diff --git a/cdc/cmd/kafka-consumer/main.go b/cdc/cmd/kafka-consumer/main.go
index b4fb875a..a232f3c9 100644
--- a/cdc/cmd/kafka-consumer/main.go
+++ b/cdc/cmd/kafka-consumer/main.go
@@ -272,7 +272,11 @@ func main() {
 	go func() {
 		defer wg.Done()
 		if err := consumer.Run(ctx); err != nil {
-			log.Fatal("Error running consumer: %v", zap.Error(err))
+			if errors.Cause(err) == context.Canceled {
+				log.Info("consumer stopped", zap.Error(err))
+			} else {
+				log.Fatal("Error running consumer: %v", zap.Error(err))
+			}
 		}
 	}()
 
@@ -368,7 +372,7 @@ func (c *Consumer) ConsumeClaim(session sarama.ConsumerGroupSession, claim saram
 	}
 ClaimMessages:
 	for message := range claim.Messages() {
-		log.Info("Message claimed", zap.Int32("partition", message.Partition), zap.ByteString("key", message.Key), zap.ByteString("value", message.Value))
+		log.Debug("Message claimed", zap.Int32("partition", message.Partition), zap.ByteString("key", message.Key), zap.ByteString("value", message.Value))
 		batchDecoder, err := codec.NewJSONEventBatchDecoder(message.Key, message.Value)
 		if err != nil {
 			return errors.Trace(err)
@@ -388,7 +392,7 @@ ClaimMessages:
 			// If the message containing only one event exceeds the length limit, CDC will allow it and issue a warning.
 			if len(message.Key)+len(message.Value) > kafkaMaxMessageBytes && counter > 1 {
 				log.Fatal("kafka max-messages-bytes exceeded", zap.Int("max-message-bytes", kafkaMaxMessageBytes),
-					zap.Int("recevied-bytes", len(message.Key)+len(message.Value)))
+					zap.Int("received-bytes", len(message.Key)+len(message.Value)))
 			}
 
 			switch tp {
@@ -409,7 +413,7 @@ ClaimMessages:
 				if err != nil {
 					log.Fatal("emit row changed event failed", zap.Error(err))
 				}
-				log.Info("Emit ChangedEvent", zap.Any("kv", kv))
+				log.Debug("Emit ChangedEvent", zap.Any("kv", kv))
 				lastCRTs := sink.lastCRTs.Load()
 				if lastCRTs < kv.CRTs {
 					sink.lastCRTs.Store(kv.CRTs)
diff --git a/cdc/deployments/tikv-cdc/docker-compose/docker-compose-kafka-integration.yml b/cdc/deployments/tikv-cdc/docker-compose/docker-compose-kafka-integration.yml
index 6dfe4174..8d47a2a8 100644
--- a/cdc/deployments/tikv-cdc/docker-compose/docker-compose-kafka-integration.yml
+++ b/cdc/deployments/tikv-cdc/docker-compose/docker-compose-kafka-integration.yml
@@ -37,4 +37,4 @@ services:
       - tests/integration_tests/run.sh kafka "${CASE}" & tail -f /dev/null
     network_mode: "service:kafka"
     volumes:
-      - /tmp/tikv_cdc_test_pingyu/:/tmp/tikv_cdc_test
+      - /tmp/tikv_cdc_test/:/tmp/tikv_cdc_test
diff --git a/cdc/deployments/tikv-cdc/docker/Dockerfile b/cdc/deployments/tikv-cdc/docker/Dockerfile
index 733ad89f..e3398174 100644
--- a/cdc/deployments/tikv-cdc/docker/Dockerfile
+++ b/cdc/deployments/tikv-cdc/docker/Dockerfile
@@ -1,6 +1,11 @@
 FROM golang:1.21-alpine3.18 as builder
 RUN apk add --no-cache git make bash
 WORKDIR /go/src/github.com/tikv/migration/cdc
+
+COPY go.mod .
+COPY go.sum .
+RUN GO111MODULE=on go mod download
+
 COPY . .
 ENV CDC_ENABLE_VENDOR=0
 RUN make release
diff --git a/cdc/deployments/tikv-cdc/docker/kafka-consumer.Dockerfile b/cdc/deployments/tikv-cdc/docker/kafka-consumer.Dockerfile
new file mode 100644
index 00000000..3f75cfa8
--- /dev/null
+++ b/cdc/deployments/tikv-cdc/docker/kafka-consumer.Dockerfile
@@ -0,0 +1,16 @@
+FROM golang:1.21-alpine3.18 as builder
+RUN apk add --no-cache git make bash
+WORKDIR /go/src/github.com/tikv/migration/cdc
+
+COPY go.mod .
+COPY go.sum .
+RUN GO111MODULE=on go mod download
+
+COPY . .
+ENV CDC_ENABLE_VENDOR=0
+RUN make kafka_consumer
+
+FROM alpine:3.18
+RUN apk add --no-cache tzdata bash curl socat kafkacat
+COPY --from=builder /go/src/github.com/tikv/migration/cdc/bin/cdc_kafka_consumer /cdc_kafka_consumer
+CMD [ "/cdc_kafka_consumer" ]
diff --git a/cdc/tests/README.md b/cdc/tests/README.md
index c57d49f9..768b859e 100644
--- a/cdc/tests/README.md
+++ b/cdc/tests/README.md
@@ -70,7 +70,7 @@ Some useful tips:
 
 #### Run Integration Tests in Docker for Kafka Sink
 
-1. Run `tests/integration_tests/run_kafka_in_docker.sh --case [test names]`. The rule of `test name` is the same with above.
+1. Run `tests/integration_tests/run_kafka_in_docker.sh --case [test names]`. The rule of `test names` is the same with above.
 
 ## Writing new tests
 
diff --git a/cdc/tests/integration_tests/_utils/run_kafka_consumer b/cdc/tests/integration_tests/_utils/run_kafka_consumer
index acd582e4..5ff35b42 100755
--- a/cdc/tests/integration_tests/_utils/run_kafka_consumer
+++ b/cdc/tests/integration_tests/_utils/run_kafka_consumer
@@ -45,7 +45,7 @@ while [[ $# -gt 0 ]]; do
 	esac
 done
 
-echo "[$(date)] <<<<<< START kafka consumer in $TEST_NAME case >>>>>>"
+echo "[$(date)] <<<<<< START Kafka consumer in $TEST_NAME case >>>>>>"
 cd "$workdir"
 cdc_kafka_consumer \
 	--log-file "$workdir/cdc_kafka_consumer$log_suffix.log" \
diff --git a/cdc/tests/integration_tests/run_group.sh b/cdc/tests/integration_tests/run_group.sh
index ca459a06..a5f37739 100755
--- a/cdc/tests/integration_tests/run_group.sh
+++ b/cdc/tests/integration_tests/run_group.sh
@@ -5,7 +5,7 @@ set -eo pipefail
 CUR=$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)
 
 if [[ $# -eq 1 ]]; then
-	# TODO: remove this branch when CI pipeline is updated.
+	# For backward compatibility
 	sink_type=tikv
 	group=$1
 elif [[ $# -eq 2 ]]; then
diff --git a/cdc/tests/integration_tests/run_kafka_in_docker.sh b/cdc/tests/integration_tests/run_kafka_in_docker.sh
index 870e5647..e22b0acf 100755
--- a/cdc/tests/integration_tests/run_kafka_in_docker.sh
+++ b/cdc/tests/integration_tests/run_kafka_in_docker.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 # Usage:
-#   ./tests/integration_tests/run_kafka_in_docker.sh --case [test_name]
+#   ./tests/integration_tests/run_kafka_in_docker.sh --case [test_names]
 
 set -euo pipefail