partition)
+				}
+			}, h.recordS3Op, h.s3sem)
+			lastOffset, err := plog.RestoreFromS3(ctx)
+			if err != nil {
+				h.logger.Error("restore partition log from S3 failed", "topic", topic, "partition", partition, "error", err)
+				return nil, err
+			}
+			if lastOffset >= nextOffset {
+				if err := h.store.UpdateOffsets(ctx, topic, partition, lastOffset); err != nil {
+					h.logger.Error("sync offsets from S3 failed", "error", err, "topic", topic, "partition", partition)
+				}
+			}
+
+			h.logMu.Lock()
+			if h.logs[topic] == nil {
+				h.logs[topic] = make(map[int32]*storage.PartitionLog)
+			}
+			h.logs[topic][partition] = plog
 			h.logMu.Unlock()
-			return log, nil
-		}
-		nextOffset, err := h.store.NextOffset(ctx, topic, partition)
+
+			return plog, nil
+		})
 		if err != nil {
-			h.logMu.Unlock()
 			if errors.Is(err, metadata.ErrUnknownTopic) && h.autoCreateTopics {
 				if err := h.ensureTopic(ctx, topic, partition); err != nil {
 					return nil, err
@@ -1965,25 +2008,7 @@ func (h *handler) getPartitionLog(ctx context.Context, topic string, partition i
 			}
 			return nil, err
 		}
-		plog := storage.NewPartitionLog(h.s3Namespace, topic, partition, nextOffset, h.s3, h.cache, h.logConfig, func(cbCtx context.Context, artifact *storage.SegmentArtifact) {
-			if err := h.store.UpdateOffsets(cbCtx, topic, partition, artifact.LastOffset); err != nil {
-				h.logger.Error("update offsets failed", "error", err, "topic", topic, "partition", partition)
-			}
-		}, h.recordS3Op, h.s3sem)
-		lastOffset, err := plog.RestoreFromS3(ctx)
-		if err != nil {
-			h.logger.Error("restore partition log from S3 failed", "topic", topic, "partition", partition, "error", err)
-			h.logMu.Unlock()
-			return nil, err
-		}
-		if lastOffset >= nextOffset {
-			if err := h.store.UpdateOffsets(ctx, topic, partition, lastOffset); err != nil {
-				h.logger.Error("sync offsets from S3 failed", "error", err, "topic", topic, "partition", partition)
-			}
-		}
-		partitions[partition] = plog
-		h.logMu.Unlock()
-		return plog, nil
+		return result.(*storage.PartitionLog), nil
 	}
 }