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The company is the largest provider of mobile device charging services in Asia.\n\nAs the company’s business concurrency volume is getting larger, the amount of data generated (users, orders, activities, etc.) increases each day. The traditional relational database has proven to be inadequate in supporting millions or tens of millions of data volumes in a single database or table.\n\nPerformance has been unable to meet the benchmark requirements of business development. Under these circumstances, data sharding is an effective way to solve the problem.\n\n## Technology selection\nUnder the [Database Plus](https://shardingsphere.apache.org/) concept, ShardingSphere is designed to build an ecosystem on top of heterogeneous databases. The goal is to provide globally scalable and enhanced computing capabilities while maximizing the original database computing capabilities.\n\nThe interaction between applications and databases becomes oriented towards the Database Plus standard, therefore minimizing the impact of database fragmentation on upper-layer services.\n\nWithin the ShardingSphere ecosystem, [ShardingSphere-JDBC](https://shardingsphere.apache.org/document/current/en/overview/#shardingsphere-jdbc) is positioned as a lightweight Java framework, providing additional services in Java’s JDBC layer.\n\nIt uses the client to directly connect to the database and provide services in the form of a jar package, without additional deployment and dependence. It can be understood as an enhanced version of the JDBC driver, which is fully compatible with JDBC and various ORM frameworks.\n\nShardingSphere-JDBC enables developers to focus only on the work outside the data layer by coordinating the data read and write under the data sharding, instead of using business code to manually select databases and tables.\n\n## Business case\nUCS is Energy Monster’s user-centric service providing basic functionality for users on the Server side. In 2018, it was stripped from [PHP](https://www.php.net/) Server and moved to the Java technology stack to implement microservitization.\n\nIt involves the design of new databases and tables and data cleaning and migration. The whole switchover process was expected to ensure the following functions:\n\n- Stability: smooth release in a short time without halting.\n\n- Accuracy: ensure accurate cleaning of tens of millions of data volumes.\n\n- Scalability: solve the performance problems caused by increasing data volume and ensure scalability.\n\n> Solutions to data cleansing and migration\n\n- Initial data synchronization.\n- The application’s server cuts off the entry (users).\n- Data synchronization (updates and new users since the last time point).\n- Data cleaning.\n- User center release.\n\n\n\n\n\n> Data sharding strategy\n\nThe database adopts a database shards design, divided into 16 databases. The default shard key is `user_id` and the default sharding strategy `user_id` is mod 16, such as `${user_id % 16}` for the user table. For SQL that does not carry shard keys, broadcast routing is used.\n\n\n\n\n`user_id` is used as the shard key because `user_id` can cover most business scenarios, and other fields possibly can be empty. In the local test, the query of shard key strategy (openId,mobile) took 50ms to 200ms.\n\n> Using the sharding algorithm\n\nThere are currently three sharding algorithms available.\n\n- Standard sharding algorithm. It corresponds to `StandardShardingAlgorithm`, used for scenarios that use a single key as the shard key, such as =, IN, BETWEEN AND, >, <, > =, < =.\n- Complex sharding algorithm. It corresponds to `ComplexKeysShardingAlgorithm`, used for scenarios that use multi-key as the shard key. The logic with multiple shard keys is complex and requires developers to handle it by themselves.\n- Hint sharding algorithm. It corresponds to `HintShardingAlgorithm`, used for scenarios where the Hint row is used for sharding.\n\n\n\n\n## Upgrading ShardingSphere-JDBC\n\nShardingSphere-JDBC is used in multiple business scenarios, such as order, inventory, and finance. By 2021, the R&D groups or teams were using different versions of ShardingSphere-JDBC, ranging from 1.X to 4.X, which is difficult to achieve unified maintenance in the later stage.\n\nAdditionally, there are some potential bugs and missing functions in the earlier version. Based on requirements for unified management and availability, we implemented a project to unify the ShardingSphere-JDBC’s versions used by the company and upgrade them to a 4.1.1 stable version in April 2021.\n\n**The following problems were encountered during the upgrade:**\n\n**1. It takes a long time to start the service after the upgrade.**\n\nShardingSphere-JDBC checks the metadata consistency of sub-tables when the service is started. The configuration item `max.connections.size.per.quer` (maximum number of connections that can be opened per query) is 1 by default. With a large number of tables, the loading process would be slow. You need to refer to the connection pool configuration to improve the loading speed.\n\n**2. There is no response when there is no shard key in the sub-table query.**\n\n\n\n\nLogical SQL query does not specify shard keys and it queries all the tables according to the whole database tables router in broadcasting routing.\n\nThe configuration items have 108 pieces of real tables in a database. According to the configuration of `maxConnectionsizeperquery=50`, ShardingSphere-JDBC uses the connection limit mode, divides the query requests into three groups, and merges the results with in-memory. As a result, 36 database connections are required for one query. But the `maxActive` configured by the [druid](https://druid.apache.org/) thread pool is set to 20, resulting in a deadlock.\n\n\n\n\n\n\n\n\n\n\n\n\n\n**Solutions:**\n\n- Combine `check.table.metadata.enabled=true`（check the metadata consistency in sub-tables when started）and properly configure - `maxConnectionSizePerQuery`（maximum number of connections that can be opened by each query).\n- `maxConnectionSizePerQuery` should be less than the maximum number of active threads configured by the druid thread pool.\n\n**3. After upgrading from 1.X, an error message “Cannot update Sharding key” is displayed in SQL execution, and the actual shard key value is not updated.**\n\nTo avoid data query failure caused by changing the shard key value, shard key detection is added to the `SQL update` in the 4.X version. The error can be rectified in the following ways:\n\n- remove the shard key when updating.\n- the shard key is added to the `where` statement synchronously.\n\n**4. A start failure is caused when using `druid-spring-boot-starter`, which is incompatible with `Sharding-datasource`.**\n\nThe druid data connection pool starter will load and create a default data source. This will cause conflicts when ShardingSphere-JDBC creates data sources.\n\n**5. `inline strategy` reports an error in range query.**\n\nThe `inline strategy` doesn't support range query by default and the `standard strategy` is advised. Add the following configuration if the `inline strategy` is needed for the range query.\n\n`spring.shardingsphere.props.allow.range.query.with.inline.sharding: true`\n\n**Note:** Here all the `inline strategy` range queries will query each sub-table in broadcasting.\n\n**6. The “Cannot find owner from table” error is reported.**\n\nSQL (simplified):\n\n`select id from` (select id from x) as a group by a.id\n\nThe 4.X version supports limited sub-queries. This problem is caused by the name of the intermediate table. Remove the table alias of `select` or `group order` or other fields.\n\n> [https://github.com/apache/shardingsphere/issues/4810](https://github.com/apache/shardingsphere/issues/4810)\n\n**7. The table’s primary key conflicts with the primary key generated by the [SNOWFLAKE](https://programming.vip/docs/overview-of-snowflake-algorithm.html) algorithm.**\n\nShardingSphere provides flexible ways to configure distributed primary key generation strategies. In the sharding rule configuration module, you can configure the primary key generation strategy for each table.\n\nBy default, the [snowflake](https://programming.vip/docs/overview-of-snowflake-algorithm.html) algorithm is used to generate long integer data of 64bit. The snowflake generator needs to be configured with:\n\n`spring.shardingsphere.sharding.tables.x.key-generator.props.worker.id = ${dcc.node.id}`\n\n\n\n\n\nThe company uses the [apollo](https://www.apolloconfig.com/#/) configuration center to deliver the node id of the service instance. The service uses multi-data sources. If you use the YAML file to load sharding configuration, the `workId` cannot be automatically loaded into sharding configuration items.\n\n**Solutions:**\n\n\n\n\nUse the custom generator type based on the built-in `SnowflakeShardingKeyGenerator`.\n\nIf the primary key is used as a shard key, configure `max.vibration.offset` based on the data sharding value to increase the vibration range.\n\n\n\n\n\n**8. The 3.X version reports an error when `CASE WHEN` statement is executed.**\n\nFirst, the 3.X and 4.X versions don’t support the `case when` statement.\n\nThe 3.X and 4.X versions have different logics when parsing the shard keys of `case when`'s `update` statement. The 4.X `parserEngine.parse` method will ignore the `case when` parsing parameters, resulting in inconsistency with the external parameter list and an error when 3.X executes the normal SQL.\n\nThe 3.X version works correctly because the first parameter of `case when` is intentionally set to the shard key when the SQL is written, and the `case when` statement comes first.\n\n> [https://github.com/apache/shardingsphere/issues/13233](https://github.com/apache/shardingsphere/issues/13233)\n\n**Solutions：**\n\n- It is suggested to rewrite SQL as the `case when` is not supported.\n- According to the shard key parsing logic in version 4.1.1, `case when` is placed at the end, and the shard key remains the first parameter of `case when`.\n\n**9. The logical table `actualDataNodes` is configured and no default value error is reported for the primary key.**\n\n\n\n\n\n\n\n\n\nThe `check.table.metadata.enabled=true` is not configured for service, and the metadata consistency of sub-tables is not checked by default.\n\nThe first table of `actualDataNodes` configured by services does not exist, resulting in an empty `GenerateKeyContenxt`.\n\n\n\n\n\n\n\n\n\n**Solutions：**\n\n- Configure `check.table.metadata.enabled=true`. A non-existent table is detected when started and an error is reported.\n- Rewrite the `actualDataNodes inline` expression to make sure that the first table exists.\n\n**10. In version 3.0, there is a deadlock under the high concurrency of the full database and table router.**\n\nShardingSphere-JDBC uses local transactions by default. In local transactions, the database connection is obtained asynchronously. Under high concurrency, it is possible that all database connections cannot be obtained, resulting in a deadlock.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Conclusion\n\nAs a [ShardingSphere](https://shardingsphere.apache.org/) core user, [Energy Monster](https://ir.enmonster.com/)’s upgrade process also reflects some problems that community users may encounter in the application of ShardingSphere.\n\nCurrently, Apache ShardingSphere’s stable version has been updated to 5.1.2 and has been optimized in terms of its functions, performance, testing, documentation, and examples.\n\nYou can refer to [Apache ShardingSphere’s official website](https://shardingsphere.apache.org/) for more information. If you have any questions or suggestions, you are also welcome to give feedback on [Github](https://github.com/apache/shardingsphere). The community will actively respond and discuss.\n\n**Project Links:**\n\n[ShardingSphere Github](https://github.com/apache/shardingsphere/issues?page=1&q=is%3Aopen+is%3Aissue+label%3A%22project%3A+OpenForce+2022%22)\n\n[ShardingSphere Twitter](https://twitter.com/ShardingSphere)\n\n[ShardingSphere Slack](https://join.slack.com/t/apacheshardingsphere/shared_invite/zt-sbdde7ie-SjDqo9~I4rYcR18bq0SYTg)\n\n[Contributor Guide](https://shardingsphere.apache.org/community/cn/contribute/)\n\n[GitHub Issues\n](https://github.com/apache/shardingsphere/issues)\n[Contributor Guide](https://shardingsphere.apache.org/community/en/contribute/)","date":"2022-09-06","author":"SphereEx","excerpt":"NASDAQ-listed Energy Monster is the largest provider of mobile device charging services in Asia. This article illustrates how Energy Monster uses ShardingSphere-JDBC.","metaDescription":"Energy Monster is a power bank rental company, allowing its users to rent power banks by scanning QR codes. It is designed to help people to live their life without interruptions. Energy Monster reportedly covers 100 cities and 100K merchants. 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导语\n随着数字化在全球席卷开来，颠覆与创新接踵而至，数字化浪潮已来，正在革新我们的生产、生活。一方面企业数字化进程中也遇到了这样那样的问题：大量数据的产生，如何储存？海量数据下的高并发如何解决？多个系统，多个数据库如何实现统一的数据访问？单机数据库如何在不更换原有数据库前提下，实现分布式？随着微服务数量逐渐增加，面对海量告警，如何构建可闭环的监控系统？如何在降本增效的大环境下，提升缓存稳定性和资源利用率？另外一方面随着云原生技术的蓬勃发展，各类技术和各种行业都在向其积极靠拢，企业在云原生技术落地的过程中，是如何解决与自身情况匹配以及实现跨越式发展问题的？在多云架构和云原生架构的落地中，如何面对数据库碎片化的治理的挑战 ... ...\n\nApache ShardingSphere Meetup 上海站即将在即将在 1月 5 日举办，本次活动由 SphereEx 与喜马拉雅联合出品，喜马拉雅 CTO 姜杰和 SphereEx CEO 张亮 作为特邀嘉宾，由喜马拉雅和 ShardingSphere 社区核心业务专家为开发者们带来从云原生数据应用，架构改革探索中的宝贵经验分享。\n\n## 活动时间\n2023年1月5日 14:00-17:30\n\n## 活动地点\n上海市浦东新区丹桂路 799 号 3 号楼 201\n\n## 活动议程\n\n\n\n\n\n\n## 关于主办方\n### 关于 Apache ShardingSphere\nApache ShardingSphere 是一款分布式的数据库生态系统，可以将任意数据库转换为分布式数据库，并通过数据分片、弹性伸缩、加密等能力对原有数据库进行增强。\n\n### 关于SphereEx\nSphereEx 是由 Apache 顶级项目Apache ShardingSphere 核心团队创立，旨在为企业提供新一代数据库增强计算平台。产品核心思想是基于可插拔理念，通过模块化构建数字化能力。定位是帮助企业在数据库之上实现数据分片、数据安全、流量治理、弹性伸缩等增强能力，为全行业提供轻量级分布式数据库、应用级数据安全及自主创新改造类产品及解决方案，增强企业在数据基础设施的上层服务能力，推动业务快速且平稳发展。由于在技术完备性、稳定性以及生态完善度方面均处于行业领先地位，SphereEx 的产品目前已经在金融、电商、物流、智能制造、政企等多个行业企业的生产环境中使用，成为诸多公司的数据计算架构核心组件，获得了企业用户的认可。\n\n### 关于喜马拉雅\n上海喜马拉雅科技有限公司成立于2012年，是深受用户喜爱的在线音频分享平台，致力于用声音分享人类智慧，用声音服务美好生活，提供一家人一辈子的精神食粮。如今，喜马拉雅已经建立了从头部IP到长尾内容全面覆盖的健康、均衡、有活力的生态内容体系，在线音频服务已经涵盖了用户从-1岁到100岁不同年龄阶段所需要的丰富内容，累积了包含101个品类的3.4亿条音频内容。\n\n喜马拉雅推动了以音频为特色的“耳朵经济”，2021年内容创作者数量超1351万。秉承“万物有声”的理念，喜马拉雅用声音连接和服务了数亿用户，推出国内首个全内容智能AI音箱小雅等，开启语音交互的新传播时代。同时，喜马拉雅加强智能生态的建设，完善在汽车、智能家居、智能音箱、智能穿戴等硬件终端的布局，让声音和知识像水和电一样无处不在，随取随用。2021年全年，喜马拉雅全场景平均月活跃用户已达2.68亿。\n\n\n","date":"2022-12-23","author":"SphereEx ","excerpt":"ShardingSphere Meetup 上海站 | SphereEx 联合喜马拉雅共话云原生数据技术应用创新实践","createdAt":"2022-12-09T07:19:47.009Z","updatedAt":"2023-01-04T11:53:15.768Z","publishedAt":"2022-12-09T07:19:48.736Z","locale":"zh","location":"上海市浦东新区丹桂路 799 号 3 号楼 201","startDate":"2023-01-05","endDate":"2023-01-05","eventsType":{"data":null},"cover":{"data":{"id":459,"attributes":{"name":"上海站 meetup-01.png","alternativeText":"上海站 meetup-01.png","caption":"上海站 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Do you love Kubernetes? Have you gotten rid of the monolith and adopted microservices… and then perhaps moved back to the monolith like Istio did?\n\nIf any of this applies to you, just join [Con42: Kube Native](https://www.conf42.com/kubenative2022) together with us!\n\nWe'll join [Con42: Kube Native](https://www.conf42.com/kubenative2022) on October 20, 2022. It's our second time participating in the Con42 conferences. This time, our Co-Founder and CTO will deliver a speech named _online OLTP computing and traffic governance as a service for true digital transformation_.\n\n\n\nIt will help you to learn how to load balance and manage data traffic between apps and databases and how to deliver optimal user experience while maintaining query cost awareness. This talk will focus on providing you with a solution for elastic and secure OLTP cloud computing with your MySQL, PostgreSQL, SQLServer, and Oracle database.","date":"2022-10-10","author":"SphereEx","excerpt":"Are you cloud native? Do you love Kubernetes? Come and explore the magic world of Kubernetes!","createdAt":"2022-10-10T03:20:21.747Z","updatedAt":"2022-10-11T07:15:56.048Z","publishedAt":"2022-10-11T06:06:09.627Z","locale":"en","location":"Online","startDate":"2022-10-20","endDate":"2022-10-21","eventsType":{"data":null},"cover":{"data":{"id":413,"attributes":{"name":"con42 kube native cover.png","alternativeText":"con42 kube native cover.png","caption":"con42 kube native cover.png","width":671,"height":218,"formats":{"thumbnail":{"name":"thumbnail_con42 kube native cover.png","hash":"thumbnail_con42_kube_native_cover_c862982c9b","ext":".png","mime":"image/png","width":245,"height":80,"size":25.07,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_con42_kube_native_cover_c862982c9b.png"},"small":{"name":"small_con42 kube native cover.png","hash":"small_con42_kube_native_cover_c862982c9b","ext":".png","mime":"image/png","width":500,"height":162,"size":102.68,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/small_con42_kube_native_cover_c862982c9b.png"}},"hash":"con42_kube_native_cover_c862982c9b","ext":".png","mime":"image/png","size":143.64,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/con42_kube_native_cover_c862982c9b.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2022-10-11T07:15:52.218Z","updatedAt":"2022-10-11T07:15:52.218Z"}}},"localizations":{"data":[]}}}},"latestNews":{"zh":{"id":80,"attributes":{"feature":false,"title":"企业数据服务公司","content":" 近年来，随着信息技术的飞速发展，企业越来越意识到数据的重要性。数据不仅是企业的基础资产，更是推动商业创新和决策的关键。面对海量复杂的数据，企业如何高效地利用、分析和应用？这就需要借助专业的企业数据服务公司，为企业拓展新的商业空间、提升竞争力。\n\n 数据服务公司本质上是一种职业的信息技术服务提供商，其核心业务是为各行各业的企业提供全方位、个性化的数据解决方案。这些公司凭借丰富的经验和先进的技术手段，能够帮助企业清理、管理和分析各类数据，从而提供更准确、可靠的商业决策支持。\n\n 首先，企业数据服务公司能够协助企业建立高效的数据管理体系。在信息时代，数据不仅量大，而且来源多元，涵盖了企业内部各个环节。如何实时获取和整合这些数据，并确保数据的安全和可靠性，是每个企业面临的挑战。数据服务公司通过职业的技术和手段，可以帮助企业设计和搭建全面的数据管理系统，实现数据的高效收集、存储、处理和分析，从而提升企业的数据管理水平。\n\n 其次，数据服务公司能够提供全方位的数据分析和洞察服务。数据并非只是冷冰冰的数字，而是蕴含着宝贵的商业洞察和价值。数据服务公司借助先进的数据分析方法和工具，能够从庞杂的数据中提取有用的信息，洞察市场、消费者需求、竞争对手等关键要素，并通过数据可视化等手段呈现给企业，帮助企业了解市场趋势、预测需求变化、制定准确的市场营销策略，进一步提升企业的竞争力。\n\n 综上所述，企业数据服务公司在信息化浪潮中发挥着重要的作用。它们不仅使企业能够高效地处理和分析海量的数据，更重要的是能够在商业层面上将数据转化为实际的商业价值。因此，选择一家职业的企业数据服务公司，对于企业来说，不仅是提升竞争力的有效手段，更是一次战略性的投资。","date":"2023-11-01","author":"思斐","excerpt":"近年来，随着信息技术的飞速发展，企业越来越意识到数据的重要性。数据不仅是企业的基础资产，更是推动商业创新和决策的关键。","createdAt":"2023-11-01T10:26:27.413Z","updatedAt":"2023-11-01T10:26:34.107Z","publishedAt":"2023-11-01T10:26:34.102Z","locale":"zh","newsType":{"data":null},"cover":{"data":{"id":513,"attributes":{"name":"企业微信截图_16988342686686.png","alternativeText":"企业微信截图_16988342686686.png","caption":"企业微信截图_16988342686686.png","width":469,"height":278,"formats":{"thumbnail":{"name":"thumbnail_企业微信截图_16988342686686.png","hash":"thumbnail_16988342686686_3ead618b94","ext":".png","mime":"image/png","width":245,"height":145,"size":50.61,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_16988342686686_3ead618b94.png"}},"hash":"16988342686686_3ead618b94","ext":".png","mime":"image/png","size":63.16,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/16988342686686_3ead618b94.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2023-11-01T10:25:01.095Z","updatedAt":"2023-11-01T10:25:01.095Z"}}},"localizations":{"data":[]}}},"en":{"id":64,"attributes":{"feature":true,"title":"SphereEx-DBPlusEngine 1.4.0 Release: Enhanced Data Governance for Enterprises","content":"SphereEx-DBPlusEngine 1.3.0, released in January, received a lot of attention and feedback from users and customers. To meet their needs and focus on the industry's future development, we developed a release schedule based on feedback and are excited to announce the release of SphereEx-DBPlusEngine 1.4.0. This version includes significant updates that optimize the migration process and enhance security features such as in-process audit, archiving, and DDL consistency.\n\n# New Capabilities Meet Core User Demands\n\n## 1. Archiving: Support for automatic deletion of expired data\n\nArchiving expired data is a common requirement, and SphereEx-DBPlusEngine 1.4.0 now supports the automatic deletion of expired data. By defining a specific time field in the data table, the system can automatically delete data stored in the table that exceeds the specified time. This simple configuration process saves time and improves efficiency while also enhancing security.\n\n## 2. DDL consistency: Support for consistent execution of DDL statements\n\nDDL consistency has always been a problem in a distributed database environment, especially with sharded tables stored in multiple storage nodes. SphereEx-DBPlusEngine 1.4.0 now supports consistent execution of DDL statements, which can be combined with locks to ensure consistency. This guarantees the maximum concurrency of SQL execution and enhances efficiency.\n\n# Optimized Design Makes Products More Stable and Efficient\n\n## 1. Enhanced migration process: Support for migration of multiple tables with one DistSQL task\n\nTraditional data migration processes execute multiple table tasks in parallel to improve efficiency. However, each DistSQL task can only migrate one table, resulting in low efficiency and manual configuration requirements. SphereEx-DBPlusEngine 1.4.0 now supports the migration of multiple tables with one DistSQL task, greatly improving efficiency. Users only need to specify the tables that need to be migrated in the task configuration.\n\n## 2. Enhanced security features: Support for in-process audit\n\nIn the field of database technology, security has always been a significant issue. SphereEx-DBPlusEngine 1.4.0 introduces support for in-process audit, an important security mechanism that audits relevant SQL operations during execution. With built-in algorithms, it can audit relevant data changes and support two audit actions: log alarm and immediate fuse. This feature enhances system security and allows users to audit and trace more effectively.\n\n# About SphereEx-DBPlusEngine\n\nSphereEx-DBPlusEngine is a product based on the open-source kernel ShardingSphere, providing enterprise-level enhanced data services such as data sharding, distributed transactions, and data security for businesses. It consists of two products: SphereEx-DBPlusEngine-Driver and SphereEx-DBPlusEngine-Proxy, both of which can be deployed independently and support hybrid deployment. They provide standardized data horizontal scaling, distributed transactions, and distributed governance, and can be applied to a variety of diversified scenarios such as Java, homogeneous/heterogeneous languages, cloud-native, etc.\n\nThe release of SphereEx-DBPlusEngine 1.4.0 provides users with a series of new core features and major updates, further expanding the scope of application scenarios for SphereEx-DBPlusEngine and improving efficiency in practical environments. Choosing SphereEx-DBPlusEngine 1.4.0 can not only provide a more stable, efficient, and secure data governance solution but also offer more professional and complete enterprise-level services, reducing costs while accelerating digital business innovation.\n\n# Free Trial\n\nSphereEx-DBPlusEngine 1.4.0 is now available for free download and trial on the [SphereEx official website](https://www.sphere-ex.com/account/#/login/signIn?redirect=%2Fdownload). We are also an AWS APN technical partner, and every version of SphereEx-DBPlusEngine is packaged and released on AWS Marketplace. AWS users are welcome to find our offerings on [AWS Marketplace](https://aws.amazon.com/marketplace/seller-profile?id=d1a1d3ef-fce8-43d5-a57b-e5b1ec59caf0) to download and experience SphereEx-DBPlusEngine and unlock the convenience and efficiency of cloud-based digital services.","date":"2023-04-03","author":"SphereEx","excerpt":null,"createdAt":"2023-04-04T05:51:34.314Z","updatedAt":"2023-04-04T05:51:36.981Z","publishedAt":"2023-04-04T05:51:36.977Z","locale":"en","newsType":{"data":null},"cover":{"data":null},"localizations":{"data":[]}}}},"latestItem":{"zh":[{"id":133,"attributes":{"feature":false,"title":"云原生数据库技术规范","content":"现在云计算技术的应用范围越来越广，常见的就是大量的数据被存储和处理在云平台上。云原生数据库技术规范旨在为数据提供高可用性、弹性伸缩、自动化管理等特性，以实现更高效、灵活和可靠的数据管理。那么，什么是云原生数据库技术规范？\n\n一、特点\n1、支持水平扩展：能够根据实际需求自动增加或减少节点，实现高度弹性的扩展性。\n2、自动化管理：自动化管理包括数据备份、恢复、监控等，所以能够大大降低对人工操作的依赖性。\n3、较高可用性：通过数据的冗余存储和故障转移机制，保证数据的持续可用。此外，还可以根据实际需求来调整规范内容。\n二、作用\n1、提高效率：能够解决大规模数据存储和处理的挑战，提供高效的数据管理解决方案。\n2、节省空间：可以实现数据的弹性伸缩，根据业务需求自动调整存储容量和计算资源，节省成本并提高效率。\n3、提高稳定性：能够实现高可用性和容错性，保证数据的安全性和稳定性。\n三、实际应用云原生数据库技术规范已经在各个领域得到了广泛的应用。\n1、金融行业：该技术规范可以支持大规模的交易数据存储和处理，提供快速和可靠的交易服务。\n2、物联网领域：该技术规范可以实现海量设备数据的管理和分析，实时监控和控制系统的运行状态。\n3、电商领域：该技术规范能够支持大规模用户数据的存储和分析，提供个性化推荐和营销服务。\n综上所述，云原生数据库技术规范是为了适应云计算环境中大规模数据处理，以及存储需求而制定的一套标准。通过实现高可用性、弹性伸缩和自动化管理等特性，云原生数据库技术规范能够构建灵活高效的数据管理体系，为各行各业的数据管理提供支持。","date":"2024-04-18","author":"思斐","excerpt":"现在云计算技术的应用范围越来越广，常见的就是大量的数据被存储和处理在云平台上。云原生数据库技术规范旨在为数据提供高可用性、弹性伸缩、自动化管理等特性，以实现更高效、灵活和可靠的数据管理。","createdAt":"2024-04-18T01:12:49.805Z","updatedAt":"2024-04-18T01:12:51.465Z","publishedAt":"2024-04-18T01:12:51.462Z","locale":"zh","newsType":{"data":null},"cover":{"data":{"id":521,"attributes":{"name":"001.png","alternativeText":"001.png","caption":"001.png","width":538,"height":322,"formats":{"thumbnail":{"name":"thumbnail_001.png","hash":"thumbnail_001_27abde2173","ext":".png","mime":"image/png","width":245,"height":147,"size":59.62,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_001_27abde2173.png"},"small":{"name":"small_001.png","hash":"small_001_27abde2173","ext":".png","mime":"image/png","width":500,"height":299,"size":192.92,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/small_001_27abde2173.png"}},"hash":"001_27abde2173","ext":".png","mime":"image/png","size":170.34,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/001_27abde2173.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2024-01-09T03:06:49.929Z","updatedAt":"2024-01-09T03:06:49.929Z"}}},"localizations":{"data":[]}}},{"id":132,"attributes":{"feature":false,"title":"网络数据加密","content":"网络数据加密是保护网络通信安全的重要手段，通过对数据进行加密处理，可以有效防止数据被窃取、篡改或篡改。网络数据加密的方式多种多样，主要包括链路加密、节点对节点加密和端对端加密等。这三种网络数据加密的方式具体如下：\n\n1、链路加密\n也称为在线加密，其主要功能是为数据传输提供安全的通信链路，在数据传输之前会对其进行加密，并且在传输过程中，每个节点都会对数据信息进行解密，然后使用密钥再次对数据进行加密然后传输，直到数据到达目的地。因此，在数据传输的过程中，数据将被不断地加密和解密，这确保了数据的极大安全性。\n2、节点对节点加密\n这是一种加密通信方式，通常用于保护通信双方之间的数据传输安全和隐私。在节点对节点加密中，数据在发送方节点加密后通过网络传输到接收方节点，接收方节点再对数据进行解密，实现安全的点对点通信。\n3、端对端加密\n又称脱线加密或包加密，确保消息在发送方和接收方之间进行加密和解密，而不会在中间被第三方截获或查看。这种加密方式保护了通信双方的隐私和数据安全，即使通信的中间环节被攻击或监视，也无法获取消息内容。\n三种加密方式的比较：\n链路加密仅对通信链路中的数据进行加密，而不对网络节点的数据进行加密；节点到节点加密不允许消息以明文形式存在于网络节点中。与链路加密有同样的弱点，即需要公共网络提供商的合作，修改公共网络的交换节点，并添加安全单元或保护设备；端到端加密只有在消息到达目的地后才解密，其缺点是无法隐藏消息的源节点和目的地节点并防止攻击。\n综上所述，不同的加密方式适用于不同的场景。有时为了提高网络通信的安全性和可靠性、保护数据的机密性和完整性，可能会组合使用这些加密方式，而是单一使用。网络数据加密已广泛应用于各种网络通信场景，比如网银行、电商、云计算、物联网等。","date":"2024-04-17","author":"思斐","excerpt":"网络数据加密是保护网络通信安全的重要手段，通过对数据进行加密处理，可以有效防止数据被窃取、篡改或篡改。网络数据加密的方式多种多样，主要包括链路加密、节点对节点加密和端对端加密等。","createdAt":"2024-04-17T00:49:31.617Z","updatedAt":"2024-04-17T00:49:34.758Z","publishedAt":"2024-04-17T00:49:34.756Z","locale":"zh","newsType":{"data":null},"cover":{"data":{"id":515,"attributes":{"name":"image.png","alternativeText":"image.png","caption":"image.png","width":626,"height":325,"formats":{"thumbnail":{"name":"thumbnail_image.png","hash":"thumbnail_image_1e4a479a1a","ext":".png","mime":"image/png","width":245,"height":127,"size":36.85,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_image_1e4a479a1a.png"},"small":{"name":"small_image.png","hash":"small_image_1e4a479a1a","ext":".png","mime":"image/png","width":500,"height":260,"size":136.93,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/small_image_1e4a479a1a.png"}},"hash":"image_1e4a479a1a","ext":".png","mime":"image/png","size":58.91,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/image_1e4a479a1a.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2023-11-20T02:53:48.770Z","updatedAt":"2023-11-20T02:53:48.770Z"}}},"localizations":{"data":[]}}},{"id":131,"attributes":{"feature":false,"title":"生产企业数据服务平台","content":"在现代工业生产中，生产数据的管理和分析对于企业的运营和决策是很重要的。生产企业数据服务平台可通过整合和分析生产数据，可提供更智能化解决方案。这不仅可帮助企业更好地理解生产过程，还提高生产效率并支持业务决策。下面简单介绍该服务平台。\n\n一、特点\n1、多渠道：生产企业数据服务平台能够整合多个数据源，包括生产线设备传感器数据、实时监控数据、产品质量数据等。\n2、分析准：该服务平台能够进行数据的清洗和处理，提供高质量和准确的数据分析结果。\n3、可视化：该服务平台还具备数据可视化的能力，通过图表和报告展现数据分析的结果，便于用户理解和利用。\n二、作用\n通过对生产数据的深入分析，生产企业数据服务平台可以帮助企业了解市场需求、产品趋势等重要信息，为企业提供战略性的决策支持。同时，还可以进行预测分析，帮助企业预测市场变化、产品需求等因素，为企业的规划和创新提供指导。\n三、优势\n1、及时：该服务平台通过实时监控和分析生产数据，可以帮助企业及时发现生产线上的问题和异常，并采取相应的措施，减少生产停机时间和损失。\n2、准确：该服务平台可以分析生产数据中的关联性和趋势，为企业提供更准确的生产计划和调度。\n3、高效：该服务平台可以优化生产过程，提高生产线的效率和质量，降低生产成本。\n综上所述，生产企业数据服务平台是为了满足生产过程中数据管理和分析的需求而开发的一种智能化解决方案。生产企业数据服务平台可以帮助企业更好地管理和分析生产数据。通过提供数据的整合、清洗、处理和可视化等功能，为企业提升生产效率、支持业务决策，并创造更大的价值。","date":"2024-04-16","author":"思斐","excerpt":"在现代工业生产中，生产数据的管理和分析对于企业的运营和决策是很重要的。生产企业数据服务平台可通过整合和分析生产数据，可提供更智能化解决方案。","createdAt":"2024-04-16T02:48:55.968Z","updatedAt":"2024-04-16T02:48:57.633Z","publishedAt":"2024-04-16T02:48:57.629Z","locale":"zh","newsType":{"data":null},"cover":{"data":{"id":514,"attributes":{"name":"企业微信截图_16988346069159.png","alternativeText":"企业微信截图_16988346069159.png","caption":"企业微信截图_16988346069159.png","width":640,"height":383,"formats":{"thumbnail":{"name":"thumbnail_企业微信截图_16988346069159.png","hash":"thumbnail_16988346069159_e1e6745354","ext":".png","mime":"image/png","width":245,"height":147,"size":54.74,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_16988346069159_e1e6745354.png"},"small":{"name":"small_企业微信截图_16988346069159.png","hash":"small_16988346069159_e1e6745354","ext":".png","mime":"image/png","width":500,"height":299,"size":199.82,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/small_16988346069159_e1e6745354.png"}},"hash":"16988346069159_e1e6745354","ext":".png","mime":"image/png","size":110.5,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/16988346069159_e1e6745354.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2023-11-01T10:31:59.862Z","updatedAt":"2023-11-01T10:31:59.862Z"}}},"localizations":{"data":[]}}},{"id":130,"attributes":{"feature":false,"title":"什么是数据库读写分离？","content":" 数据库是业务中非常重要的一部分，也往往是业务发展的瓶颈。高性能数据库通常有两种常用方法，读写分离和分库分表。什么是数据库读写分离？其实就是数据库读写分离是指将数据库的读操作和写操作分别分配到不同的数据库服务器上，在实际应用的优势也很明显。\n\n 数据库读写分离是相对于传统的数据库架构而得来的概念。在传统的数据库架构中，读写操作都集中在同一台数据库服务器上。当访问量增加的时候，负载就会加剧，从而导致系统反应变慢或者崩溃。\n\n 读写分离主要是为了将对数据库的读写操作分散到不同的数据库节点上，从基本原理上说是将数据库读写分散到不同的结点上。在实际使用中，主要是基于主从复制来同步数据，然后采用读写分离来提高数据库的并发负载能力。\n\n 通过数据库读写分离，可以有效分散数据库服务器的负载，提高系统的稳定性和可用性。其作用如下：\n\n 1、提高系统性：因为读和写是分开来操作，此时数据库服务器只需要完成以往的50%的工作。当负担减小时，自然就能提高系统的处理能力和响应速度。\n\n 2、提高系统的稳定性：分散数据库服务器的负载可以降低系统单点故障的风险，提高系统的可用性和稳定性。\n\n 3、提高数据安全性：通过分离读写操作，可以更好地控制数据的访问权限，提高数据的安全性和保密性。\n\n 4、降低成本：通过读写分离，可以充分利用现有的数据库资源，避免因性能瓶颈而不得不升级硬件或增加数据库服务器的情况，从而降低系统维护成本。\n\n 什么是数据库读写分离？其实就是一种有效的数据库优化策略，是现代大型系统架构中常用的技术手段之一。通过将读操作和写操作分开处理，有效提升系统的并发处理能力，从而可有效提升系统性能、稳定性、数据安全性和降低系统维护的成本。","date":"2024-04-11","author":"数据库读写分离","excerpt":"什么是数据库读写分离？其实就是数据库读写分离是指将数据库的读操作和写操作分别分配到不同的数据库服务器上，在实际应用的优势也很明显。","createdAt":"2024-04-11T02:23:17.068Z","updatedAt":"2024-04-11T02:23:18.988Z","publishedAt":"2024-04-11T02:23:18.985Z","locale":"zh","newsType":{"data":null},"cover":{"data":{"id":513,"attributes":{"name":"企业微信截图_16988342686686.png","alternativeText":"企业微信截图_16988342686686.png","caption":"企业微信截图_16988342686686.png","width":469,"height":278,"formats":{"thumbnail":{"name":"thumbnail_企业微信截图_16988342686686.png","hash":"thumbnail_16988342686686_3ead618b94","ext":".png","mime":"image/png","width":245,"height":145,"size":50.61,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_16988342686686_3ead618b94.png"}},"hash":"16988342686686_3ead618b94","ext":".png","mime":"image/png","size":63.16,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/16988342686686_3ead618b94.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2023-11-01T10:25:01.095Z","updatedAt":"2023-11-01T10:25:01.095Z"}}},"localizations":{"data":[]}}}],"en":[{"id":64,"attributes":{"feature":true,"title":"SphereEx-DBPlusEngine 1.4.0 Release: Enhanced Data Governance for Enterprises","content":"SphereEx-DBPlusEngine 1.3.0, released in January, received a lot of attention and feedback from users and customers. To meet their needs and focus on the industry's future development, we developed a release schedule based on feedback and are excited to announce the release of SphereEx-DBPlusEngine 1.4.0. This version includes significant updates that optimize the migration process and enhance security features such as in-process audit, archiving, and DDL consistency.\n\n# New Capabilities Meet Core User Demands\n\n## 1. Archiving: Support for automatic deletion of expired data\n\nArchiving expired data is a common requirement, and SphereEx-DBPlusEngine 1.4.0 now supports the automatic deletion of expired data. By defining a specific time field in the data table, the system can automatically delete data stored in the table that exceeds the specified time. This simple configuration process saves time and improves efficiency while also enhancing security.\n\n## 2. DDL consistency: Support for consistent execution of DDL statements\n\nDDL consistency has always been a problem in a distributed database environment, especially with sharded tables stored in multiple storage nodes. SphereEx-DBPlusEngine 1.4.0 now supports consistent execution of DDL statements, which can be combined with locks to ensure consistency. This guarantees the maximum concurrency of SQL execution and enhances efficiency.\n\n# Optimized Design Makes Products More Stable and Efficient\n\n## 1. Enhanced migration process: Support for migration of multiple tables with one DistSQL task\n\nTraditional data migration processes execute multiple table tasks in parallel to improve efficiency. However, each DistSQL task can only migrate one table, resulting in low efficiency and manual configuration requirements. SphereEx-DBPlusEngine 1.4.0 now supports the migration of multiple tables with one DistSQL task, greatly improving efficiency. Users only need to specify the tables that need to be migrated in the task configuration.\n\n## 2. Enhanced security features: Support for in-process audit\n\nIn the field of database technology, security has always been a significant issue. SphereEx-DBPlusEngine 1.4.0 introduces support for in-process audit, an important security mechanism that audits relevant SQL operations during execution. With built-in algorithms, it can audit relevant data changes and support two audit actions: log alarm and immediate fuse. This feature enhances system security and allows users to audit and trace more effectively.\n\n# About SphereEx-DBPlusEngine\n\nSphereEx-DBPlusEngine is a product based on the open-source kernel ShardingSphere, providing enterprise-level enhanced data services such as data sharding, distributed transactions, and data security for businesses. It consists of two products: SphereEx-DBPlusEngine-Driver and SphereEx-DBPlusEngine-Proxy, both of which can be deployed independently and support hybrid deployment. They provide standardized data horizontal scaling, distributed transactions, and distributed governance, and can be applied to a variety of diversified scenarios such as Java, homogeneous/heterogeneous languages, cloud-native, etc.\n\nThe release of SphereEx-DBPlusEngine 1.4.0 provides users with a series of new core features and major updates, further expanding the scope of application scenarios for SphereEx-DBPlusEngine and improving efficiency in practical environments. Choosing SphereEx-DBPlusEngine 1.4.0 can not only provide a more stable, efficient, and secure data governance solution but also offer more professional and complete enterprise-level services, reducing costs while accelerating digital business innovation.\n\n# Free Trial\n\nSphereEx-DBPlusEngine 1.4.0 is now available for free download and trial on the [SphereEx official website](https://www.sphere-ex.com/account/#/login/signIn?redirect=%2Fdownload). We are also an AWS APN technical partner, and every version of SphereEx-DBPlusEngine is packaged and released on AWS Marketplace. AWS users are welcome to find our offerings on [AWS Marketplace](https://aws.amazon.com/marketplace/seller-profile?id=d1a1d3ef-fce8-43d5-a57b-e5b1ec59caf0) to download and experience SphereEx-DBPlusEngine and unlock the convenience and efficiency of cloud-based digital services.","date":"2023-04-03","author":"SphereEx","excerpt":null,"createdAt":"2023-04-04T05:51:34.314Z","updatedAt":"2023-04-04T05:51:36.981Z","publishedAt":"2023-04-04T05:51:36.977Z","locale":"en","newsType":{"data":null},"cover":{"data":null},"localizations":{"data":[]}}},{"id":63,"attributes":{"feature":true,"title":"SphereEx-DBPlusEngine V1.3.0: Enhanced Functionality for Better Data Governance","content":"SphereEx is excited to announce the release of SphereEx-DBPlusEngine V1.3.0, which comes with significant updates to provide enterprises with enhanced data service capabilities. Here are the key improvements in this release:\n\n- Data migration and horizontal scaling: The new update allows users to implement Proxy-based clustering migration, which enhances the computing and data processing capacity of the cluster. Additionally, DBPlusEngine simplifies the operational steps for data migration, making it easier for users.\n- Data masking: The latest update now features mask rules that deform and blur key data when certain key information queries are made, ensuring the safety of sensitive data.\n- Single table to shard table: The Scaling tool in the new update allows the automatic conversion of a single table to a shard table, simplifying users' operations.\n- Driver log collection and metrics monitoring: The DBPlusEngine-Driver form now has the same capability as DBPlusEngine-Proxy, which allows for the visual display of logs and monitoring metrics collected on the Driver side, improving users' experience in log retrieval and monitoring scenarios.\n- Fuzzy query calculations: The new implementation of like calculations in encrypted scenarios supports fuzzy query calculations.\n- Encrypted/decryption data cleaning File Transfer Protocol: In cases of an interruption/failure during encrypted data cleaning, DBPlusEngine can continue to start the data cleaning task based on File Transfer Protocol.\n\n## SphereEx-DBPlusEngine-Mate: Fully Supporting All DBPlusEngine Capabilities\n\nIn addition to the updates to SphereEx-DBPlusEngine, the DBPlusEngine-Mate has come to the v0.3.0 version, which supports all DBPlusEngine capabilities in cloud environments. This allows users to use DBPlusEngine out of ZooKeeper in a Kubernetes environment to get closer to cloud-native ways of managing DBPlusEngine.\n\nThe DBPlusEngine-Mate is a metadata management tool in cloud-native scenarios that seamlessly integrates governance capabilities such as sharding, encrypted data cleaning, read/write separation, and high availability into the Kubernetes metadata system. This allows users to eliminate dependency on ZooKeeper on the cloud, reducing the cost of machine resources and the burden of operations and maintenance staff.\n\nOther Benefits of the DBPlusEngine-Mate v0.3.0 update:\n\n- Guarantees the integrity of DBPlusEngine functionality.\n- Empowers users to fully use DistSQL in the cloud.\n- Optimizes the user experience on the SRE side.\n- Provides SREs and DBAs with the same operational experience as a cloud-native database.\n\n## Experience SphereEx-DBPlusEngine V1.3.0 Today!\n\n\n\n(SphereEx-DBPlusEngine v1.3.0 Product Library page)\n\nSphereEx-DBPlusEngine V1.3.0 is now available for download on the [SphereEx official website](https://www.sphere-ex.com/account/#/login/signIn?redirect=%2Fdownload). Contact our staff to get a limited-time license and experience all the features of SphereEx-DBPlusEngine v1.3.0 for free. AWS users are welcome to find our offerings on the [AWS Marketplace](https://aws.amazon.com/marketplace/seller-profile?id=d1a1d3ef-fce8-43d5-a57b-e5b1ec59caf0).","date":"2023-02-24","author":"SphereEx","excerpt":null,"createdAt":"2023-04-04T05:47:36.369Z","updatedAt":"2023-04-04T05:47:37.666Z","publishedAt":"2023-04-04T05:47:37.664Z","locale":"en","newsType":{"data":null},"cover":{"data":null},"localizations":{"data":[]}}},{"id":57,"attributes":{"feature":true,"title":"iQiyi goes cloud-native with Apache ShardingSphere & Database Mesh","content":" \n \nIn May of this year, we at [SphereEx](https://www.sphere-ex.com/en/) proposed the [Database Mesh 2.0](https://medium.com/faun/database-mesh-2-0-database-governance-in-a-cloud-native-environment-ac24080349eb) concept. \n[Database Mesh](https://www.database-mesh.io/) is a dynamic concept that is constantly evolving, focusing on database traffic governance and providing sharding, load balancing, observability, and audit capabilities based on database protocol awareness. These capabilities address some of the traffic governance issues. \nFurthermore, Database Mesh emphasizes the development of database reliability engineering (DBRE), providing easier-to-use and superior database governance capability. \n \n[iQiyi](https://www.crunchbase.com/organization/iqiyi) shares our view for the concept and vision of Database Mesh, which is to **achieve high-performance database expansion while tackling data governance issues in the cloud**. \n\niQiyi expanded [ShardingSphere-JDBC](https://shardingsphere.apache.org/document/current/en/overview/#shardingsphere-jdbc) based on its business requirements and conducted a series of tests combined with [Pisanix](https://github.com/database-mesh/pisanix), for the implementation of the Database Mesh concept. \n \n### How did iQiyi prepare to go cloud-native with Database Mesh & ShardingSphere-JDBC?\n\nWith the expansion in the number of features, products & service offerings and the surge in the number of users, enterprises have diversified the number of promotional activities to engage and retain users (flash sales, events, etc.). In successful cases, this led to a huge amount of traffic putting great pressure on their databases. \n\nAs a result, enterprises encounter database issues such as secondary delays and slow queries, with some operations failing to meet business requirements. \nMicroservices and cloud-native bring new possibilities for the business roll-out process and governance. But with more diversified business scenarios and stovepipe data application schemes, data control tends to be isolated. Tech teams face problems such as difficult technology selection, high costs, and complicated management and control.\n \nParticularly, cloud-native architecture is growing mature, and the relationship between business applications and database infrastructure is changing gradually. iQiyi hopes to grasp this new trend and adopt unified management to expand and update databases, thus supporting more businesses and applications migrating to the cloud.\n \nTo meet the requirements for database performance and availability in cloud environments, iQiyi needed to migrate [ShardingSphere](https://shardingsphere.apache.org/)'s local distributed capability to the cloud. To achieve this, iQiyi was looking for a tool that can unify cloud database traffic access in a cloud-native environment and achieve the unified and efficient management of cloud traffic and data.\n \nWhile investigating and testing Pisanix, a Database Mesh solution provided by SphereEx, iQiyi also redeveloped ShardingSphere-JDBC, to meet the requirements for sharding, load balancing, configuration and storage, and security when accessing businesses to database governance platforms.\n \n#### 1. Preparation: iQiyi transforms ShardingSphere-JDBC\n\nCurrently, iQiyi uses a unified config center to store database connection configuration. [KMS technology](https://kms-technology.com/) is used to encrypt database access configuration and ShardingSphere-JDBC is used to implement sharding and load balancing. The complete architecture is shown below.\n \n\n\n \nWhen businesses are connected to the data governance platform, they apply for relevant connection configuration. After they are transformed and the access information is encrypted via KMS, they are stored in the unified configuration storage center. When the application starts, the transformed ShardingSphere-JDBC fetches the configuration and monitors configuration changes to support hot configuration updates.\n \nBefore the transformation, when there was a need to change the configuration, scale-out sharding clusters, upgrade cluster version, or migrate a database to the cloud, it usually required the release of a new version. Also, the DevOps teams had to design complicated procedures such as switchover, rollback, timing selection, grayscale traffic, and data verification, to account for various scenarios.\n \nAfter the transformation, the customized ShardingSphere-JDBC can support sharding cluster scaling or binding changes when adding or modifying table sharding configuration. In the configuration center, you can perform visual operations to modify configurations or bind clusters, and select the configuration of reload timing. When the SDK receives the latest configurations, it starts asynchronous tasks to close the old connection pool and replace the existing one. This facilitates the smooth migration of read/write traffic and greatly simplifies the migration of data governance capabilities to the cloud environment.\n \niQiyi plans to introduce Pisanix-Proxy by accessing Database Mesh, further sinking data governance capability from [SDK](https://en.wikipedia.org/wiki/Software_development_kit) to Sidecar. \n \n#### 2. Data governance capability with Sidecar and building a unified data governance based on Pisanix\n\nIn the traffic access layer, as cloud-native applications move closer to microservices and Serverless, users need to configure complex routing rules, support multiple application-layer protocols, and ensure service access security and the observability of traffic. In response to these requirements, iQiyi used middleware to manage [Redis](https://redis.io/) and [MySQL](https://www.mysql.com/) at the very beginning.\n\n\n \nAdditionally, SmartJedis provided a unified configuration center to support iQiyi's hybrid cloud deployment. In the unified configuration center, configurations in different environments could be dynamically supported. In a non-mesh environment, a direct connection is adopted; while in a mesh environment, RedisProxy in Envoy is used to manage Redis protocol traffic and support hot updates of connection configuration, avoiding downtime after Redis is moved to the cloud. \n \nIn terms of MySQL, iQiyi's R&D team tested Pisanix, the specific implementation of Database Mesh. Written in [Go](https://go.dev/) and [Rust](lhttps://www.rust-lang.org/) for the [Kubernetes](https://kubernetes.io/) environment, Pisanix currently supports [MySQL](https://www.mysql.com/). It includes three components: Pisa-Controller, Pisa-Proxy, and Pisa-Daemon, which provide a local database for users and applications. It supports multi-protocol pluggable architecture, shields the status of real data sources, and provides unified database traffic control capabilities for data DevOps teams.\n\nCurrently, iQiyi still uses ShardingSphere-JDBC to support Java applications. Once Pisanix will be further implemented by iQiyi, the company will implement standardized automatic database maintenance via Pisanix, and achieve the cloud-native orchestration of multiple database governance behaviors by supporting multi-language applications. Based on Database Mesh's standard `CustomResourceDefinition`, such as unified database access declaration configuration and programmable database access resource limitations, iQiyi can rapidly achieve the governance and orchestration of cloud-native databases.\n \n#### 3. iQiyi's plan for Pisanix\n\n**1）Data sharding: achieve high performance on par with ShardingSphere-JDBC in the cloud**\n\nData sharding is an effective way to deal with massive data storage and computing, which is why iQiyi chose Pisanix for cloud-native and non-Java scenarios. Data sharding mainly includes four modules: SQL parser, SQL rewriting, SQL router, and result merger.\n \nTo facilitate the migration of ShardingSphere's powerful local sharding capability to the cloud, Pisanix provides data sharding governance capabilities in the cloud based on the underlying database, allowing users to achieve horizontal scaling computing through Pisanix. At the same time, more custom metrics are available to achieve intelligent, stable, and advanced auto-scaling for Pisa-Proxy.\n \nBased on the Pisa-Controller plane, iQiyi can achieve the management and control of data plane components. Pisa-Proxy can also be combined and deployed in the same Pod with business applications in Sidecar mode to monitor MySQL protocol and obtain the traffic of applications accessing the database. Pisanix also provides iQiyi with a variety of governance capabilities:\n- **SQL traffic governance:** achieve multiple load balancing strategies and current limiting by paring SQL.\n- **Access control:** achieve fine-grained permission control based on the relationship between users and data permission.\n- **SQL firewall:** prevent high-risk SQL from executing.\n- **Observability:** expose various database access metrics such as throughput and latency.\n \nFrom iQiyi's point of view, Pisanix enables the high-performance sharding of both Java and non-Java services in the cloud environment. This achievement lays the foundation for the smooth transition of more businesses.\n \n**2）Read/write splitting: increase database throughput.**\n\nTo improve throughput and availability, many systems adopt a primary-secondary database architecture configuration mode, which is a bit complicated. Therefore, when read requests outnumber write requests, read/write splitting should be used to overcome the performance bottleneck of the database in real-world application scenarios.\n \nRead/write splitting is a widely used technical solution to improve throughput in primary-secondary scenarios, and is capable of improving query performance and reducing server load. It also brings the same problem with data sharding, which makes it more complicated for DevOps teams to operate databases.\n \nCurrently, iQiyi evenly distributes query requests to multiple data copies through the configuration mode of one primary and multi-secondary, which improves the processing capability of the system. This method improves throughput and the availability of the system - even when a database breaks down or a disk is physically damaged, the system can still maintain normal functioning.\n \niQiyi plans to adopt Pisanix's dynamic read/write splitting feature to manage multi-primary and multi-secondary database clusters. After connecting to Pisanix, iQiyi will be able to transparently manage the primary/secondary database with read/write splitting so that users can use the database with the primary/secondary architecture just like a monolithic database.\n \n### Future plan\n\nCurrently, iQiyi has completed its internal transformation for ShardingSphere-JDBC. In the future, it plans to combine Pisanix and ShardingSphere to achieve the unified governance of MySQL. \n\nDriven by the ShardingSphere and Database Mesh communities, Pisanix will continue to develop cloud solutions to meet various usage scenarios, with SphereEx providing reliable technical support for iQiyi and accelerating the transition speed to the cloud. \n \nPisanix is a very young project, which means there are some shortcomings. iQiyi's test shows that Pisanix is limited in its expression support for database and table sharding, and its special configuration for SQL needs to be further improved. \n\nNext, the community will focus on improving Pisanix's online capabilities, including operating status visualization, metrics, circuit breaker degradation strategy, and tracing. \nAdditionally, SQL audit, Pisa-Controller's merge with [Istio](https://istio.io/), and other issues related to compatibility and performance have also been put on the agenda.\n \nIn the coming future, iQiyi will build a MySQL-based unified data access standard and solution based on ShardingSphere-JDBC and Pisanix that is still evolving under the Database Mesh concept. \n\nThrough a unified configuration center and customized Sidecar, iQiyi will gradually make the database access details fully transparent to developers. This way, it can simplify the operating process while enhancing the security of database access, simplifying moving applications moving to the cloud.\n \n----------------------------\nFor more information about Database Mesh and Pisanix, follow the links below:\n[Database Mesh 2.0: Database Governance in a Cloud Native Environment](https://medium.com/faun/database-mesh-2-0-database-governance-in-a-cloud-native-environment-ac24080349eb)\n[Pisanix is Available! An Open Source Database Mesh Solution Launched by SphereEx](https://www.sphere-ex.com/news/43/)\n[ Pisanix GitHub](https://github.com/database-mesh/pisanix)\n","date":"2022-12-16","author":"SphereEx","excerpt":"iQiyi migrates ShardingSphere’s local distributed capability to the cloud with Database Mesh’s Pisanix\n\n","createdAt":"2022-12-15T06:58:49.152Z","updatedAt":"2023-01-16T03:48:29.037Z","publishedAt":"2022-12-16T08:22:35.305Z","locale":"en","newsType":{"data":null},"cover":{"data":{"id":457,"attributes":{"name":"iQiyi & Database Mesh.png","alternativeText":"iQiyi & Database Mesh.png","caption":"iQiyi & Database Mesh.png","width":1800,"height":766,"formats":{"thumbnail":{"name":"thumbnail_iQiyi & Database Mesh.png","hash":"thumbnail_i_Qiyi_and_Database_Mesh_dc1577e484","ext":".png","mime":"image/png","width":245,"height":104,"size":23.87,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/thumbnail_i_Qiyi_and_Database_Mesh_dc1577e484.png"},"large":{"name":"large_iQiyi & Database Mesh.png","hash":"large_i_Qiyi_and_Database_Mesh_dc1577e484","ext":".png","mime":"image/png","width":1000,"height":426,"size":142.16,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/large_i_Qiyi_and_Database_Mesh_dc1577e484.png"},"medium":{"name":"medium_iQiyi & Database Mesh.png","hash":"medium_i_Qiyi_and_Database_Mesh_dc1577e484","ext":".png","mime":"image/png","width":750,"height":319,"size":105.4,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/medium_i_Qiyi_and_Database_Mesh_dc1577e484.png"},"small":{"name":"small_iQiyi & Database Mesh.png","hash":"small_i_Qiyi_and_Database_Mesh_dc1577e484","ext":".png","mime":"image/png","width":500,"height":213,"size":63.66,"path":null,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/small_i_Qiyi_and_Database_Mesh_dc1577e484.png"}},"hash":"i_Qiyi_and_Database_Mesh_dc1577e484","ext":".png","mime":"image/png","size":134.2,"url":"https://sphereex-media-1305704183.cos.ap-beijing.myqcloud.com/i_Qiyi_and_Database_Mesh_dc1577e484.png","previewUrl":null,"provider":"strapi-provider-upload-s3-compat","provider_metadata":null,"createdAt":"2022-12-16T07:14:02.426Z","updatedAt":"2022-12-16T07:14:02.426Z"}}},"localizations":{"data":[]}}},{"id":56,"attributes":{"feature":true,"title":"SphereEx builds a complete enterprise data security ecosystem","content":"Guaranteeing data security is essential, to avoid putting users' personal data at risk of leaks, and avoid damage to enterprises' business security and brand reputation. \n\nAlthough data security cannot generate direct monetary returns, it has become crucial for enterprises. Regulations on data protection have been introduced all over the world, making data security of paramount importance.\n\nFrom an enterprise perspective, the challenges faced in data security can be attributed to both internal and external factors.\n\nEnterprises must speed up building their data security systems since they have a limited amount of time to comply with safety regulations. \n\nLarge enterprises and digital-first companies are typically the focus of regulators when it comes to data security regulation. Additionally, if a company has a presence in the EU for example, it must also adhere to GDPR regulations - making building a data security system of the utmost importance.\n\nHowever, Rome wasn't built in a day. There are many pain points in terms of technology and standards when it comes to data security:\n\n- High business transformation costs: WMS (warehouse management systems) are diversified and large in scale, so application transformation entails high costs. \n\n- High risk during the release phase: there's a high risk when switching applications.\n\n- Switching costs: business switchover is challenging, requiring custom-made strategies.\n\n- Scattered data without unified standards: enterprise data is scattered and without unified authority control.\n\n#### Background\n\n**Data security is positively correlated with business coupling**\n\nAccording to regulations, data related to users' security or commercially sensitive data needs to be encrypted. \n\nHowever, traditional data encryption solutions such as hard disk encryption, file encryption, database TDE encryption, database encryption gateway, and application encryption show a very close positive correlation between their data security and business coupling.\n\n\n\nAs mobile Internet takes over, business adjustments and feature launch frequency are rising, with product features and business scope expanding as well. Enterprises must react rapidly to market demands and sophisticated operating models. \n\nAs a result, traditional stovepipe architecture gradually gave way to microservice architecture - making the \"more secure data leads to more coupled business\" assumption obsolete.\n\nIf we pursue low business coupling, we have to sacrifice a certain degree of data security, which is unacceptable to both the internal requirements of enterprises and external industry standards.\n\n**Business scenarios associated with data encryption**\n\nDepending on specific industry requirements, DevOps teams must maintain a set of encryption and decryption systems for real-world business scenarios. \n\nThe self-maintained encryption system often needs to be rebuilt or modified when the encryption scenario changes. Additionally, for services that have already been launched, it's complicated to transparently and securely implement seamless encryption and transformation without modifying the business logic and SQL.\n\nIn terms of new services, data encryption is required. DevOps teams must achieve data encryption based on encryption requirements since everything is new. Rapid business growth, however, makes it difficult for the original encryption strategy to match the new demands. As a result, large-scale business system transformation is required, causing huge upgrading costs.\n\nFor mature services that are already online and are stored in plain text, when it comes to the the migration and encryption (data cleansing) of the old data and the related business, SQL transformation is required - which is quite complicated. \n\nMoreover, the core business needs to be transformed without impacting the service level. The transformation involves establishing a pre-release environment and coming up with a rollback strategy, which will create significant costs.\n\n### SphereEx-DBPlusEngine: A Comprehensive Data Security Solution\n\nIn response to these issues, SphereEx-DBPlusEngine provides an enterprise cross-platform data security solution for heterogeneous environments requiring zero changes to the original code. \n\nIt also provides online data cleansing, custom algorithms, multiple key management (cloud management is also included), and more, to empower enterprises in coping with various data security requirements.\n\nFollowing the launch of cloud key management, encryption, and online data cleansing features with November's [version 1.2.0 release](https://www.sphere-ex.com/news/50/), SphereEx now completes its data security solution with regulation-compliant testing tools and cryptographic computing in the data flow process, establishing a streamlined enterprise-grade data security system.\n\n---\n\n#### 1. One-Stop Security Compliance\n##### 1.1 Security compliance testing tools\n\nEnterprises must determine which data needs to be encrypted, which comes with its own set of challenges as it is difficult to take into account all the legal and regulatory encryption requirements. \n\nLegal and regulatory encryption requirements are fragmented to say the least, as they vary by location. Nevertheless, enterprises need a tool to quickly determine which data needs to be encrypted.\n\nWith this in mind, we introduced our security compliance testing tools. The tools can examine business data in accordance with national standards and overseas laws and regulations (such as GDPR), and automatically detect the fields in the system that need to be encrypted - reducing negative business impact.\n\n##### 1.2 No-code implementation\n\nWhen it comes to data encryption, enterprises are most concerned about applications being changed. Code changes imply cost, stability, and security concerns as well as many unintended risks.\n\nThe open-source project [ShardingSphere](https://shardingsphere.apache.org) developed a mature no-code implementation capability for data encryption. \n\nThis feature has been enhanced by SphereEx-DBPlusEngine. Enterprises can use SphereEx-DBPlusEngine without changing any application or source code, thus avoiding the business risks caused by code modification. SphereEx-DBPlusEngine enables enterprises to quickly implement data encryption requirements to ensure rapid deployment.\n\n##### 1.3 Key management\n\nAs more businesses are transitioning to the cloud, business data naturally run in cloud environments. However, in a public cloud environment, if enterprises still use the original management method when using SphereEx-DBPlusEngine, hidden dangers in terms of security could manifest:\n\n- Encryption is needed for data storage and use in the cloud, as well as during data transfer.\n\n- The management term of the encryption/decryption key is the entire lifecycle of the data. If the key is lost before the data is destroyed, the data cannot be decrypted.\n\nIn order to address the two issues above, SphereEx-DBPlusEngine offers a cloud-based key management approach by abstracting key management as a standard SPI for cloud vendors like [AWS](https://aws.amazon.com/) and [Alibaba Cloud](https://www.alibabacloud.com/).\n\n\n\nTake AWS as an example. When the program initializes the encryption algorithm, it connects to AWS to retrieve the relevant key stored there and then stores the key in the algorithm. \n\nThe entire data encryption process doesn't include any network communication with the cloud, preventing data flow caused by interaction and fundamentally ensuring key security.\n\nBy offering a cloud-based key management solution, SphereEx provides enterprises with incredibly high key management flexibility and improves the convenience and security of the entire encryption system. \n\nIt can also seamlessly interface with each cloud's key management features to offer the best protection. Moreover, SphereEx-DBPlusEngine supports a number of key management methods to interface with cloud-based, public, and private key management.\n\n##### 1.4 Encrypted data cleansing, backwashing, and rewashing\nWhen enterprises need to migrate new services, they often need to encrypt a large amount of new business data to comply with regulations and internal compliance requirements in terms of data security. A traditional encryption method would not only increase the workload but also delay the entire migration process, affecting the business deployment process.\n\nCurrently, DBPlusEngine already provides an encryption solution. For new tables and services, we can directly configure them using encryption rules; but for existing data tables, the plaintext fields in these tables should be cleaned and converted to encrypted content.\n\n\n\nThe data cleansing job is triggered by [DistSQL](https://shardingsphere.apache.org/document/5.1.0/en/concepts/distsql/). Once the program receives the request, it will create a data cleansing job according to the current data cleansing rule and encryption rule. \n\nThe job is divided into two sections: the query and update tasks:\n\n- The query task is responsible for querying the user's table data and retrieving the plaintext fields that need to be encrypted and then pushing them to the channel. \n\n- The update task obtains the data from the channel, encrypts it, and updates it. \n\nThe whole task creation and execution process interacts with the governance center, allowing users to query its progress or clean up the job through DistSQL.\n\nFurthermore, in an OLAP scenario, DevOps teams cannot analyze the encrypted data, while the business must maintain the encrypted state. \n\nIn this context, the decrypt() function can be used to obtain the plaintext data directly without having to backwash the data, allowing your teams to analyze the ciphertext data and obtain the data value.\n\nSphereEx-DBPlusEngine also supports backwashing and rewashing in the following two scenarios:\n- **Backwashing for business data rollback**\n\nIf some data does not need to be encrypted once the business goes online, or when data masking is performed on data that has been encrypted in large batches, it is necessary to backwash the encrypted data and uniformly convert it to plaintext again.\n\n- **Rewashing for key replacement**\n\nIf the key needs to be changed on a regular basis or at a critical point to ensure long-term data security, it is necessary to backwash the encrypted data, convert it to plaintext, and re-encrypt the data using the new encryption method.\n\n#### 2. Compatibility & Flexibility\n##### 2.1 Flexible encryption algorithm\nSphereEx-DBPlusEngine supports complete data lifecycle security management, with particular attention to the encryption capability for data storage security. It is possible to store and access encrypted data without modifying the application side by implementing data encryption on the client.\n\nSphereEx-DBPlusEngine provides customization capabilities in terms of key management methods and support for [IDEA](https://en.wikipedia.org/wiki/International_Data_Encryption_Algorithm) and other encryption algorithms to meet the wide range of data encryption needs.\n\nTo further increase the efficiency of encrypted storage and computing, SphereEx-DBPlusEngine can work with security hardware for complete and high-performance encryption. It can also provide standard security equipment with integrated hardware and software, further lowering the user's threshold.\n\n##### 2.2 Fine-grained encryption capability\nSphereEx-DBPlusEngine supports multi-dimensional and fine-grained data encryption capability, which can implement data encryption at the row and column levels, and then support data encryption at both the user and tenant levels. \n\nAccording to encryption granularity, different encryption algorithms and key management can be flexibly configured to achieve accurate and adaptable data security protection.\n\n##### 2.3 Suitable for private, public, and hybrid cloud environments deployment\n\nTo increase data security, many enterprises distribute all their data across various environments. This is especially true for industries or application scenarios that have strict requirements for data security. They often need to take into account their diverse deployment environments and complex data security environments.\n\nSphereEx-DBPlusEngine can be flexibly deployed in private, public, and hybrid cloud environments to meet various users' needs. Its key management, compliance detection, data cleansing, fine-grained encryption, encryption algorithm adaptation and other capabilities fully satisfy users' needs for data security in hybrid environments, while shielding the differences created by different underlying environments and ensuring a consistent user experience.\n\n### About SphereEx-DBPlusEngine\n\nSphereEx-DBPlusEngine, a database enhancement engine, adopts a pluggable architecture with functional modularity. In addition to data storage, it also provides data sharding, distributed transactions, data security, and other database application architecture enhancement capabilities.\n\nIn November, SphereEx-DBPlusEngine's version [V1.2.0](https://www.sphere-ex.com/news/50/) was released, adding cloud-based key management and data cleansing capabilities for data security. \n\nIt provides enterprises with comprehensive and powerful compliance testing tools, cloud-based key management, encryption and decryption, and cryptographic computing capabilities, further enhancing the data security protection capability of SphereEx-DBPlusEngine.\n\nTo find out more or request a free trial for DBPlusEngine, you can sign up on our website [here](https://www.sphere-ex.com/account/#/login/signIn?redirect=%2F).\n\nAlternatively, if you are an AWS user, you can learn more about our offering on AWS Marketplace [here](https://aws.amazon.com/marketplace/seller-profile?id=d1a1d3ef-fce8-43d5-a57b-e5b1ec59caf0).\n\n\n","date":"2022-12-07","author":"SphereEx","excerpt":"SphereEx-DBPlusEngine provides an enterprise cross-platform data security solution for heterogeneous environments requiring zero changes to the original 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