diff --git a/deploy/docker/docker-compose.yml b/deploy/docker/docker-compose.yml
index 2c557c4dd7..032d4208a6 100644
--- a/deploy/docker/docker-compose.yml
+++ b/deploy/docker/docker-compose.yml
@@ -19,6 +19,9 @@ version: "3.8"
 services:
   dolphinscheduler-postgresql:
     image: bitnami/postgresql:11.11.0
+    ports:
+      - "5432:5432"
+    profiles: ["all", "schema"]
     environment:
       POSTGRESQL_USERNAME: root
       POSTGRESQL_PASSWORD: root
@@ -35,6 +38,7 @@ services:
 
   dolphinscheduler-zookeeper:
     image: bitnami/zookeeper:3.6.2
+    profiles: ["all"]
     environment:
       ALLOW_ANONYMOUS_LOGIN: "yes"
       ZOO_4LW_COMMANDS_WHITELIST: srvr,ruok,wchs,cons
@@ -51,7 +55,8 @@ services:
   dolphinscheduler-schema-initializer:
     image: ${HUB}/dolphinscheduler-tools:${TAG}
     env_file: .env
-    command: [ bin/create-schema.sh ]
+    profiles: ["schema"]
+    command: [ tools/bin/upgrade-schema.sh ]
     depends_on:
       dolphinscheduler-postgresql:
         condition: service_healthy
@@ -66,15 +71,14 @@ services:
     image: ${HUB}/dolphinscheduler-api:${TAG}
     ports:
       - "12345:12345"
+    profiles: ["all"]
     env_file: .env
     healthcheck:
-      test: [ "CMD", "curl", "http://localhost:12345/actuator/health" ]
+      test: [ "CMD", "curl", "http://localhost:12345/dolphinscheduler/actuator/health" ]
       interval: 30s
       timeout: 5s
       retries: 3
     depends_on:
-      dolphinscheduler-schema-initializer:
-        condition: service_completed_successfully
       dolphinscheduler-zookeeper:
         condition: service_healthy
     volumes:
@@ -86,15 +90,13 @@ services:
 
   dolphinscheduler-alert:
     image: ${HUB}/dolphinscheduler-alert-server:${TAG}
+    profiles: ["all"]
     env_file: .env
     healthcheck:
       test: [ "CMD", "curl", "http://localhost:50053/actuator/health" ]
       interval: 30s
       timeout: 5s
       retries: 3
-    depends_on:
-      dolphinscheduler-schema-initializer:
-        condition: service_completed_successfully
     volumes:
       - dolphinscheduler-logs:/opt/dolphinscheduler/logs
     networks:
@@ -102,6 +104,7 @@ services:
 
   dolphinscheduler-master:
     image: ${HUB}/dolphinscheduler-master:${TAG}
+    profiles: ["all"]
     env_file: .env
     healthcheck:
       test: [ "CMD", "curl", "http://localhost:5679/actuator/health" ]
@@ -109,8 +112,6 @@ services:
       timeout: 5s
       retries: 3
     depends_on:
-      dolphinscheduler-schema-initializer:
-        condition: service_completed_successfully
       dolphinscheduler-zookeeper:
         condition: service_healthy
     volumes:
@@ -121,6 +122,7 @@ services:
 
   dolphinscheduler-worker:
     image: ${HUB}/dolphinscheduler-worker:${TAG}
+    profiles: ["all"]
     env_file: .env
     healthcheck:
       test: [ "CMD", "curl", "http://localhost:1235/actuator/health" ]
@@ -128,8 +130,6 @@ services:
       timeout: 5s
       retries: 3
     depends_on:
-      dolphinscheduler-schema-initializer:
-        condition: service_completed_successfully
       dolphinscheduler-zookeeper:
         condition: service_healthy
     volumes:
diff --git a/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-alert.yaml b/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-alert.yaml
index aba9e60d22..49ff69ac83 100644
--- a/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-alert.yaml
+++ b/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-alert.yaml
@@ -67,6 +67,8 @@ spec:
           env:
             - name: TZ
               value: {{ .Values.timezone }}
+            - name: SPRING_JACKSON_TIME_ZONE
+              value: {{ .Values.timezone }}
             {{- include "dolphinscheduler.database.env_vars" . | nindent 12 }}
             {{ range $key, $value :=  .Values.alert.env }}
             - name: {{ $key }}
diff --git a/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-api.yaml b/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-api.yaml
index 64ff6abd2e..f571f8c2fa 100644
--- a/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-api.yaml
+++ b/deploy/kubernetes/dolphinscheduler/templates/deployment-dolphinscheduler-api.yaml
@@ -65,6 +65,8 @@ spec:
           env:
             - name: TZ
               value: {{ .Values.timezone }}
+            - name: SPRING_JACKSON_TIME_ZONE
+              value: {{ .Values.timezone }}
             {{- include "dolphinscheduler.database.env_vars" . | nindent 12 }}
             {{- include "dolphinscheduler.registry.env_vars" . | nindent 12 }}
             {{- include "dolphinscheduler.fs_s3a.env_vars" . | nindent 12 }}
@@ -82,7 +84,7 @@ spec:
           {{- if .Values.api.livenessProbe.enabled }}
           livenessProbe:
             exec:
-              command: ["curl", "-s", "http://localhost:12345/actuator/health/liveness"]
+              command: ["curl", "-s", "http://localhost:12345/dolphinscheduler/actuator/health/liveness"]
             initialDelaySeconds: {{ .Values.api.livenessProbe.initialDelaySeconds }}
             periodSeconds: {{ .Values.api.livenessProbe.periodSeconds }}
             timeoutSeconds: {{ .Values.api.livenessProbe.timeoutSeconds }}
@@ -92,7 +94,7 @@ spec:
           {{- if .Values.api.readinessProbe.enabled }}
           readinessProbe:
             exec:
-              command: ["curl", "-s", "http://localhost:12345/actuator/health/readiness"]
+              command: ["curl", "-s", "http://localhost:12345/dolphinscheduler/actuator/health/readiness"]
             initialDelaySeconds: {{ .Values.api.readinessProbe.initialDelaySeconds }}
             periodSeconds: {{ .Values.api.readinessProbe.periodSeconds }}
             timeoutSeconds: {{ .Values.api.readinessProbe.timeoutSeconds }}
diff --git a/deploy/kubernetes/dolphinscheduler/templates/job-dolphinscheduler-schema-initializer.yaml b/deploy/kubernetes/dolphinscheduler/templates/job-dolphinscheduler-schema-initializer.yaml
index 4df2ebd3ec..bb5780d670 100644
--- a/deploy/kubernetes/dolphinscheduler/templates/job-dolphinscheduler-schema-initializer.yaml
+++ b/deploy/kubernetes/dolphinscheduler/templates/job-dolphinscheduler-schema-initializer.yaml
@@ -38,10 +38,12 @@ spec:
           image: {{ include "dolphinscheduler.image.fullname.tools" . }}
           imagePullPolicy: {{ .Values.image.pullPolicy }}
           args:
-            - bin/create-schema.sh
+            - tools/bin/upgrade-schema.sh
           env:
             - name: TZ
               value: {{ .Values.timezone }}
+            - name: SPRING_JACKSON_TIME_ZONE
+              value: {{ .Values.timezone }}
             {{- include "dolphinscheduler.database.env_vars" . | nindent 12 }}
             {{- include "dolphinscheduler.registry.env_vars" . | nindent 12 }}
             {{- include "dolphinscheduler.fs_s3a.env_vars" . | nindent 12 }}
diff --git a/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-master.yaml b/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-master.yaml
index 503ff23f84..f1f8f4b86e 100644
--- a/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-master.yaml
+++ b/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-master.yaml
@@ -62,6 +62,8 @@ spec:
           env:
             - name: TZ
               value: {{ .Values.timezone }}
+            - name: SPRING_JACKSON_TIME_ZONE
+              value: {{ .Values.timezone }}
             {{- include "dolphinscheduler.database.env_vars" . | nindent 12 }}
             {{- include "dolphinscheduler.registry.env_vars" . | nindent 12 }}
             {{- include "dolphinscheduler.fs_s3a.env_vars" . | nindent 12 }}
diff --git a/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-worker.yaml b/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-worker.yaml
index d148f5122c..ebab09f279 100644
--- a/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-worker.yaml
+++ b/deploy/kubernetes/dolphinscheduler/templates/statefulset-dolphinscheduler-worker.yaml
@@ -62,6 +62,8 @@ spec:
           env:
             - name: TZ
               value: {{ .Values.timezone }}
+            - name: SPRING_JACKSON_TIME_ZONE
+              value: {{ .Values.timezone }}
             - name: ALERT_LISTEN_HOST
               value: {{ include "dolphinscheduler.fullname" . }}-alert
             {{- include "dolphinscheduler.database.env_vars" . | nindent 12 }}
diff --git a/docs/docs/en/guide/start/docker.md b/docs/docs/en/guide/start/docker.md
index db7d869628..87a3bb9bc9 100644
--- a/docs/docs/en/guide/start/docker.md
+++ b/docs/docs/en/guide/start/docker.md
@@ -9,7 +9,7 @@ or zookeeper server already exists.
 ## Prepare
 
 - [Docker](https://docs.docker.com/engine/install/) 1.13.1+
-- [Docker Compose](https://docs.docker.com/compose/) 1.11.0+
+- [Docker Compose](https://docs.docker.com/compose/) 1.28.0+
 
 ## Start Server
 
@@ -54,9 +54,13 @@ $ tar -zxf apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src.tar.gz
 # Going to docker-compose's location
 # For Mac or Linux users 
 $ cd apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src/deploy/docker
-# For Windows users
-$ cd apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src\deploy\docker
-$ docker-compose up -d
+# For Windows users, you should run command `cd apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src\deploy\docker`
+
+# Initialize the database, use profile schema
+$ docker-compose --profile schema up -d
+
+# start all dolphinscheduler server, use profile all
+$ docker-compose --profile all up -d
 ```
 
 > NOTES: It will not only start DolphinScheduler servers but also some others necessary services like PostgreSQL(with `root`
@@ -78,6 +82,7 @@ $ docker run -d --name dolphinscheduler-tools \
     -e SPRING_DATASOURCE_URL="jdbc:postgresql://localhost:5432/<DATABASE>" \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
+    --net host \
     apache/dolphinscheduler-tools:"${DOLPHINSCHEDULER_VERSION}" bin/create-schema.sh
 # Starting DolphinScheduler service
 $ docker run -d --name dolphinscheduler-master \
@@ -87,6 +92,7 @@ $ docker run -d --name dolphinscheduler-master \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-master:"${DOLPHINSCHEDULER_VERSION}"
 $ docker run -d --name dolphinscheduler-worker \
     -e DATABASE="postgresql" \
@@ -95,6 +101,7 @@ $ docker run -d --name dolphinscheduler-worker \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-worker:"${DOLPHINSCHEDULER_VERSION}"
 $ docker run -d --name dolphinscheduler-api \
     -e DATABASE="postgresql" \
@@ -103,6 +110,7 @@ $ docker run -d --name dolphinscheduler-api \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-api:"${DOLPHINSCHEDULER_VERSION}"
 $ docker run -d --name dolphinscheduler-alert-server \
     -e DATABASE="postgresql" \
@@ -111,6 +119,7 @@ $ docker run -d --name dolphinscheduler-alert-server \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-alert-server:"${DOLPHINSCHEDULER_VERSION}"
 ```
 
diff --git a/docs/docs/zh/guide/start/docker.md b/docs/docs/zh/guide/start/docker.md
index 8daa8fc497..cbaa8f9d89 100644
--- a/docs/docs/zh/guide/start/docker.md
+++ b/docs/docs/zh/guide/start/docker.md
@@ -7,7 +7,7 @@
 ## 前置条件
 
 - [Docker](https://docs.docker.com/engine/install/) 1.13.1+
-- [Docker Compose](https://docs.docker.com/compose/) 1.11.0+
+- [Docker Compose](https://docs.docker.com/compose/) 1.28.0+
 
 ## 启动服务
 
@@ -47,9 +47,13 @@ $ DOLPHINSCHEDULER_VERSION=3.0.0-beta-1
 $ tar -zxf apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src.tar.gz
 # Mac Linux 用户
 $ cd apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src/deploy/docker
-# Windows 用户
-$ cd apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src\deploy\docker
-$ docker-compose up -d
+#  Windows 用户, `cd apache-dolphinscheduler-"${DOLPHINSCHEDULER_VERSION}"-src\deploy\docker`
+
+# 如果需要初始化或者升级数据库结构，需要指定profile为schema
+$ docker-compose --profile schema up -d
+
+# 启动dolphinscheduler所有服务，指定profile为all
+$ docker-compose --profile all up -d
 ```
 
 > 提醒：通过 docker-compose 启动服务时，除了会启动 DolphinScheduler 对应的服务外，还会启动必要依赖服务，如数据库 PostgreSQL(用户 
@@ -70,6 +74,7 @@ $ docker run -d --name dolphinscheduler-tools \
     -e SPRING_DATASOURCE_URL="jdbc:postgresql://localhost:5432/<DATABASE>" \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
+    --net host \
     apache/dolphinscheduler-tools:"${DOLPHINSCHEDULER_VERSION}" bin/create-schema.sh
 # 启动 DolphinScheduler 对应的服务
 $ docker run -d --name dolphinscheduler-master \
@@ -79,6 +84,7 @@ $ docker run -d --name dolphinscheduler-master \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-master:"${DOLPHINSCHEDULER_VERSION}"
 $ docker run -d --name dolphinscheduler-worker \
     -e DATABASE="postgresql" \
@@ -87,6 +93,7 @@ $ docker run -d --name dolphinscheduler-worker \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-worker:"${DOLPHINSCHEDULER_VERSION}"
 $ docker run -d --name dolphinscheduler-api \
     -e DATABASE="postgresql" \
@@ -95,6 +102,7 @@ $ docker run -d --name dolphinscheduler-api \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-api:"${DOLPHINSCHEDULER_VERSION}"
 $ docker run -d --name dolphinscheduler-alert-server \
     -e DATABASE="postgresql" \
@@ -103,6 +111,7 @@ $ docker run -d --name dolphinscheduler-alert-server \
     -e SPRING_DATASOURCE_USERNAME="<USER>" \
     -e SPRING_DATASOURCE_PASSWORD="<PASSWORD>" \
     -e REGISTRY_ZOOKEEPER_CONNECT_STRING="localhost:2181" \
+    --net host \
     -d apache/dolphinscheduler-alert-server:"${DOLPHINSCHEDULER_VERSION}"
 ```
 
diff --git a/dolphinscheduler-tools/src/main/bin/upgrade-schema.sh b/dolphinscheduler-tools/src/main/bin/upgrade-schema.sh
index d11dc6a2c1..33d4e06db8 100755
--- a/dolphinscheduler-tools/src/main/bin/upgrade-schema.sh
+++ b/dolphinscheduler-tools/src/main/bin/upgrade-schema.sh
@@ -19,7 +19,9 @@
 BIN_DIR=$(dirname $0)
 DOLPHINSCHEDULER_HOME=${DOLPHINSCHEDULER_HOME:-$(cd $BIN_DIR/../..; pwd)}
 
-source "$DOLPHINSCHEDULER_HOME/bin/env/dolphinscheduler_env.sh"
+if [ "$DOCKER" != "true" ]; then
+  source "$DOLPHINSCHEDULER_HOME/bin/env/dolphinscheduler_env.sh"
+fi
 
 JAVA_OPTS=${JAVA_OPTS:-"-server -Duser.timezone=${SPRING_JACKSON_TIME_ZONE} -Xms1g -Xmx1g -Xmn512m -XX:+PrintGCDetails -Xloggc:gc.log -XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=dump.hprof"}
 
diff --git a/dolphinscheduler-tools/src/main/docker/Dockerfile b/dolphinscheduler-tools/src/main/docker/Dockerfile
index 5c2fb45e45..811a8c2006 100644
--- a/dolphinscheduler-tools/src/main/docker/Dockerfile
+++ b/dolphinscheduler-tools/src/main/docker/Dockerfile
@@ -27,6 +27,7 @@ RUN apt update ; \
 
 WORKDIR $DOLPHINSCHEDULER_HOME
 
-ADD ./target/tools $DOLPHINSCHEDULER_HOME
+# see doc: https://dolphinscheduler.apache.org/en-us/docs/dev/user_doc/guide/upgrade.html
+ADD ./target/tools $DOLPHINSCHEDULER_HOME/tools
 
 ENTRYPOINT [ "/bin/bash" ]