diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerException.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerException.java
index c81f114204..5808787cda 100644
--- a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerException.java
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerException.java
@@ -19,12 +19,12 @@ package org.apache.dolphinscheduler.scheduler.api;
 
 public class SchedulerException extends RuntimeException {
 
-    public SchedulerException(String message) {
-        super(message);
+    public SchedulerException(SchedulerExceptionEnum schedulerExceptionEnum) {
+        super("Scheduler[" + schedulerExceptionEnum.getCode() + "] " + schedulerExceptionEnum.getMessage());
     }
 
-    public SchedulerException(String message, Throwable cause) {
-        super(message, cause);
+    public SchedulerException(SchedulerExceptionEnum schedulerExceptionEnum, Throwable cause) {
+        super("Scheduler[" + schedulerExceptionEnum.getCode() + "] " + schedulerExceptionEnum.getMessage(), cause);
     }
 
 }
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerExceptionEnum.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerExceptionEnum.java
new file mode 100644
index 0000000000..d8a0a5ef4e
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-api/src/main/java/org/apache/dolphinscheduler/scheduler/api/SchedulerExceptionEnum.java
@@ -0,0 +1,26 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.api;
+
+public interface SchedulerExceptionEnum {
+
+    String getCode();
+
+    String getMessage();
+
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/ProcessScheduleTask.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/ProcessScheduleTask.java
index 2c189d2bf8..c6bd4cf93f 100644
--- a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/ProcessScheduleTask.java
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/ProcessScheduleTask.java
@@ -23,7 +23,6 @@ import org.apache.dolphinscheduler.common.enums.ReleaseState;
 import org.apache.dolphinscheduler.dao.entity.Command;
 import org.apache.dolphinscheduler.dao.entity.ProcessDefinition;
 import org.apache.dolphinscheduler.dao.entity.Schedule;
-import org.apache.dolphinscheduler.scheduler.quartz.utils.QuartzTaskUtils;
 import org.apache.dolphinscheduler.service.command.CommandService;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 
@@ -33,7 +32,6 @@ import java.util.Date;
 
 import lombok.extern.slf4j.Slf4j;
 
-import org.quartz.JobDataMap;
 import org.quartz.JobExecutionContext;
 import org.quartz.JobKey;
 import org.quartz.Scheduler;
@@ -56,10 +54,9 @@ public class ProcessScheduleTask extends QuartzJobBean {
     @Timed(value = "ds.master.quartz.job.execution.time", percentiles = {0.5, 0.75, 0.95, 0.99}, histogram = true)
     @Override
     protected void executeInternal(JobExecutionContext context) {
-        JobDataMap dataMap = context.getJobDetail().getJobDataMap();
-
-        int projectId = dataMap.getInt(QuartzTaskUtils.PROJECT_ID);
-        int scheduleId = dataMap.getInt(QuartzTaskUtils.SCHEDULE_ID);
+        QuartzJobData quartzJobData = QuartzJobData.of(context.getJobDetail().getJobDataMap());
+        int projectId = quartzJobData.getProjectId();
+        int scheduleId = quartzJobData.getScheduleId();
 
         Date scheduledFireTime = context.getScheduledFireTime();
 
@@ -110,7 +107,7 @@ public class ProcessScheduleTask extends QuartzJobBean {
 
     private void deleteJob(JobExecutionContext context, int projectId, int scheduleId) {
         final Scheduler scheduler = context.getScheduler();
-        JobKey jobKey = QuartzTaskUtils.getJobKey(scheduleId, projectId);
+        JobKey jobKey = QuartzJobKey.of(projectId, scheduleId).toJobKey();
         try {
             if (scheduler.checkExists(jobKey)) {
                 log.info("Try to delete job: {}, projectId: {}, schedulerId", projectId, scheduleId);
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzCornTriggerBuilder.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzCornTriggerBuilder.java
new file mode 100644
index 0000000000..b7177e74db
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzCornTriggerBuilder.java
@@ -0,0 +1,95 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import org.apache.dolphinscheduler.common.utils.DateUtils;
+import org.apache.dolphinscheduler.dao.entity.Schedule;
+
+import java.util.Date;
+
+import org.quartz.CronScheduleBuilder;
+import org.quartz.CronTrigger;
+import org.quartz.JobKey;
+import org.quartz.TriggerBuilder;
+import org.quartz.TriggerKey;
+
+/**
+ * QuartzCornTriggerBuilder used to build a {@link CronTrigger} instance.
+ */
+public class QuartzCornTriggerBuilder implements QuartzTriggerBuilder {
+
+    private Integer projectId;
+
+    private Schedule schedule;
+
+    public static QuartzCornTriggerBuilder newBuilder() {
+        return new QuartzCornTriggerBuilder();
+    }
+
+    public QuartzCornTriggerBuilder withProjectId(Integer projectId) {
+        this.projectId = projectId;
+        return this;
+    }
+
+    public QuartzCornTriggerBuilder withSchedule(Schedule schedule) {
+        this.schedule = schedule;
+        return this;
+    }
+
+    @Override
+    public CronTrigger build() {
+
+        if (projectId == null) {
+            throw new IllegalArgumentException("projectId cannot be null");
+        }
+        if (schedule == null) {
+            throw new IllegalArgumentException("schedule cannot be null");
+        }
+
+        /**
+         * transform from server default timezone to schedule timezone
+         * e.g. server default timezone is `UTC`
+         * user set a schedule with startTime `2022-04-28 10:00:00`, timezone is `Asia/Shanghai`,
+         * api skip to transform it and save into databases directly, startTime `2022-04-28 10:00:00`, timezone is `UTC`, which actually added 8 hours,
+         * so when add job to quartz, it should recover by transform timezone
+         */
+        Date startDate = DateUtils.transformTimezoneDate(schedule.getStartTime(), schedule.getTimezoneId());
+        Date endDate = DateUtils.transformTimezoneDate(schedule.getEndTime(), schedule.getTimezoneId());
+        /**
+         * If the start time is less than the current time, the start time is set to the current time.
+         * We do this change to avoid misfires all triggers when update the scheduler.
+         */
+        Date now = new Date();
+        if (startDate.before(now)) {
+            startDate = now;
+        }
+        JobKey jobKey = QuartzJobKey.of(projectId, schedule.getId()).toJobKey();
+
+        TriggerKey triggerKey = TriggerKey.triggerKey(jobKey.getName(), jobKey.getGroup());
+        return TriggerBuilder.newTrigger()
+                .withIdentity(triggerKey)
+                .startAt(startDate)
+                .endAt(endDate)
+                .withSchedule(
+                        CronScheduleBuilder.cronSchedule(schedule.getCrontab())
+                                .withMisfireHandlingInstructionIgnoreMisfires()
+                                .inTimeZone(DateUtils.getTimezone(schedule.getTimezoneId())))
+                .build();
+    }
+
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobData.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobData.java
new file mode 100644
index 0000000000..09e255bef3
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobData.java
@@ -0,0 +1,62 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import lombok.Getter;
+
+import org.quartz.JobDataMap;
+
+@Getter
+public class QuartzJobData {
+
+    private static final String PROJECT_ID = "projectId";
+    private static final String SCHEDULE_ID = "scheduleId";
+
+    private final Integer projectId;
+
+    private final Integer scheduleId;
+
+    private QuartzJobData(Integer projectId, Integer scheduleId) {
+        if (projectId == null) {
+            throw new IllegalArgumentException("projectId cannot be null");
+        }
+        if (scheduleId == null) {
+            throw new IllegalArgumentException("schedule cannot be null");
+        }
+        this.projectId = projectId;
+        this.scheduleId = scheduleId;
+    }
+
+    public static QuartzJobData of(Integer projectId, Integer scheduleId) {
+        return new QuartzJobData(projectId, scheduleId);
+    }
+
+    public static QuartzJobData of(JobDataMap jobDataMap) {
+        Integer projectId = jobDataMap.getInt(PROJECT_ID);
+        Integer scheduleId = jobDataMap.getInt(SCHEDULE_ID);
+        return of(projectId, scheduleId);
+    }
+
+    public JobDataMap toJobDataMap() {
+        JobDataMap jobDataMap = new JobDataMap();
+        jobDataMap.put(PROJECT_ID, projectId);
+        jobDataMap.put(SCHEDULE_ID, scheduleId);
+        return jobDataMap;
+    }
+
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobDetailBuilder.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobDetailBuilder.java
new file mode 100644
index 0000000000..7a579d0183
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobDetailBuilder.java
@@ -0,0 +1,58 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import org.quartz.JobBuilder;
+import org.quartz.JobDetail;
+
+public class QuartzJobDetailBuilder {
+
+    private Integer projectId;
+
+    private Integer scheduleId;
+
+    public static QuartzJobDetailBuilder newBuilder() {
+        return new QuartzJobDetailBuilder();
+    }
+
+    public QuartzJobDetailBuilder withProjectId(Integer projectId) {
+        this.projectId = projectId;
+        return this;
+    }
+
+    public QuartzJobDetailBuilder withSchedule(Integer scheduleId) {
+        this.scheduleId = scheduleId;
+        return this;
+    }
+
+    public JobDetail build() {
+        if (projectId == null) {
+            throw new IllegalArgumentException("projectId cannot be null");
+        }
+        if (scheduleId == null) {
+            throw new IllegalArgumentException("scheduleId cannot be null");
+        }
+        QuartzJobData quartzJobData = QuartzJobData.of(projectId, scheduleId);
+
+        return JobBuilder.newJob(ProcessScheduleTask.class)
+                .withIdentity(QuartzJobKey.of(projectId, scheduleId).toJobKey())
+                .setJobData(quartzJobData.toJobDataMap())
+                .build();
+    }
+
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobKey.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobKey.java
new file mode 100644
index 0000000000..b7666094e2
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobKey.java
@@ -0,0 +1,49 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import lombok.Getter;
+
+import org.quartz.JobKey;
+
+@Getter
+public class QuartzJobKey {
+
+    private final int schedulerId;
+    private final int projectId;
+
+    private static final String QUARTZ_JOB_PREFIX = "job";
+    private static final String QUARTZ_JOB_GROUP_PREFIX = "jobgroup";
+    private static final String UNDERLINE = "_";
+
+    private QuartzJobKey(int projectId, int schedulerId) {
+        this.schedulerId = schedulerId;
+        this.projectId = projectId;
+    }
+
+    public static QuartzJobKey of(int projectId, int schedulerId) {
+        return new QuartzJobKey(projectId, schedulerId);
+    }
+
+    public JobKey toJobKey() {
+        // todo: We don't need to add prefix to job name and job group?
+        String jobName = QUARTZ_JOB_PREFIX + UNDERLINE + schedulerId;
+        String jobGroup = QUARTZ_JOB_GROUP_PREFIX + UNDERLINE + projectId;
+        return new JobKey(jobName, jobGroup);
+    }
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzScheduler.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzScheduler.java
index 7d0f1ce73c..70d5bf8fab 100644
--- a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzScheduler.java
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzScheduler.java
@@ -17,20 +17,10 @@
 
 package org.apache.dolphinscheduler.scheduler.quartz;
 
-import static org.quartz.CronScheduleBuilder.cronSchedule;
-import static org.quartz.JobBuilder.newJob;
-import static org.quartz.TriggerBuilder.newTrigger;
-
-import org.apache.dolphinscheduler.common.utils.DateUtils;
 import org.apache.dolphinscheduler.dao.entity.Schedule;
 import org.apache.dolphinscheduler.scheduler.api.SchedulerApi;
 import org.apache.dolphinscheduler.scheduler.api.SchedulerException;
-import org.apache.dolphinscheduler.scheduler.quartz.utils.QuartzTaskUtils;
-
-import java.util.Date;
-import java.util.Map;
-import java.util.concurrent.locks.ReadWriteLock;
-import java.util.concurrent.locks.ReentrantReadWriteLock;
+import org.apache.dolphinscheduler.scheduler.quartz.exception.QuartzSchedulerExceptionEnum;
 
 import lombok.extern.slf4j.Slf4j;
 
@@ -38,118 +28,49 @@ import org.quartz.CronTrigger;
 import org.quartz.JobDetail;
 import org.quartz.JobKey;
 import org.quartz.Scheduler;
-import org.quartz.TriggerKey;
-import org.springframework.beans.factory.annotation.Autowired;
 
-import com.google.common.base.Strings;
+import com.google.common.collect.Sets;
 
 @Slf4j
 public class QuartzScheduler implements SchedulerApi {
 
-    @Autowired
-    private Scheduler scheduler;
+    private final Scheduler scheduler;
 
-    private final ReadWriteLock lock = new ReentrantReadWriteLock();
+    public QuartzScheduler(Scheduler scheduler) {
+        this.scheduler = scheduler;
+    }
 
     @Override
     public void start() throws SchedulerException {
         try {
             scheduler.start();
         } catch (Exception e) {
-            throw new SchedulerException("Failed to start quartz scheduler ", e);
+            throw new SchedulerException(QuartzSchedulerExceptionEnum.QUARTZ_SCHEDULER_START_ERROR, e);
         }
     }
 
     @Override
     public void insertOrUpdateScheduleTask(int projectId, Schedule schedule) throws SchedulerException {
-        JobKey jobKey = QuartzTaskUtils.getJobKey(schedule.getId(), projectId);
-        Map<String, Object> jobDataMap = QuartzTaskUtils.buildDataMap(projectId, schedule);
-        String cronExpression = schedule.getCrontab();
-        String timezoneId = schedule.getTimezoneId();
-
-        /**
-         * transform from server default timezone to schedule timezone
-         * e.g. server default timezone is `UTC`
-         * user set a schedule with startTime `2022-04-28 10:00:00`, timezone is `Asia/Shanghai`,
-         * api skip to transform it and save into databases directly, startTime `2022-04-28 10:00:00`, timezone is `UTC`, which actually added 8 hours,
-         * so when add job to quartz, it should recover by transform timezone
-         */
-        Date startDate = DateUtils.transformTimezoneDate(schedule.getStartTime(), timezoneId);
-        Date endDate = DateUtils.transformTimezoneDate(schedule.getEndTime(), timezoneId);
-        /**
-         * If the start time is less than the current time, the start time is set to the current time.
-         * We do this change to avoid misfires all triggers when update the scheduler.
-         */
-        Date now = new Date();
-        if (startDate.before(now)) {
-            startDate = now;
-        }
-
-        lock.writeLock().lock();
         try {
-
-            JobDetail jobDetail;
-            // add a task (if this task already exists, return this task directly)
-            if (scheduler.checkExists(jobKey)) {
-
-                jobDetail = scheduler.getJobDetail(jobKey);
-                jobDetail.getJobDataMap().putAll(jobDataMap);
-            } else {
-                jobDetail = newJob(ProcessScheduleTask.class).withIdentity(jobKey).build();
-
-                jobDetail.getJobDataMap().putAll(jobDataMap);
-
-                scheduler.addJob(jobDetail, false, true);
-
-                log.info("Add job, job name: {}, group name: {}", jobKey.getName(), jobKey.getGroup());
-            }
-
-            TriggerKey triggerKey = new TriggerKey(jobKey.getName(), jobKey.getGroup());
-            /*
-             * Instructs the Scheduler that upon a mis-fire situation, the CronTrigger wants to have it's next-fire-time
-             * updated to the next time in the schedule after the current time (taking into account any associated
-             * Calendar), but it does not want to be fired now.
-             */
-            CronTrigger cronTrigger = newTrigger()
-                    .withIdentity(triggerKey)
-                    .startAt(startDate)
-                    .endAt(endDate)
-                    .withSchedule(
-                            cronSchedule(cronExpression)
-                                    .withMisfireHandlingInstructionIgnoreMisfires()
-                                    .inTimeZone(DateUtils.getTimezone(timezoneId)))
-                    .forJob(jobDetail).build();
-
-            if (scheduler.checkExists(triggerKey)) {
-                // updateProcessInstance scheduler trigger when scheduler cycle changes
-                CronTrigger oldCronTrigger = (CronTrigger) scheduler.getTrigger(triggerKey);
-                String oldCronExpression = oldCronTrigger.getCronExpression();
-
-                if (!Strings.nullToEmpty(cronExpression).equalsIgnoreCase(Strings.nullToEmpty(oldCronExpression))) {
-                    // reschedule job trigger
-                    scheduler.rescheduleJob(triggerKey, cronTrigger);
-                    log.info(
-                            "reschedule job trigger, triggerName: {}, triggerGroupName: {}, cronExpression: {}, startDate: {}, endDate: {}",
-                            triggerKey.getName(), triggerKey.getGroup(), cronExpression, startDate, endDate);
-                }
-            } else {
-                scheduler.scheduleJob(cronTrigger);
-                log.info(
-                        "schedule job trigger, triggerName: {}, triggerGroupName: {}, cronExpression: {}, startDate: {}, endDate: {}",
-                        triggerKey.getName(), triggerKey.getGroup(), cronExpression, startDate, endDate);
-            }
-
+            CronTrigger cornTrigger = QuartzCornTriggerBuilder.newBuilder()
+                    .withProjectId(projectId)
+                    .withSchedule(schedule)
+                    .build();
+            JobDetail jobDetail = QuartzJobDetailBuilder.newBuilder()
+                    .withProjectId(projectId)
+                    .withSchedule(schedule.getId())
+                    .build();
+            scheduler.scheduleJob(jobDetail, Sets.newHashSet(cornTrigger), true);
+            log.info("Success scheduleJob: {} with trigger: {} at quartz", jobDetail, cornTrigger);
         } catch (Exception e) {
             log.error("Failed to add scheduler task, projectId: {}, scheduler: {}", projectId, schedule, e);
-            throw new SchedulerException("Add schedule job failed", e);
-        } finally {
-            lock.writeLock().unlock();
+            throw new SchedulerException(QuartzSchedulerExceptionEnum.QUARTZ_UPSERT_JOB_ERROR, e);
         }
     }
 
     @Override
     public void deleteScheduleTask(int projectId, int scheduleId) throws SchedulerException {
-        JobKey jobKey = QuartzTaskUtils.getJobKey(scheduleId, projectId);
+        JobKey jobKey = QuartzJobKey.of(projectId, scheduleId).toJobKey();
         try {
             if (scheduler.checkExists(jobKey)) {
                 log.info("Try to delete scheduler task, projectId: {}, schedulerId: {}", projectId, scheduleId);
@@ -157,7 +78,7 @@ public class QuartzScheduler implements SchedulerApi {
             }
         } catch (Exception e) {
             log.error("Failed to delete scheduler task, projectId: {}, schedulerId: {}", projectId, scheduleId, e);
-            throw new SchedulerException("Failed to delete scheduler task");
+            throw new SchedulerException(QuartzSchedulerExceptionEnum.QUARTZ_DELETE_JOB_ERROR, e);
         }
     }
 
@@ -166,8 +87,8 @@ public class QuartzScheduler implements SchedulerApi {
         // nothing to do
         try {
             scheduler.shutdown();
-        } catch (org.quartz.SchedulerException e) {
-            throw new SchedulerException("Failed to shutdown scheduler", e);
+        } catch (Exception e) {
+            throw new SchedulerException(QuartzSchedulerExceptionEnum.QUARTZ_SCHEDULER_SHOWDOWN_ERROR, e);
         }
     }
 }
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzSchedulerConfiguration.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzSchedulerConfiguration.java
index 123e4cde50..07ff8af434 100644
--- a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzSchedulerConfiguration.java
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzSchedulerConfiguration.java
@@ -19,14 +19,20 @@ package org.apache.dolphinscheduler.scheduler.quartz;
 
 import org.apache.dolphinscheduler.scheduler.api.SchedulerApi;
 
+import org.quartz.Scheduler;
+import org.springframework.boot.autoconfigure.AutoConfiguration;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnClass;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean;
+import org.springframework.boot.autoconfigure.quartz.QuartzAutoConfiguration;
 import org.springframework.context.annotation.Bean;
-import org.springframework.context.annotation.Configuration;
 
-@Configuration
+@AutoConfiguration(after = {QuartzAutoConfiguration.class})
+@ConditionalOnClass(value = Scheduler.class)
 public class QuartzSchedulerConfiguration {
 
     @Bean
-    public SchedulerApi schedulerApi() {
-        return new QuartzScheduler();
+    @ConditionalOnMissingBean
+    public SchedulerApi schedulerApi(Scheduler scheduler) {
+        return new QuartzScheduler(scheduler);
     }
 }
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzTriggerBuilder.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzTriggerBuilder.java
new file mode 100644
index 0000000000..06c9101c5f
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzTriggerBuilder.java
@@ -0,0 +1,25 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import org.quartz.CronTrigger;
+
+public interface QuartzTriggerBuilder {
+
+    CronTrigger build();
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/exception/QuartzSchedulerExceptionEnum.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/exception/QuartzSchedulerExceptionEnum.java
new file mode 100644
index 0000000000..76fa39e911
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/exception/QuartzSchedulerExceptionEnum.java
@@ -0,0 +1,48 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz.exception;
+
+import org.apache.dolphinscheduler.scheduler.api.SchedulerExceptionEnum;
+
+public enum QuartzSchedulerExceptionEnum implements SchedulerExceptionEnum {
+
+    QUARTZ_SCHEDULER_START_ERROR("QUARTZ-001", "Quartz Scheduler start error"),
+    QUARTZ_UPSERT_JOB_ERROR("QUARTZ-002", "Upsert quartz job error"),
+    QUARTZ_DELETE_JOB_ERROR("QUARTZ-003", "Delete quartz job error"),
+    QUARTZ_SCHEDULER_SHOWDOWN_ERROR("QUARTZ-004", "Quartz Scheduler shutdown error"),
+    ;
+
+    private final String code;
+
+    private final String message;
+
+    QuartzSchedulerExceptionEnum(String code, String message) {
+        this.code = code;
+        this.message = message;
+    }
+
+    @Override
+    public String getCode() {
+        return code;
+    }
+
+    @Override
+    public String getMessage() {
+        return message;
+    }
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/utils/QuartzTaskUtils.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/utils/QuartzTaskUtils.java
deleted file mode 100644
index e4f3471399..0000000000
--- a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/main/java/org/apache/dolphinscheduler/scheduler/quartz/utils/QuartzTaskUtils.java
+++ /dev/null
@@ -1,59 +0,0 @@
-/*
- * Licensed to the Apache Software Foundation (ASF) under one or more
- * contributor license agreements.  See the NOTICE file distributed with
- * this work for additional information regarding copyright ownership.
- * The ASF licenses this file to You under the Apache License, Version 2.0
- * (the "License"); you may not use this file except in compliance with
- * the License.  You may obtain a copy of the License at
- *
- *    http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-package org.apache.dolphinscheduler.scheduler.quartz.utils;
-
-import org.apache.dolphinscheduler.common.utils.JSONUtils;
-import org.apache.dolphinscheduler.dao.entity.Schedule;
-
-import java.util.HashMap;
-import java.util.Map;
-
-import org.quartz.JobKey;
-
-public final class QuartzTaskUtils {
-
-    public static final String QUARTZ_JOB_PREFIX = "job";
-    public static final String QUARTZ_JOB_GROUP_PREFIX = "jobgroup";
-    public static final String UNDERLINE = "_";
-    public static final String PROJECT_ID = "projectId";
-    public static final String SCHEDULE_ID = "scheduleId";
-    public static final String SCHEDULE = "schedule";
-
-    /**
-     * @param schedulerId scheduler id
-     * @return quartz job name
-     */
-    public static JobKey getJobKey(int schedulerId, int projectId) {
-        String jobName = QUARTZ_JOB_PREFIX + UNDERLINE + schedulerId;
-        String jobGroup = QUARTZ_JOB_GROUP_PREFIX + UNDERLINE + projectId;
-        return new JobKey(jobName, jobGroup);
-    }
-
-    /**
-     * create quartz job data, include projectId and scheduleId, schedule.
-     */
-    public static Map<String, Object> buildDataMap(int projectId, Schedule schedule) {
-        Map<String, Object> dataMap = new HashMap<>(8);
-        dataMap.put(PROJECT_ID, projectId);
-        dataMap.put(SCHEDULE_ID, schedule.getId());
-        dataMap.put(SCHEDULE, JSONUtils.toJsonString(schedule));
-
-        return dataMap;
-    }
-
-}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobDataTest.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobDataTest.java
new file mode 100644
index 0000000000..e9493cc782
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobDataTest.java
@@ -0,0 +1,56 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+
+import org.junit.jupiter.api.Test;
+import org.quartz.JobDataMap;
+
+import com.google.common.collect.ImmutableMap;
+
+class QuartzJobDataTest {
+
+    @Test
+    void of() {
+        QuartzJobData quartzJobData = QuartzJobData.of(1, 2);
+        assertEquals(1, quartzJobData.getProjectId());
+        assertEquals(2, quartzJobData.getScheduleId());
+    }
+
+    @Test
+    void of_JobDataMap() {
+
+        ImmutableMap<String, Object> map = ImmutableMap.of(
+                "projectId", 1,
+                "scheduleId", 2);
+        JobDataMap jobDataMap = new JobDataMap(map);
+        QuartzJobData quartzJobData = QuartzJobData.of(jobDataMap);
+        assertEquals(1, quartzJobData.getProjectId());
+        assertEquals(2, quartzJobData.getScheduleId());
+    }
+
+    @Test
+    void toJobDataMap() {
+        QuartzJobData quartzJobData = QuartzJobData.of(1, 2);
+        JobDataMap jobDataMap = quartzJobData.toJobDataMap();
+        QuartzJobData quartzJobData1 = QuartzJobData.of(jobDataMap);
+        assertEquals(1, quartzJobData1.getProjectId());
+        assertEquals(2, quartzJobData1.getScheduleId());
+    }
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobKeyTest.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobKeyTest.java
new file mode 100644
index 0000000000..aafbadefb1
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/QuartzJobKeyTest.java
@@ -0,0 +1,41 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+
+import org.junit.jupiter.api.Test;
+import org.quartz.JobKey;
+
+class QuartzJobKeyTest {
+
+    @Test
+    void of() {
+        QuartzJobKey quartzJobKey = QuartzJobKey.of(1, 2);
+        assertEquals(1, quartzJobKey.getProjectId());
+        assertEquals(2, quartzJobKey.getSchedulerId());
+    }
+
+    @Test
+    void toJobKey() {
+        QuartzJobKey quartzJobKey = QuartzJobKey.of(1, 2);
+        JobKey jobKey = quartzJobKey.toJobKey();
+        assertEquals("job_2", jobKey.getName());
+        assertEquals("jobgroup_1", jobKey.getGroup());
+    }
+}
diff --git a/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/exception/QuartzSchedulerExceptionEnumTest.java b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/exception/QuartzSchedulerExceptionEnumTest.java
new file mode 100644
index 0000000000..943b2cc125
--- /dev/null
+++ b/dolphinscheduler-scheduler-plugin/dolphinscheduler-scheduler-quartz/src/test/java/org/apache/dolphinscheduler/scheduler/quartz/exception/QuartzSchedulerExceptionEnumTest.java
@@ -0,0 +1,35 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.dolphinscheduler.scheduler.quartz.exception;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+
+import org.apache.dolphinscheduler.scheduler.api.SchedulerException;
+
+import org.junit.jupiter.api.Test;
+
+class QuartzSchedulerExceptionEnumTest {
+
+    @Test
+    void testException() {
+        SchedulerException schedulerException =
+                new SchedulerException(QuartzSchedulerExceptionEnum.QUARTZ_SCHEDULER_START_ERROR);
+        assertEquals("Scheduler[QUARTZ-001] Quartz Scheduler start error", schedulerException.getMessage());
+    }
+
+}