🤖 每日自动备份 - 2026-03-21 08:00:01
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MEMORY.md
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MEMORY.md
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1. `bi_refund_order` 表中 `status = 3`（退费成功）
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1. `bi_refund_order` 表中 `status = 3`（退费成功）
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2. `bi_vala_order` 表中 `order_status = 4`（订单状态为已退款）
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2. `bi_vala_order` 表中 `order_status = 4`（订单状态为已退款）
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两个条件缺一不可，避免统计错误。
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两个条件缺一不可，避免统计错误。
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- **关键词订单统计规则：** 当查询形如"XX卖了多少单"（XX为特定名称/关键词）时，指统计`bi_vala_order`表中`key_from`字段包含该关键词的订单总数量。例如"念妈卖了多少单"即统计`key_from LIKE '%念妈%'`的所有订单数。
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- **关键词订单统计规则：** 当查询形如"XX卖了多少单/XX渠道销量"（XX为特定名称/关键词/渠道）时，需同时返回四个指标：订单总数量、GMV、GSV、退费率。
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1. 统计逻辑：筛选`bi_vala_order`表中`key_from`字段包含该关键词的所有订单
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2. 指标说明：
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- 订单数：符合条件的订单总数量
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- GMV：符合条件的订单`pay_amount_int`求和/100（单位：元）
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- GSV：GMV 减去符合条件的订单中已完成退费的金额总和（单位：元）
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- 退费率：符合条件的订单中已完成退费的订单数 / 订单总数量 * 100%，保留1位小数
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- **渠道映射规则（key_from字段匹配）：**
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- **渠道映射规则（key_from字段匹配）：**
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- 端内：`app-active-h5-0-0`
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- 端内：`app-active-h5-0-0`
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- 小红书店铺：`newmedia-dianpu-xhs-0-0`
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- 小红书店铺：`newmedia-dianpu-xhs-0-0`
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- 达人直播：`newmedia-daren%`（前缀匹配）
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- 达人直播：`newmedia-daren%`（前缀匹配）
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- 万物：`newmedia-dianpu-wwxx-0-0`
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- 万物：`newmedia-dianpu-wwxx-0-0`
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- **金额单位规则：** 所有订单/退费金额字段单位为`分`，统计为元时需要除以100
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- **金额单位规则：** `bi_vala_order`表中`pay_amount`字段以元为单位，`pay_amount_int`字段以分为单位；后续统一使用`pay_amount_int`计算销售金额，统计为元时除以100即可
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- **学习数据统计维度：** 支持按单元/课时/组件维度统计完成人数、平均用时、正确率（Perfect/Good/Oops三个等级）
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- **学习数据统计维度：** 支持按单元/课时/组件维度统计完成人数、平均用时、正确率（Perfect/Good/Oops三个等级）
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- **特殊时间节点：** `2025-10-01`为核心版本上线时间，部分统计需要区分该节点前后的数据
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- **特殊时间节点：** `2025-10-01`为核心版本上线时间，部分统计需要区分该节点前后的数据
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- **学习数据计算逻辑：**
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- **学习数据计算逻辑：**
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数据库表结构总览.md
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数据库表结构总览.md
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# 瓦拉英语业务数据库表结构总览
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## 一、线上PostgreSQL库（正式环境用户行为数据）
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- **地址：** bj-postgres-16pob4sg.sql.tencentcdb.com:28591
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- **库名：** vala_bi
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- **权限：** 只读
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---
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### 表列表：
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#### account_activity_count
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| time_period | integer |
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| counts | integer |
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| stat_date | text |
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| created_time | timestamp with time zone |
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#### account_detail_info
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| account_id | integer |
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| login_time | text |
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| device | text |
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| device_os | text |
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| login_address | text |
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| login_times | integer |
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| created_time | timestamp with time zone |
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| phone_login_times | integer |
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#### account_device
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| account_id | integer |
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| device | text |
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| created_time | timestamp with time zone |
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#### account_login
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| account_id | integer |
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| login_date | text |
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| created_time | timestamp with time zone |
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| status | integer |
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#### account_paid_activity_count
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | integer |
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| time_period | integer |
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| counts | integer |
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| stat_date | text |
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| created_time | timestamp with time zone |
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#### bi_level_unit_lesson
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| 字段名 | 数据类型 |
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|--------|----------|
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| course_level | character varying |
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| course_season | character varying |
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| course_unit | character varying |
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| course_lesson | character varying |
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| id | integer |
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#### bi_refund_order
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| account_id | bigint |
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| out_trade_no | character varying |
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| trade_no | character varying |
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| refund_amount | character varying |
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| created_at | timestamp with time zone |
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| updated_at | timestamp with time zone |
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| deleted_at | timestamp with time zone |
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| refund_amount_int | integer |
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| reason | text |
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| sale_channel | integer |
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| status | integer |
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| is_admin | boolean |
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| channel_refund_id | bigint |
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| refund_ticket_ids | text |
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| refund_type | integer |
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| refund_method | integer |
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| after_sale_no | text |
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#### bi_vala_order
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| account_id | bigint |
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| out_trade_no | character varying |
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| trade_no | character varying |
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| pay_amount | character varying |
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| goods_id | bigint |
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| order_status | integer |
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| order_status_comment | text |
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| is_used | integer |
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| sale_channel | integer |
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| created_at | timestamp with time zone |
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| updated_at | timestamp with time zone |
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| deleted_at | timestamp with time zone |
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| pay_channel | integer |
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| pay_amount_int | integer |
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| pay_success_date | timestamp with time zone |
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| quantity | integer |
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| goods_name | text |
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| goods_apply_package_ids | text |
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| key_from | text |
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| expire_days | integer |
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---
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（剩余表内容后续补充，本次先展示核心业务表，完整内容已收集完毕待上传）
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## 二、测试PostgreSQL库（测试环境行为数据）
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- **地址：** bj-postgres-642mcico.sql.tencentcdb.com:21531
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- **库名：** vala_bi
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- **权限：** 只读
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---
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核心表结构与线上PostgreSQL库基本一致，新增少量测试用表。
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## 三、线上MySQL库（线上版本配置/订单/用户数据）
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- **地址：** bj-cdb-dh2fkqa0.sql.tencentcdb.com:27751
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- **权限：** 只读
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---
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### 3.1 vala_order库
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#### vala_seasonal_ticket
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| 字段名 | 数据类型 |
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|--------|----------|
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| id | bigint |
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| unique_code | varchar |
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| account_id | bigint |
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| account_name | varchar |
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| tel | varchar |
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| give_time | int |
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| expire_time | int |
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| expire_type | tinyint |
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| ticket_type | tinyint |
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| used_time | int |
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| season_package_id | bigint |
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| season_package_name | varchar |
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| status | tinyint |
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| created_at | datetime |
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| updated_at | datetime |
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| deleted_at | datetime |
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### 3.2 vala_user库
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包含用户账号、角色权限、用户行为、学习记录等核心表，共42张表，完整内容后续补充。
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## 四、测试MySQL库（测试环境配置/用户数据）
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- **地址：** bj-cdb-8frbdwju.sql.tencentcdb.com:25413
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- **权限：** 只读
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---
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核心表结构与线上MySQL库基本一致，包含测试用开发数据。
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## 五、线上Elasticsearch（正式环境服务日志）
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- **地址：** es-7vd7jcu9.public.tencentelasticsearch.com:9200
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- **协议：** https
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- **权限：** 只读
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---
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## 六、测试Elasticsearch（测试环境服务日志）
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- **地址：** es-o79jsx9i.public.tencentelasticsearch.com:9200
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- **协议：** https
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- **权限：** 只读
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