diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/KnowledgeGraphServiceConfiguration.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/KnowledgeGraphServiceConfiguration.java
index 107fb26..5b5adb0 100644
--- a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/KnowledgeGraphServiceConfiguration.java
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/KnowledgeGraphServiceConfiguration.java
@@ -1,11 +1,28 @@
 package com.datamate.knowledgegraph;
 
+import com.datamate.knowledgegraph.infrastructure.neo4j.KnowledgeGraphProperties;
+import org.springframework.boot.web.client.RestTemplateBuilder;
+import org.springframework.context.annotation.Bean;
 import org.springframework.context.annotation.ComponentScan;
 import org.springframework.context.annotation.Configuration;
 import org.springframework.data.neo4j.repository.config.EnableNeo4jRepositories;
+import org.springframework.scheduling.annotation.EnableScheduling;
+import org.springframework.web.client.RestTemplate;
+
+import java.time.Duration;
 
 @Configuration
 @ComponentScan(basePackages = "com.datamate.knowledgegraph")
 @EnableNeo4jRepositories(basePackages = "com.datamate.knowledgegraph.domain.repository")
+@EnableScheduling
 public class KnowledgeGraphServiceConfiguration {
+
+    @Bean("kgRestTemplate")
+    public RestTemplate kgRestTemplate(RestTemplateBuilder builder, KnowledgeGraphProperties properties) {
+        KnowledgeGraphProperties.Sync syncConfig = properties.getSync();
+        return builder
+                .connectTimeout(Duration.ofMillis(syncConfig.getConnectTimeout()))
+                .readTimeout(Duration.ofMillis(syncConfig.getReadTimeout()))
+                .build();
+    }
 }
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/application/GraphSyncService.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/application/GraphSyncService.java
new file mode 100644
index 0000000..c7c0ee7
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/application/GraphSyncService.java
@@ -0,0 +1,335 @@
+package com.datamate.knowledgegraph.application;
+
+import com.datamate.common.infrastructure.exception.BusinessException;
+import com.datamate.common.infrastructure.exception.SystemErrorCode;
+import com.datamate.knowledgegraph.domain.model.SyncResult;
+import com.datamate.knowledgegraph.infrastructure.client.DataManagementClient;
+import com.datamate.knowledgegraph.infrastructure.client.DataManagementClient.DatasetDTO;
+import com.datamate.knowledgegraph.infrastructure.exception.KnowledgeGraphErrorCode;
+import com.datamate.knowledgegraph.infrastructure.neo4j.KnowledgeGraphProperties;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Service;
+
+import java.util.*;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.locks.ReentrantLock;
+import java.util.regex.Pattern;
+import java.util.stream.Collectors;
+
+/**
+ * 知识图谱数据同步编排器（无 {@code @Transactional}）。
+ * <p>
+ * 负责拉取数据、编排同步步骤、管理并发锁，具体写操作委托给
+ * {@link GraphSyncStepService}（事务边界）。
+ * <p>
+ * <b>并发控制</b>：同一 graphId 的同步操作通过 {@link ReentrantLock} 互斥，
+ * 防止并发写入导致数据不一致。
+ * <p>
+ * <b>数据快照</b>：全量同步时只拉取一次数据集列表，
+ * 在各步骤间共享，避免重复 HTTP 调用。
+ * <p>
+ * <b>多实例部署</b>：当前图级锁为进程内 {@link ReentrantLock}，
+ * 多实例部署时依赖 Neo4j 复合唯一约束 (graph_id, source_id, type)
+ * 兜底防止重复写入。如需严格互斥，可替换为 Redis/DB 分布式锁。
+ * <p>
+ * <b>信任边界</b>：本服务仅通过内网被 API Gateway / 定时任务调用，
+ * 网关层已完成用户身份认证与权限校验。
+ */
+@Service
+@Slf4j
+@RequiredArgsConstructor
+public class GraphSyncService {
+
+    private static final Pattern UUID_PATTERN = Pattern.compile(
+            "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}$"
+    );
+
+    private final GraphSyncStepService stepService;
+    private final DataManagementClient dataManagementClient;
+    private final KnowledgeGraphProperties properties;
+
+    /** 同 graphId 互斥锁，防止并发同步。 */
+    private final ConcurrentHashMap<String, ReentrantLock> graphLocks = new ConcurrentHashMap<>();
+
+    // -----------------------------------------------------------------------
+    // 全量同步
+    // -----------------------------------------------------------------------
+
+    public List<SyncResult> syncAll(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            log.info("[{}] Starting full sync for graphId={}", syncId, graphId);
+
+            // 一次拉取，全程共享
+            List<DatasetDTO> datasets = fetchDatasetsWithRetry(syncId);
+
+            List<SyncResult> results = new ArrayList<>();
+
+            // 实体同步
+            results.add(stepService.upsertDatasetEntities(graphId, datasets, syncId));
+            results.add(stepService.upsertFieldEntities(graphId, datasets, syncId));
+
+            Set<String> usernames = extractUsernames(datasets);
+            results.add(stepService.upsertUserEntities(graphId, usernames, syncId));
+            results.add(stepService.upsertOrgEntities(graphId, syncId));
+
+            // 全量对账：删除 MySQL 已移除的记录，并回填 purged 到对应 SyncResult
+            Set<String> activeDatasetIds = datasets.stream()
+                    .map(DatasetDTO::getId)
+                    .collect(Collectors.toSet());
+            results.get(0).setPurged(
+                    stepService.purgeStaleEntities(graphId, "Dataset", activeDatasetIds, syncId));
+
+            Set<String> activeFieldIds = new HashSet<>();
+            for (DatasetDTO dto : datasets) {
+                if (dto.getTags() != null) {
+                    for (DataManagementClient.TagDTO tag : dto.getTags()) {
+                        activeFieldIds.add(dto.getId() + ":tag:" + tag.getName());
+                    }
+                }
+            }
+            results.get(1).setPurged(
+                    stepService.purgeStaleEntities(graphId, "Field", activeFieldIds, syncId));
+
+            Set<String> activeUserIds = usernames.stream()
+                    .map(u -> "user:" + u)
+                    .collect(Collectors.toSet());
+            results.get(2).setPurged(
+                    stepService.purgeStaleEntities(graphId, "User", activeUserIds, syncId));
+
+            // 关系构建（MERGE 幂等）
+            results.add(stepService.mergeHasFieldRelations(graphId, syncId));
+            results.add(stepService.mergeDerivedFromRelations(graphId, syncId));
+            results.add(stepService.mergeBelongsToRelations(graphId, syncId));
+
+            log.info("[{}] Full sync completed for graphId={}. Summary: {}", syncId, graphId,
+                    results.stream()
+                            .map(r -> r.getSyncType() + "(+" + r.getCreated() + "/~" + r.getUpdated() + "/-" + r.getFailed() + ")")
+                            .collect(Collectors.joining(", ")));
+            return results;
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] Full sync failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "全量同步失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    // -----------------------------------------------------------------------
+    // 单步同步（各自获取锁和数据）
+    // -----------------------------------------------------------------------
+
+    public SyncResult syncDatasets(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            List<DatasetDTO> datasets = fetchDatasetsWithRetry(syncId);
+            SyncResult result = stepService.upsertDatasetEntities(graphId, datasets, syncId);
+            Set<String> activeIds = datasets.stream().map(DatasetDTO::getId).collect(Collectors.toSet());
+            int purged = stepService.purgeStaleEntities(graphId, "Dataset", activeIds, syncId);
+            result.setPurged(purged);
+            return result;
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] Dataset sync failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "数据集同步失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    public SyncResult syncFields(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            List<DatasetDTO> datasets = fetchDatasetsWithRetry(syncId);
+            SyncResult result = stepService.upsertFieldEntities(graphId, datasets, syncId);
+            Set<String> activeFieldIds = new HashSet<>();
+            for (DatasetDTO dto : datasets) {
+                if (dto.getTags() != null) {
+                    for (DataManagementClient.TagDTO tag : dto.getTags()) {
+                        activeFieldIds.add(dto.getId() + ":tag:" + tag.getName());
+                    }
+                }
+            }
+            result.setPurged(stepService.purgeStaleEntities(graphId, "Field", activeFieldIds, syncId));
+            return result;
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] Field sync failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "字段同步失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    public SyncResult syncUsers(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            List<DatasetDTO> datasets = fetchDatasetsWithRetry(syncId);
+            Set<String> usernames = extractUsernames(datasets);
+            SyncResult result = stepService.upsertUserEntities(graphId, usernames, syncId);
+            Set<String> activeUserIds = usernames.stream().map(u -> "user:" + u).collect(Collectors.toSet());
+            result.setPurged(stepService.purgeStaleEntities(graphId, "User", activeUserIds, syncId));
+            return result;
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] User sync failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "用户同步失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    public SyncResult syncOrgs(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            return stepService.upsertOrgEntities(graphId, syncId);
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] Org sync failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "组织同步失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    public SyncResult buildHasFieldRelations(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            return stepService.mergeHasFieldRelations(graphId, syncId);
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] HAS_FIELD relation build failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED,
+                    "HAS_FIELD 关系构建失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    public SyncResult buildDerivedFromRelations(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            return stepService.mergeDerivedFromRelations(graphId, syncId);
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] DERIVED_FROM relation build failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED,
+                    "DERIVED_FROM 关系构建失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    public SyncResult buildBelongsToRelations(String graphId) {
+        validateGraphId(graphId);
+        String syncId = UUID.randomUUID().toString().substring(0, 8);
+        ReentrantLock lock = acquireLock(graphId, syncId);
+        try {
+            return stepService.mergeBelongsToRelations(graphId, syncId);
+        } catch (BusinessException e) {
+            throw e;
+        } catch (Exception e) {
+            log.error("[{}] BELONGS_TO relation build failed for graphId={}", syncId, graphId, e);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED,
+                    "BELONGS_TO 关系构建失败，syncId=" + syncId);
+        } finally {
+            releaseLock(graphId, lock);
+        }
+    }
+
+    // -----------------------------------------------------------------------
+    // 内部方法
+    // -----------------------------------------------------------------------
+
+    private ReentrantLock acquireLock(String graphId, String syncId) {
+        ReentrantLock lock = graphLocks.computeIfAbsent(graphId, k -> new ReentrantLock());
+        if (!lock.tryLock()) {
+            log.warn("[{}] Graph {} is already being synced, rejecting concurrent request", syncId, graphId);
+            throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "该图谱正在同步中，请稍后重试");
+        }
+        return lock;
+    }
+
+    /**
+     * 释放锁并在无竞争时清理锁对象，防止 graphLocks 无限增长。
+     */
+    private void releaseLock(String graphId, ReentrantLock lock) {
+        lock.unlock();
+        graphLocks.compute(graphId, (key, existing) -> {
+            // 仅当锁空闲且无等待线程时移除，compute 保证此 key 的原子性
+            if (existing != null && !existing.isLocked() && !existing.hasQueuedThreads()) {
+                return null;
+            }
+            return existing;
+        });
+    }
+
+    private List<DatasetDTO> fetchDatasetsWithRetry(String syncId) {
+        int maxRetries = properties.getSync().getMaxRetries();
+        long retryInterval = properties.getSync().getRetryInterval();
+        Exception lastException = null;
+
+        for (int attempt = 1; attempt <= maxRetries; attempt++) {
+            try {
+                return dataManagementClient.listAllDatasets();
+            } catch (Exception e) {
+                lastException = e;
+                log.warn("[{}] Dataset fetch attempt {}/{} failed: {}", syncId, attempt, maxRetries, e.getMessage());
+                if (attempt < maxRetries) {
+                    try {
+                        Thread.sleep(retryInterval * attempt);
+                    } catch (InterruptedException ie) {
+                        Thread.currentThread().interrupt();
+                        throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED, "同步被中断");
+                    }
+                }
+            }
+        }
+        log.error("[{}] All {} fetch attempts failed", syncId, maxRetries, lastException);
+        throw BusinessException.of(KnowledgeGraphErrorCode.SYNC_FAILED,
+                "拉取数据集失败（已重试 " + maxRetries + " 次），syncId=" + syncId);
+    }
+
+    private static Set<String> extractUsernames(List<DatasetDTO> datasets) {
+        Set<String> usernames = new LinkedHashSet<>();
+        for (DatasetDTO dto : datasets) {
+            if (dto.getCreatedBy() != null && !dto.getCreatedBy().isBlank()) {
+                usernames.add(dto.getCreatedBy());
+            }
+            if (dto.getUpdatedBy() != null && !dto.getUpdatedBy().isBlank()) {
+                usernames.add(dto.getUpdatedBy());
+            }
+        }
+        return usernames;
+    }
+
+    private void validateGraphId(String graphId) {
+        if (graphId == null || !UUID_PATTERN.matcher(graphId).matches()) {
+            throw BusinessException.of(SystemErrorCode.INVALID_PARAMETER, "graphId 格式无效");
+        }
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/application/GraphSyncStepService.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/application/GraphSyncStepService.java
new file mode 100644
index 0000000..1619981
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/application/GraphSyncStepService.java
@@ -0,0 +1,407 @@
+package com.datamate.knowledgegraph.application;
+
+import com.datamate.knowledgegraph.domain.model.GraphEntity;
+import com.datamate.knowledgegraph.domain.model.SyncResult;
+import com.datamate.knowledgegraph.domain.repository.GraphEntityRepository;
+import com.datamate.knowledgegraph.infrastructure.client.DataManagementClient.DatasetDTO;
+import com.datamate.knowledgegraph.infrastructure.client.DataManagementClient.TagDTO;
+import com.datamate.knowledgegraph.infrastructure.neo4j.KnowledgeGraphProperties;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.data.neo4j.core.Neo4jClient;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+import java.time.LocalDateTime;
+import java.util.*;
+
+/**
+ * 同步步骤执行器（事务边界）。
+ * <p>
+ * 所有写操作在独立 {@code @Transactional} 方法中执行，
+ * 由 {@link GraphSyncService} 编排调用，避免自调用导致事务失效。
+ * <p>
+ * 关系构建使用 Cypher MERGE 保证幂等性，
+ * 实体 upsert 使用 Cypher MERGE 基于 (graph_id, source_id, type) 复合约束原子操作，
+ * 扩展属性通过 SDN 更新。
+ */
+@Service
+@Slf4j
+@RequiredArgsConstructor
+public class GraphSyncStepService {
+
+    private static final String SOURCE_TYPE_SYNC = "SYNC";
+    private static final String REL_TYPE = "RELATED_TO";
+
+    private final GraphEntityRepository entityRepository;
+    private final Neo4jClient neo4jClient;
+    private final KnowledgeGraphProperties properties;
+
+    // -----------------------------------------------------------------------
+    // 实体 upsert
+    // -----------------------------------------------------------------------
+
+    @Transactional
+    public SyncResult upsertDatasetEntities(String graphId, List<DatasetDTO> datasets, String syncId) {
+        SyncResult result = beginResult("Dataset", syncId);
+        int batchSize = properties.getImportBatchSize();
+
+        for (int i = 0; i < datasets.size(); i++) {
+            DatasetDTO dto = datasets.get(i);
+            try {
+                Map<String, Object> props = new HashMap<>();
+                props.put("dataset_type", dto.getDatasetType());
+                props.put("status", dto.getStatus());
+                props.put("total_size", dto.getTotalSize());
+                props.put("file_count", dto.getFileCount());
+                if (dto.getParentDatasetId() != null) {
+                    props.put("parent_dataset_id", dto.getParentDatasetId());
+                }
+                if (dto.getTags() != null) {
+                    List<String> tagNames = dto.getTags().stream()
+                            .map(TagDTO::getName).toList();
+                    props.put("tags", tagNames);
+                }
+
+                upsertEntity(graphId, dto.getId(), "Dataset",
+                        dto.getName(), dto.getDescription(), props, result);
+
+                if ((i + 1) % batchSize == 0) {
+                    log.debug("[{}] Processed {}/{} datasets", syncId, i + 1, datasets.size());
+                }
+            } catch (Exception e) {
+                log.warn("[{}] Failed to upsert dataset: sourceId={}", syncId, dto.getId(), e);
+                result.addError("dataset:" + dto.getId());
+            }
+        }
+        return endResult(result);
+    }
+
+    @Transactional
+    public SyncResult upsertFieldEntities(String graphId, List<DatasetDTO> datasets, String syncId) {
+        SyncResult result = beginResult("Field", syncId);
+
+        for (DatasetDTO dto : datasets) {
+            if (dto.getTags() == null || dto.getTags().isEmpty()) {
+                continue;
+            }
+            for (TagDTO tag : dto.getTags()) {
+                try {
+                    String fieldSourceId = dto.getId() + ":tag:" + tag.getName();
+                    Map<String, Object> props = new HashMap<>();
+                    props.put("data_type", "TAG");
+                    props.put("dataset_source_id", dto.getId());
+                    if (tag.getColor() != null) {
+                        props.put("color", tag.getColor());
+                    }
+
+                    upsertEntity(graphId, fieldSourceId, "Field", tag.getName(),
+                            "数据集[" + dto.getName() + "]的标签字段", props, result);
+                } catch (Exception e) {
+                    log.warn("[{}] Failed to upsert field: dataset={}, tag={}",
+                            syncId, dto.getId(), tag.getName(), e);
+                    result.addError("field:" + dto.getId() + ":" + tag.getName());
+                }
+            }
+        }
+        return endResult(result);
+    }
+
+    @Transactional
+    public SyncResult upsertUserEntities(String graphId, Set<String> usernames, String syncId) {
+        SyncResult result = beginResult("User", syncId);
+
+        for (String username : usernames) {
+            try {
+                Map<String, Object> props = new HashMap<>();
+                props.put("username", username);
+                upsertEntity(graphId, "user:" + username, "User", username, null, props, result);
+            } catch (Exception e) {
+                log.warn("[{}] Failed to upsert user: username={}", syncId, username, e);
+                result.addError("user:" + username);
+            }
+        }
+        return endResult(result);
+    }
+
+    @Transactional
+    public SyncResult upsertOrgEntities(String graphId, String syncId) {
+        SyncResult result = beginResult("Org", syncId);
+
+        try {
+            Map<String, Object> props = new HashMap<>();
+            props.put("org_code", "DEFAULT");
+            props.put("level", 1);
+            upsertEntity(graphId, "org:default", "Org", "默认组织",
+                    "系统默认组织（待对接组织服务后更新）", props, result);
+        } catch (Exception e) {
+            log.warn("[{}] Failed to upsert default org", syncId, e);
+            result.addError("org:default");
+        }
+        return endResult(result);
+    }
+
+    // -----------------------------------------------------------------------
+    // 全量对账删除
+    // -----------------------------------------------------------------------
+
+    /**
+     * 删除 Neo4j 中 source_type=SYNC 但 source_id 不在活跃集合中的实体。
+     * 使用 DETACH DELETE 同时清理关联关系。
+     * <p>
+     * 当 activeSourceIds 为空时，说明数据源中该类型实体已全部移除，
+     * 将清除图中所有对应的 SYNC 实体。调用方需确保空集是数据拉取成功后的
+     * 真实结果（fetchDatasetsWithRetry 失败时会抛异常，不会到达此处）。
+     */
+    @Transactional
+    public int purgeStaleEntities(String graphId, String type, Set<String> activeSourceIds, String syncId) {
+        String cypher;
+        Map<String, Object> params;
+
+        if (activeSourceIds.isEmpty()) {
+            log.warn("[{}] Active source IDs empty for type={}, purging ALL SYNC entities of this type",
+                    syncId, type);
+            cypher = "MATCH (e:Entity {graph_id: $graphId, type: $type, source_type: 'SYNC'}) " +
+                    "DETACH DELETE e " +
+                    "RETURN count(*) AS deleted";
+            params = Map.of("graphId", graphId, "type", type);
+        } else {
+            cypher = "MATCH (e:Entity {graph_id: $graphId, type: $type, source_type: 'SYNC'}) " +
+                    "WHERE NOT e.source_id IN $activeSourceIds " +
+                    "DETACH DELETE e " +
+                    "RETURN count(*) AS deleted";
+            params = Map.of(
+                    "graphId", graphId,
+                    "type", type,
+                    "activeSourceIds", new ArrayList<>(activeSourceIds)
+            );
+        }
+
+        long deleted = neo4jClient.query(cypher)
+                .bindAll(params)
+                .fetchAs(Long.class)
+                .mappedBy((ts, record) -> record.get("deleted").asLong())
+                .one()
+                .orElse(0L);
+
+        if (deleted > 0) {
+            log.info("[{}] Purged {} stale {} entities from graphId={}", syncId, deleted, type, graphId);
+        }
+        return (int) deleted;
+    }
+
+    // -----------------------------------------------------------------------
+    // 关系构建（MERGE 保证幂等）
+    // -----------------------------------------------------------------------
+
+    @Transactional
+    public SyncResult mergeHasFieldRelations(String graphId, String syncId) {
+        SyncResult result = beginResult("HAS_FIELD", syncId);
+
+        List<GraphEntity> fields = entityRepository.findByGraphIdAndType(graphId, "Field");
+
+        for (GraphEntity field : fields) {
+            try {
+                Object datasetSourceId = field.getProperties().get("dataset_source_id");
+                if (datasetSourceId == null) {
+                    result.incrementSkipped();
+                    continue;
+                }
+
+                Optional<GraphEntity> datasetOpt = entityRepository.findByGraphIdAndSourceIdAndType(
+                        graphId, datasetSourceId.toString(), "Dataset");
+                if (datasetOpt.isEmpty()) {
+                    result.incrementSkipped();
+                    continue;
+                }
+
+                boolean created = mergeRelation(graphId, datasetOpt.get().getId(), field.getId(),
+                        "HAS_FIELD", "{}", syncId);
+                if (created) {
+                    result.incrementCreated();
+                } else {
+                    result.incrementSkipped();
+                }
+            } catch (Exception e) {
+                log.warn("[{}] Failed to merge HAS_FIELD for field: id={}", syncId, field.getId(), e);
+                result.addError("has_field:" + field.getId());
+            }
+        }
+        return endResult(result);
+    }
+
+    @Transactional
+    public SyncResult mergeDerivedFromRelations(String graphId, String syncId) {
+        SyncResult result = beginResult("DERIVED_FROM", syncId);
+
+        List<GraphEntity> datasets = entityRepository.findByGraphIdAndType(graphId, "Dataset");
+
+        for (GraphEntity dataset : datasets) {
+            try {
+                Object parentId = dataset.getProperties().get("parent_dataset_id");
+                if (parentId == null || parentId.toString().isBlank()) {
+                    continue;
+                }
+
+                Optional<GraphEntity> parentOpt = entityRepository.findByGraphIdAndSourceIdAndType(
+                        graphId, parentId.toString(), "Dataset");
+                if (parentOpt.isEmpty()) {
+                    result.incrementSkipped();
+                    continue;
+                }
+
+                boolean created = mergeRelation(graphId, dataset.getId(), parentOpt.get().getId(),
+                        "DERIVED_FROM", "{\"derivation_type\":\"VERSION\"}", syncId);
+                if (created) {
+                    result.incrementCreated();
+                } else {
+                    result.incrementSkipped();
+                }
+            } catch (Exception e) {
+                log.warn("[{}] Failed to merge DERIVED_FROM for dataset: id={}", syncId, dataset.getId(), e);
+                result.addError("derived_from:" + dataset.getId());
+            }
+        }
+        return endResult(result);
+    }
+
+    @Transactional
+    public SyncResult mergeBelongsToRelations(String graphId, String syncId) {
+        SyncResult result = beginResult("BELONGS_TO", syncId);
+
+        Optional<GraphEntity> defaultOrgOpt = entityRepository.findByGraphIdAndSourceIdAndType(
+                graphId, "org:default", "Org");
+        if (defaultOrgOpt.isEmpty()) {
+            log.warn("[{}] Default org not found, skipping BELONGS_TO", syncId);
+            result.addError("belongs_to:org_missing");
+            return endResult(result);
+        }
+        String orgId = defaultOrgOpt.get().getId();
+
+        // User → Org
+        for (GraphEntity user : entityRepository.findByGraphIdAndType(graphId, "User")) {
+            try {
+                boolean created = mergeRelation(graphId, user.getId(), orgId,
+                        "BELONGS_TO", "{\"membership_type\":\"PRIMARY\"}", syncId);
+                if (created) { result.incrementCreated(); } else { result.incrementSkipped(); }
+            } catch (Exception e) {
+                log.warn("[{}] Failed to merge BELONGS_TO for user: id={}", syncId, user.getId(), e);
+                result.addError("belongs_to:user:" + user.getId());
+            }
+        }
+
+        // Dataset → Org
+        for (GraphEntity dataset : entityRepository.findByGraphIdAndType(graphId, "Dataset")) {
+            try {
+                boolean created = mergeRelation(graphId, dataset.getId(), orgId,
+                        "BELONGS_TO", "{\"membership_type\":\"PRIMARY\"}", syncId);
+                if (created) { result.incrementCreated(); } else { result.incrementSkipped(); }
+            } catch (Exception e) {
+                log.warn("[{}] Failed to merge BELONGS_TO for dataset: id={}", syncId, dataset.getId(), e);
+                result.addError("belongs_to:dataset:" + dataset.getId());
+            }
+        }
+        return endResult(result);
+    }
+
+    // -----------------------------------------------------------------------
+    // 内部方法
+    // -----------------------------------------------------------------------
+
+    /**
+     * 使用 Cypher MERGE 原子创建或匹配实体，再通过 SDN 更新扩展属性。
+     * <p>
+     * MERGE 基于 (graph_id, source_id, type) 复合唯一约束，
+     * 保证多实例并发写入时不会产生重复节点。
+     */
+    private void upsertEntity(String graphId, String sourceId, String type,
+                              String name, String description,
+                              Map<String, Object> props, SyncResult result) {
+        String newId = UUID.randomUUID().toString();
+
+        Map<String, Object> params = new HashMap<>();
+        params.put("graphId", graphId);
+        params.put("sourceId", sourceId);
+        params.put("type", type);
+        params.put("newId", newId);
+        params.put("name", name != null ? name : "");
+        params.put("description", description != null ? description : "");
+
+        // Phase 1: Atomic MERGE — 创建或匹配实体骨架
+        Boolean isNew = neo4jClient.query(
+                        "MERGE (e:Entity {graph_id: $graphId, source_id: $sourceId, type: $type}) " +
+                        "ON CREATE SET e.id = $newId, e.source_type = 'SYNC', e.confidence = 1.0, " +
+                        "  e.name = $name, e.description = $description, " +
+                        "  e.created_at = datetime(), e.updated_at = datetime() " +
+                        "ON MATCH SET e.name = $name, e.description = $description, " +
+                        "  e.updated_at = datetime() " +
+                        "RETURN e.id = $newId AS isNew"
+                )
+                .bindAll(params)
+                .fetchAs(Boolean.class)
+                .mappedBy((ts, record) -> record.get("isNew").asBoolean())
+                .one()
+                .orElse(false);
+
+        // Phase 2: 通过 SDN 更新扩展属性（Map 序列化由 SDN 处理）
+        entityRepository.findByGraphIdAndSourceIdAndType(graphId, sourceId, type)
+                .ifPresent(entity -> {
+                    entity.setProperties(props != null ? props : new HashMap<>());
+                    entityRepository.save(entity);
+                });
+
+        if (isNew) {
+            result.incrementCreated();
+        } else {
+            result.incrementUpdated();
+        }
+    }
+
+    /**
+     * 使用 Cypher MERGE 创建或匹配关系，保证幂等性。
+     *
+     * @return true 如果是新创建的关系，false 如果已存在
+     */
+    private boolean mergeRelation(String graphId, String sourceEntityId, String targetEntityId,
+                                  String relationType, String propertiesJson, String syncId) {
+        String newId = UUID.randomUUID().toString();
+
+        String mergedId = neo4jClient
+                .query(
+                        "MATCH (s:Entity {graph_id: $graphId, id: $sourceEntityId}) " +
+                        "MATCH (t:Entity {graph_id: $graphId, id: $targetEntityId}) " +
+                        "MERGE (s)-[r:" + REL_TYPE + " {graph_id: $graphId, relation_type: $relationType}]->(t) " +
+                        "ON CREATE SET r.id = $newId, r.weight = 1.0, r.confidence = 1.0, " +
+                        "  r.source_id = '', r.properties_json = $propertiesJson, r.created_at = datetime() " +
+                        "RETURN r.id AS relId"
+                )
+                .bindAll(Map.of(
+                        "graphId", graphId,
+                        "sourceEntityId", sourceEntityId,
+                        "targetEntityId", targetEntityId,
+                        "relationType", relationType,
+                        "newId", newId,
+                        "propertiesJson", propertiesJson
+                ))
+                .fetchAs(String.class)
+                .mappedBy((ts, record) -> record.get("relId").asString())
+                .one()
+                .orElse(null);
+
+        return newId.equals(mergedId);
+    }
+
+    private SyncResult beginResult(String syncType, String syncId) {
+        return SyncResult.builder()
+                .syncType(syncType)
+                .syncId(syncId)
+                .startedAt(LocalDateTime.now())
+                .errors(new ArrayList<>())
+                .build();
+    }
+
+    private SyncResult endResult(SyncResult result) {
+        result.setCompletedAt(LocalDateTime.now());
+        return result;
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/model/SyncResult.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/model/SyncResult.java
new file mode 100644
index 0000000..9d8dcd2
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/model/SyncResult.java
@@ -0,0 +1,77 @@
+package com.datamate.knowledgegraph.domain.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.time.LocalDateTime;
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * 同步操作结果统计。
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class SyncResult {
+
+    /** 本次同步的追踪标识 */
+    private String syncId;
+
+    /** 同步的实体/关系类型 */
+    private String syncType;
+
+    @Builder.Default
+    private int created = 0;
+
+    @Builder.Default
+    private int updated = 0;
+
+    @Builder.Default
+    private int skipped = 0;
+
+    @Builder.Default
+    private int failed = 0;
+
+    /** 全量对账删除的过期实体数 */
+    @Builder.Default
+    private int purged = 0;
+
+    @Builder.Default
+    private List<String> errors = new ArrayList<>();
+
+    private LocalDateTime startedAt;
+
+    private LocalDateTime completedAt;
+
+    public int total() {
+        return created + updated + skipped + failed;
+    }
+
+    public long durationMillis() {
+        if (startedAt == null || completedAt == null) {
+            return 0;
+        }
+        return java.time.Duration.between(startedAt, completedAt).toMillis();
+    }
+
+    public void incrementCreated() {
+        created++;
+    }
+
+    public void incrementUpdated() {
+        updated++;
+    }
+
+    public void incrementSkipped() {
+        skipped++;
+    }
+
+    public void addError(String error) {
+        failed++;
+        errors.add(error);
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/repository/GraphEntityRepository.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/repository/GraphEntityRepository.java
index ae6a677..6e326d3 100644
--- a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/repository/GraphEntityRepository.java
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/domain/repository/GraphEntityRepository.java
@@ -41,4 +41,12 @@ public interface GraphEntityRepository extends Neo4jRepository<GraphEntity, Stri
 
     @Query("MATCH (e:Entity {graph_id: $graphId}) RETURN count(e)")
     long countByGraphId(@Param("graphId") String graphId);
+
+    @Query("MATCH (e:Entity {graph_id: $graphId}) " +
+           "WHERE e.source_id = $sourceId AND e.type = $type " +
+           "RETURN e")
+    Optional<GraphEntity> findByGraphIdAndSourceIdAndType(
+            @Param("graphId") String graphId,
+            @Param("sourceId") String sourceId,
+            @Param("type") String type);
 }
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/client/DataManagementClient.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/client/DataManagementClient.java
new file mode 100644
index 0000000..c80a122
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/client/DataManagementClient.java
@@ -0,0 +1,126 @@
+package com.datamate.knowledgegraph.infrastructure.client;
+
+import com.datamate.knowledgegraph.infrastructure.neo4j.KnowledgeGraphProperties;
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import lombok.Data;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.core.ParameterizedTypeReference;
+import org.springframework.http.HttpMethod;
+import org.springframework.http.ResponseEntity;
+import org.springframework.stereotype.Component;
+import org.springframework.web.client.RestClientException;
+import org.springframework.web.client.RestTemplate;
+
+import java.time.LocalDateTime;
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * 数据管理服务 REST 客户端。
+ * <p>
+ * 通过 HTTP 调用 data-management-service 的 REST API，
+ * 拉取数据集、文件等元数据用于同步到 Neo4j。
+ */
+@Component
+@Slf4j
+public class DataManagementClient {
+
+    private final RestTemplate restTemplate;
+    private final String baseUrl;
+    private final int pageSize;
+
+    public DataManagementClient(
+            @Qualifier("kgRestTemplate") RestTemplate restTemplate,
+            KnowledgeGraphProperties properties) {
+        this.restTemplate = restTemplate;
+        this.baseUrl = properties.getSync().getDataManagementUrl();
+        this.pageSize = properties.getSync().getPageSize();
+    }
+
+    /**
+     * 拉取所有数据集（自动分页）。
+     */
+    public List<DatasetDTO> listAllDatasets() {
+        List<DatasetDTO> allDatasets = new ArrayList<>();
+        int page = 0;
+
+        while (true) {
+            String url = baseUrl + "/data-management/datasets?page=" + page + "&size=" + pageSize;
+            log.debug("Fetching datasets: page={}, size={}", page, pageSize);
+
+            try {
+                ResponseEntity<PagedResult<DatasetDTO>> response = restTemplate.exchange(
+                        url, HttpMethod.GET, null,
+                        new ParameterizedTypeReference<>() {}
+                );
+
+                PagedResult<DatasetDTO> body = response.getBody();
+                if (body == null || body.getContent() == null || body.getContent().isEmpty()) {
+                    break;
+                }
+
+                allDatasets.addAll(body.getContent());
+                log.debug("Fetched {} datasets (page {}), total so far: {}",
+                        body.getContent().size(), page, allDatasets.size());
+
+                if (page >= body.getTotalPages() - 1) {
+                    break;
+                }
+                page++;
+            } catch (RestClientException e) {
+                log.error("Failed to fetch datasets from data-management-service: page={}, url={}", page, url, e);
+                throw e;
+            }
+        }
+
+        log.info("Fetched {} datasets in total from data-management-service", allDatasets.size());
+        return allDatasets;
+    }
+
+    // -----------------------------------------------------------------------
+    // 响应 DTO（仅包含同步所需字段）
+    // -----------------------------------------------------------------------
+
+    @Data
+    @JsonIgnoreProperties(ignoreUnknown = true)
+    public static class PagedResult<T> {
+        private List<T> content;
+        private long page;
+        private long totalElements;
+        private long totalPages;
+    }
+
+    /**
+     * 与 data-management-service 的 DatasetResponse 对齐。
+     */
+    @Data
+    @JsonIgnoreProperties(ignoreUnknown = true)
+    public static class DatasetDTO {
+        private String id;
+        private String name;
+        private String description;
+        private String parentDatasetId;
+        private String datasetType;
+        private String status;
+        private Long totalSize;
+        private Integer fileCount;
+        private String createdBy;
+        private String updatedBy;
+        private LocalDateTime createdAt;
+        private LocalDateTime updatedAt;
+        private List<TagDTO> tags;
+    }
+
+    /**
+     * 与 data-management-service 的 TagResponse 对齐。
+     */
+    @Data
+    @JsonIgnoreProperties(ignoreUnknown = true)
+    public static class TagDTO {
+        private String id;
+        private String name;
+        private String color;
+        private String description;
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/exception/KnowledgeGraphErrorCode.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/exception/KnowledgeGraphErrorCode.java
index 5983536..ec76994 100644
--- a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/exception/KnowledgeGraphErrorCode.java
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/exception/KnowledgeGraphErrorCode.java
@@ -18,7 +18,8 @@ public enum KnowledgeGraphErrorCode implements ErrorCode {
     INVALID_RELATION("knowledge_graph.0005", "无效的关系定义"),
     IMPORT_FAILED("knowledge_graph.0006", "图谱导入失败"),
     QUERY_DEPTH_EXCEEDED("knowledge_graph.0007", "查询深度超出限制"),
-    MAX_NODES_EXCEEDED("knowledge_graph.0008", "查询结果节点数超出限制");
+    MAX_NODES_EXCEEDED("knowledge_graph.0008", "查询结果节点数超出限制"),
+    SYNC_FAILED("knowledge_graph.0009", "数据同步失败");
 
     private final String code;
     private final String message;
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/GraphInitializer.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/GraphInitializer.java
new file mode 100644
index 0000000..b3f588f
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/GraphInitializer.java
@@ -0,0 +1,90 @@
+package com.datamate.knowledgegraph.infrastructure.neo4j;
+
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.boot.ApplicationArguments;
+import org.springframework.boot.ApplicationRunner;
+import org.springframework.core.annotation.Order;
+import org.springframework.data.neo4j.core.Neo4jClient;
+import org.springframework.stereotype.Component;
+
+import java.util.List;
+
+/**
+ * 图谱 Schema 初始化器。
+ * <p>
+ * 应用启动时自动创建 Neo4j 索引和约束。
+ * 所有语句使用 {@code IF NOT EXISTS}，保证幂等性。
+ * <p>
+ * 对应 {@code docs/knowledge-graph/schema/schema.cypher} 中的第 1-3 部分。
+ */
+@Component
+@Slf4j
+@RequiredArgsConstructor
+@Order(1)
+public class GraphInitializer implements ApplicationRunner {
+
+    private final Neo4jClient neo4jClient;
+    private final KnowledgeGraphProperties properties;
+
+    /**
+     * 需要在启动时执行的 Cypher 语句。
+     * 每条语句必须独立执行（Neo4j 不支持多条 DDL 在同一事务中）。
+     */
+    private static final List<String> SCHEMA_STATEMENTS = List.of(
+            // 约束（自动创建对应索引）
+            "CREATE CONSTRAINT entity_id_unique IF NOT EXISTS FOR (n:Entity) REQUIRE n.id IS UNIQUE",
+
+            // 同步 upsert 复合唯一约束：防止并发写入产生重复实体
+            "CREATE CONSTRAINT entity_sync_unique IF NOT EXISTS " +
+                    "FOR (n:Entity) REQUIRE (n.graph_id, n.source_id, n.type) IS UNIQUE",
+
+            // 单字段索引
+            "CREATE INDEX entity_graph_id IF NOT EXISTS FOR (n:Entity) ON (n.graph_id)",
+            "CREATE INDEX entity_type IF NOT EXISTS FOR (n:Entity) ON (n.type)",
+            "CREATE INDEX entity_name IF NOT EXISTS FOR (n:Entity) ON (n.name)",
+            "CREATE INDEX entity_source_id IF NOT EXISTS FOR (n:Entity) ON (n.source_id)",
+            "CREATE INDEX entity_created_at IF NOT EXISTS FOR (n:Entity) ON (n.created_at)",
+
+            // 复合索引
+            "CREATE INDEX entity_graph_id_type IF NOT EXISTS FOR (n:Entity) ON (n.graph_id, n.type)",
+            "CREATE INDEX entity_graph_id_id IF NOT EXISTS FOR (n:Entity) ON (n.graph_id, n.id)",
+            "CREATE INDEX entity_graph_id_source_id IF NOT EXISTS FOR (n:Entity) ON (n.graph_id, n.source_id)",
+
+            // 全文索引
+            "CREATE FULLTEXT INDEX entity_fulltext IF NOT EXISTS FOR (n:Entity) ON EACH [n.name, n.description]"
+    );
+
+    @Override
+    public void run(ApplicationArguments args) {
+        if (!properties.getSync().isAutoInitSchema()) {
+            log.info("Schema auto-init is disabled, skipping");
+            return;
+        }
+
+        log.info("Initializing Neo4j schema: {} statements to execute", SCHEMA_STATEMENTS.size());
+
+        int succeeded = 0;
+        int failed = 0;
+
+        for (String statement : SCHEMA_STATEMENTS) {
+            try {
+                neo4jClient.query(statement).run();
+                succeeded++;
+                log.debug("Schema statement executed: {}", truncate(statement));
+            } catch (Exception e) {
+                failed++;
+                // 约束/索引可能已存在（不同于 IF NOT EXISTS 的实现版本），
+                // 记录警告但不中断启动。
+                log.warn("Schema statement failed (may already exist): {} — {}",
+                        truncate(statement), e.getMessage());
+            }
+        }
+
+        log.info("Neo4j schema initialization completed: succeeded={}, failed={}", succeeded, failed);
+    }
+
+    private static String truncate(String s) {
+        return s.length() <= 100 ? s : s.substring(0, 97) + "...";
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java
index 65612fb..48a3c90 100644
--- a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java
@@ -17,4 +17,32 @@ public class KnowledgeGraphProperties {
 
     /** 批量导入批次大小 */
     private int importBatchSize = 100;
+
+    /** 同步相关配置 */
+    private Sync sync = new Sync();
+
+    @Data
+    public static class Sync {
+
+        /** 数据管理服务基础 URL */
+        private String dataManagementUrl = "http://localhost:8080";
+
+        /** 同步每页拉取数量 */
+        private int pageSize = 200;
+
+        /** HTTP 连接超时（毫秒） */
+        private int connectTimeout = 5000;
+
+        /** HTTP 读取超时（毫秒） */
+        private int readTimeout = 30000;
+
+        /** 失败时最大重试次数 */
+        private int maxRetries = 3;
+
+        /** 重试间隔（毫秒） */
+        private long retryInterval = 1000;
+
+        /** 是否在启动时自动初始化 Schema */
+        private boolean autoInitSchema = true;
+    }
 }
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/interfaces/dto/SyncResultVO.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/interfaces/dto/SyncResultVO.java
new file mode 100644
index 0000000..b5c951b
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/interfaces/dto/SyncResultVO.java
@@ -0,0 +1,53 @@
+package com.datamate.knowledgegraph.interfaces.dto;
+
+import com.datamate.knowledgegraph.domain.model.SyncResult;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.time.LocalDateTime;
+
+/**
+ * 同步结果视图对象。
+ * <p>
+ * 不暴露内部错误详情（errors 列表），仅返回错误计数和 syncId，
+ * 前端可通过 syncId 向运维查询具体日志。
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class SyncResultVO {
+
+    private String syncId;
+    private String syncType;
+    private int created;
+    private int updated;
+    private int skipped;
+    private int failed;
+    private int purged;
+    private int total;
+    private long durationMillis;
+    /** 错误数量（不暴露具体错误信息） */
+    private int errorCount;
+    private LocalDateTime startedAt;
+    private LocalDateTime completedAt;
+
+    public static SyncResultVO from(SyncResult result) {
+        return SyncResultVO.builder()
+                .syncId(result.getSyncId())
+                .syncType(result.getSyncType())
+                .created(result.getCreated())
+                .updated(result.getUpdated())
+                .skipped(result.getSkipped())
+                .failed(result.getFailed())
+                .purged(result.getPurged())
+                .total(result.total())
+                .durationMillis(result.durationMillis())
+                .errorCount(result.getErrors() != null ? result.getErrors().size() : 0)
+                .startedAt(result.getStartedAt())
+                .completedAt(result.getCompletedAt())
+                .build();
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/interfaces/rest/GraphSyncController.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/interfaces/rest/GraphSyncController.java
new file mode 100644
index 0000000..8b788e3
--- /dev/null
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/interfaces/rest/GraphSyncController.java
@@ -0,0 +1,102 @@
+package com.datamate.knowledgegraph.interfaces.rest;
+
+import com.datamate.knowledgegraph.application.GraphSyncService;
+import com.datamate.knowledgegraph.domain.model.SyncResult;
+import com.datamate.knowledgegraph.interfaces.dto.SyncResultVO;
+import jakarta.validation.constraints.Pattern;
+import lombok.RequiredArgsConstructor;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.*;
+
+import java.util.List;
+
+/**
+ * 知识图谱数据同步 API。
+ * <p>
+ * 提供手动触发 MySQL → Neo4j 同步的 REST 端点。
+ * 生产环境中也可通过定时任务自动触发。
+ */
+@RestController
+@RequestMapping("/knowledge-graph/{graphId}/sync")
+@RequiredArgsConstructor
+@Validated
+public class GraphSyncController {
+
+    private static final String UUID_REGEX =
+            "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}$";
+
+    private final GraphSyncService syncService;
+
+    /**
+     * 全量同步：拉取所有实体并构建关系。
+     */
+    @PostMapping("/full")
+    public List<SyncResultVO> syncAll(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        List<SyncResult> results = syncService.syncAll(graphId);
+        return results.stream().map(SyncResultVO::from).toList();
+    }
+
+    /**
+     * 同步数据集实体。
+     */
+    @PostMapping("/datasets")
+    public SyncResultVO syncDatasets(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.syncDatasets(graphId));
+    }
+
+    /**
+     * 同步字段实体。
+     */
+    @PostMapping("/fields")
+    public SyncResultVO syncFields(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.syncFields(graphId));
+    }
+
+    /**
+     * 同步用户实体。
+     */
+    @PostMapping("/users")
+    public SyncResultVO syncUsers(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.syncUsers(graphId));
+    }
+
+    /**
+     * 同步组织实体。
+     */
+    @PostMapping("/orgs")
+    public SyncResultVO syncOrgs(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.syncOrgs(graphId));
+    }
+
+    /**
+     * 构建 HAS_FIELD 关系。
+     */
+    @PostMapping("/relations/has-field")
+    public SyncResultVO buildHasFieldRelations(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.buildHasFieldRelations(graphId));
+    }
+
+    /**
+     * 构建 DERIVED_FROM 关系。
+     */
+    @PostMapping("/relations/derived-from")
+    public SyncResultVO buildDerivedFromRelations(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.buildDerivedFromRelations(graphId));
+    }
+
+    /**
+     * 构建 BELONGS_TO 关系。
+     */
+    @PostMapping("/relations/belongs-to")
+    public SyncResultVO buildBelongsToRelations(
+            @PathVariable @Pattern(regexp = UUID_REGEX, message = "graphId 格式无效") String graphId) {
+        return SyncResultVO.from(syncService.buildBelongsToRelations(graphId));
+    }
+}
diff --git a/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml b/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml
index 20dc261..7a59563 100644
--- a/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml
+++ b/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml
@@ -23,3 +23,19 @@ datamate:
     max-nodes-per-query: ${KG_MAX_NODES:500}
     # 批量导入批次大小
     import-batch-size: ${KG_IMPORT_BATCH_SIZE:100}
+    # MySQL → Neo4j 同步配置
+    sync:
+      # 数据管理服务地址
+      data-management-url: ${DATA_MANAGEMENT_URL:http://localhost:8080}
+      # 每页拉取数量
+      page-size: ${KG_SYNC_PAGE_SIZE:200}
+      # HTTP 连接超时（毫秒）
+      connect-timeout: ${KG_SYNC_CONNECT_TIMEOUT:5000}
+      # HTTP 读取超时（毫秒）
+      read-timeout: ${KG_SYNC_READ_TIMEOUT:30000}
+      # 失败时最大重试次数
+      max-retries: ${KG_SYNC_MAX_RETRIES:3}
+      # 重试间隔（毫秒）
+      retry-interval: ${KG_SYNC_RETRY_INTERVAL:1000}
+      # 是否在启动时自动初始化 Schema
+      auto-init-schema: ${KG_AUTO_INIT_SCHEMA:true}