diff --git a/pkg/common/storage/cache/redis/seq.go b/pkg/common/storage/cache/redis/seq.go
index 76dd921a5..09ad5b609 100644
--- a/pkg/common/storage/cache/redis/seq.go
+++ b/pkg/common/storage/cache/redis/seq.go
@@ -16,11 +16,13 @@ package redis
 
 import (
 	"context"
+	"errors"
 	"github.com/openimsdk/open-im-server/v3/pkg/common/storage/cache"
 	"github.com/openimsdk/open-im-server/v3/pkg/common/storage/cache/cachekey"
 	"github.com/openimsdk/tools/errs"
 	"github.com/openimsdk/tools/utils/stringutil"
 	"github.com/redis/go-redis/v9"
+	"sync"
 )
 
 func NewSeqCache(rdb redis.UniversalClient) cache.SeqCache {
@@ -61,15 +63,40 @@ func (c *seqCache) getSeq(ctx context.Context, conversationID string, getkey fun
 
 func (c *seqCache) getSeqs(ctx context.Context, items []string, getkey func(s string) string) (m map[string]int64, err error) {
 	m = make(map[string]int64, len(items))
+	var (
+		reverseMap = make(map[string]string, len(items))
+		keys       = make([]string, len(items))
+		lock       sync.Mutex
+	)
+
 	for i, v := range items {
-		res, err := c.rdb.Get(ctx, getkey(v)).Result()
-		if err != nil && err != redis.Nil {
-			return nil, errs.Wrap(err)
+		keys[i] = getkey(v)
+		reverseMap[getkey(v)] = v
+	}
+
+	manager := NewRedisShardManager(c.rdb)
+	if err = manager.ProcessKeysBySlot(ctx, keys, func(ctx context.Context, _ int64, keys []string) error {
+		res, err := c.rdb.MGet(ctx, keys...).Result()
+		if err != nil && !errors.Is(err, redis.Nil) {
+			return errs.Wrap(err)
 		}
-		val := stringutil.StringToInt64(res)
-		if val != 0 {
-			m[items[i]] = val
+
+		// len(res) <= len(items)
+		for i := range res {
+			strRes, ok := res[i].(string)
+			if !ok {
+				continue
+			}
+			val := stringutil.StringToInt64(strRes)
+			if val != 0 {
+				lock.Lock()
+				m[reverseMap[keys[i]]] = val
+				lock.Unlock()
+			}
 		}
+		return nil
+	}); err != nil {
+		return nil, err
 	}
 
 	return m, nil
diff --git a/pkg/rpccache/conversation.go b/pkg/rpccache/conversation.go
index 4c00dd1f7..0109f1b1d 100644
--- a/pkg/rpccache/conversation.go
+++ b/pkg/rpccache/conversation.go
@@ -16,15 +16,19 @@ package rpccache
 
 import (
 	"context"
-	"github.com/openimsdk/open-im-server/v3/pkg/common/storage/cache/cachekey"
-
 	"github.com/openimsdk/open-im-server/v3/pkg/common/config"
+	"github.com/openimsdk/open-im-server/v3/pkg/common/storage/cache/cachekey"
 	"github.com/openimsdk/open-im-server/v3/pkg/localcache"
 	"github.com/openimsdk/open-im-server/v3/pkg/rpcclient"
 	pbconversation "github.com/openimsdk/protocol/conversation"
 	"github.com/openimsdk/tools/errs"
 	"github.com/openimsdk/tools/log"
 	"github.com/redis/go-redis/v9"
+	"golang.org/x/sync/errgroup"
+)
+
+const (
+	conversationWorkerCount = 20
 )
 
 func NewConversationLocalCache(client rpcclient.ConversationRpcClient, localCache *config.LocalCache, cli redis.UniversalClient) *ConversationLocalCache {
@@ -90,15 +94,33 @@ func (c *ConversationLocalCache) GetSingleConversationRecvMsgOpt(ctx context.Con
 }
 
 func (c *ConversationLocalCache) GetConversations(ctx context.Context, ownerUserID string, conversationIDs []string) ([]*pbconversation.Conversation, error) {
-	conversations := make([]*pbconversation.Conversation, 0, len(conversationIDs))
+	var (
+		conversations     = make([]*pbconversation.Conversation, 0, len(conversationIDs))
+		conversationsChan = make(chan *pbconversation.Conversation, len(conversationIDs))
+	)
+
+	g, ctx := errgroup.WithContext(ctx)
+	g.SetLimit(conversationWorkerCount)
+
 	for _, conversationID := range conversationIDs {
-		conversation, err := c.GetConversation(ctx, ownerUserID, conversationID)
-		if err != nil {
-			if errs.ErrRecordNotFound.Is(err) {
-				continue
+		conversationID := conversationID
+		g.Go(func() error {
+			conversation, err := c.GetConversation(ctx, ownerUserID, conversationID)
+			if err != nil {
+				if errs.ErrRecordNotFound.Is(err) {
+					return nil
+				}
+				return err
 			}
-			return nil, err
-		}
+			conversationsChan <- conversation
+			return nil
+		})
+	}
+	if err := g.Wait(); err != nil {
+		return nil, err
+	}
+	close(conversationsChan)
+	for conversation := range conversationsChan {
 		conversations = append(conversations, conversation)
 	}
 	return conversations, nil