数据湖(Data Lake)是时下大数据行业热门的概念:https://en.wikipedia.org/wiki/Data_lake。基于数据湖作分析,能够不用作任何ETL、数据搬迁等前置过程,实现跨各类异构数据源进行大数据关联分析,从而极大的节省成本和提高用户体验。html
阿里云数据湖分析产品Data Lake Analytics(简称DLA):https://www.aliyun.com/product/datalakeanalytics
产品文档:https://help.aliyun.com/product/70174.htmlmysql
下图是DLA的简易架构(MPP计算引擎+存储计算分离+弹性高可用+异构数据集源等):sql
目前DLA是以MySQL协议方式对外提供服务,用户须要经过JDBC链接,连到DLA服务。DLA内部的帐号和密码是独立自建的(与RAM不一样),对应的帐号和密码信息,在用户开通DLA服务时以站内信、邮件、短信等方式通知您。数据库
可能您会疑惑,为何DLA不是以RAM或AK帐号作认证和受权,而须要自建帐号。在这里,作一些简单的介绍:后端
目前DLA帐号体系与RAM帐号体系的关系:安全
a)开通服务并初始化服务微信
找到服务:架构
购买:测试
开通完成,点击进入控制台:大数据
为不一样的Region初始化服务:
初始化完成,获得一个Root帐号:
从新回到主页:https://openanalytics.console.aliyun.com/overview,设置服务访问点:
配置服务访问点
b)链接数据库并经过认证
链接DLA服务,并进入服务
##链接DLA服务,帐号和密码都在您的收件箱内,服务访问点则在服务页面 [root]# mysql -u<您的dla用户名> -p<您的dla密码> -h<您的dla服务访问点> -P10000 ## 进入DLA服务,开始测试之旅 mysql> show databases; Empty set (0.09 sec)
到此,咱们已经完成了服务开经过程,并认证和链接成功。
c)建立子帐号,并链接数据库
链接DLA服务,并进入服务,也能正常工做了:
DLA中有两层权限验证机制,确保您的数据被安全访问:
a)DLA层校验原理
DLA是根据用户操做对象的范围“从大到小”验证的,从Global级(全局权限),到Schema级,再到Table级,最后到Column级(目前不支持)一层层验证权限。任何一层有权限校验成功,到最后一层也没权限时校验失败:
b)DLA层受权方法
基本上参考了MySQL的Grant/Revoke/Show Grants语法来实现:
##grant相关 GRANT {SELECT | SHOW | ALTER | DROP | CREATE | INSERT | UPDATE | DELETE | GRANT OPTION | ALL | ALL PRIVILEGES | USAGE } ON {* | *.* | xxDb.* | xxDb.yyTable | yyTable } TO { oa_1234546 | 'oa_123456' | 'oa_123456'@'1.2.3.4'} [with grant option] ##revoke相关 REVOKE {SELECT | SHOW | ALTER | DROP | CREATE | INSERT | UPDATE | DELETE |GRANT OPTION | ALL | ALL PRIVILEGES | USAGE} ON {* | *.* | xxDb.* | xxDb.yyTable | yyTable } FROM { oa_1234546 | 'oa_123456' | 'oa_123456'@'1.2.3.4'} ##show grants相关 SHOW GRANTS [for [ current_user | current_user() | oa_123456 | 'oa_123456' | 'oa_123456'@'localhost'] ]
相关关键信息说明:
受权人:
privilege列表:
ResourceType中:
被受权用户定义:
只有相同云帐号下的Root用户才能为别人show grants;
不能跨不一样uid执行show grant
必须有show权限和grant权限才能执行show grants,或者为本人执行;
SHOW GRANTS FOR 'jeffrey'@'localhost':目前不支持ip地址;
c)DLA与RAM间权限映射
由于DLA中的子帐号与RAM中的子帐号并非一一对应,于是RAM中资源的权限和DLA中库表的权限也不是天然映射的,而是须要在DLA中以特殊定义的方式来作资源的映射和权限的隔离。
目前DLA中受权单位是Schema级别的,也就意味着若是Root帐号给某个User帐号受权了一个库的权限,那这个User帐号可以访问这个库下全部的表,也就意味着可以访问该库映射到RAM上全部的资源,这些访问并不受RAM的子帐号权限控制。
好比,咱们看一个典型的建库语句(假设用户已经能够在DLA中建立相关的库):
CREATE DATABASE db_name with dbproperties ( CATALOG = 'ots', LOCATION = 'https://test-hangzhou.ots.aliyuncs.com', INSTANCE = 'test' )
若是Root帐号给某个User帐后执行Grant操做后,该User帐号就能够访问这个库:
grant all on db_name.* to xxx_s1519122757;
上述过程都假设云帐号的系统角色受权已经完成,下一节咱们介绍首先如何完成系统角色受权,从而容许DLA访问你在其余云产品中的数据。
d)系统角色受权
系统角色受权是指:用户给DLA受权,容许DLA访问用户相关云服务里的数据,从而实现DLA关联分析用户数据的目标,或者经过DLA实现ETL,将数据回流到用户的库。具体过程能够参考:https://help.aliyun.com/document_detail/53478.html
e)跨帐号访问
DLA支持跨帐号,容许A用户在DLA上,链接B用户的OSS上的数据进行分析计算,不过这须要作一些操做,后续文档会以图形化的方式来介绍和引导用户:
a)准备TableStore的库表
咱们来到OTS的首页,https://ots.console.aliyun.com/index,建立但愿DLA作分析的库和表:
库建完后,去建表
插入一行数据
b)开通TableStore给DLA的云服务角色受权
关于访问控制和角色受权等信息,请参考:https://help.aliyun.com/product/28625.html
回到DLA主页:https://openanalytics.console.aliyun.com/overview
点击赞成受权:
受权完成以后的状态:
查看角色受权已经成功:
c)在DLA中建立库和表,关联TableStore库和表
咱们从新回到DLA Root帐号(oa_xxx),经过JDBC协议链接到DLA(帐号信息、DLA访问点、JDBC链接方式,请参考前面文档)
╰─○ mysql -u<您的DLA Root帐号> -p<您的DLA Root帐号的密码> -h<您的DLA-jdbc访问点> -P10000 mysql: [Warning] Using a password on the command line interface can be insecure. Welcome to the MySQL monitor. Commands end with ; or \g. Your MySQL connection id is 194631 Server version: 5.6.40-log Source distribution Copyright (c) 2000, 2018, Oracle and/or its affiliates. All rights reserved. Oracle is a registered trademark of Oracle Corporation and/or its affiliates. Other names may be trademarks of their respective owners. Type 'help;' or '\h' for help. Type '\c' to clear the current input statement. mysql>
开始建立库,去关联TableStore中的实例:
mysql> select user(); +----------------+ | user() | +----------------+ | oa_xxxxxxxxxxx | +----------------+ 1 row in set (0.08 sec) mysql> show databases; Empty set (0.02 sec) mysql> create database ots_account_test with dbproperties( catalog = 'ots', location = 'https://account-test.cn-shanghai.ots-internal.aliyuncs.com', instance = 'account-test' ) comment 'test account and privileges'; Query OK, 0 rows affected (0.10 sec) mysql> show databases; +------------------+ | Database | +------------------+ | ots_account_test | +------------------+ 1 row in set (0.01 sec) mysql> show create database ots_account_test; +------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Database | Create Database | +------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | ots_account_test | CREATE DATABASE `ots_account_test` WITH DBPROPERTIES ( catalog = 'ots', location = 'https://account-test.cn-shanghai.ots-internal.aliyuncs.com', instance = 'account-test' ) COMMENT 'test account and privileges' | +------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ 1 row in set (0.03 sec)
开始建立表,去关联TableStore中的表,并查询数据(结果与OTS中的结果一致):
mysql> use ots_account_test; Database changed mysql> show tables; Empty set (0.03 sec) mysql> create external table account_test ( -> pk1 int not null primary key, -> name varchar(20) -> ); Query OK, 0 rows affected (0.15 sec) mysql> show create table account_test; +--------------+-----------------------------------------------------------------------------------------------------------------------------------------------+ | Table | Create Table | +--------------+-----------------------------------------------------------------------------------------------------------------------------------------------+ | account_test | CREATE EXTERNAL TABLE `account_test` ( `pk1` int NOT NULL COMMENT '', `name` varchar(20) NULL COMMENT '', PRIMARY KEY (`pk1`) ) COMMENT '' | +--------------+-----------------------------------------------------------------------------------------------------------------------------------------------+ 1 row in set (0.04 sec) mysql> select * from account_test; +------+--------------+ | pk1 | name | +------+--------------+ | 123 | account-test | +------+--------------+ 1 row in set (1.61 sec)
至此,咱们已经成功完成了数据关联并实现数据查询的过程!!
d)把库和表受权给子帐号来访问
上诉都是Root帐号在操做,从前面的分析可知,Root帐号是能够操做对应云帐号全部的云资源的,可是DLA的User帐号却不行,必须经过Root帐号给User帐号Grant权限,DLA才能容许某个User帐号访问对应的库和表:
切换到User帐号/子帐号链接页面,此时看不到任何库表:
mysql> select user(); +------------------------+ | user() | +------------------------+ | test_sxxxxxxxxxxxxxxxx | +------------------------+ 1 row in set (0.14 sec) mysql> show databases; Empty set (0.02 sec) mysql> show grants ; +------------------------------------------------+ | Grants for test_sxxxxxxxxxxxxxxxx | +------------------------------------------------+ | GRANT USAGE ON *.* TO 'test_sxxxxxxxxxxxxxxxx' | +------------------------------------------------+ 1 row in set (0.03 sec)
切换Root帐号链接页面,咱们给前面的帐号受权:
mysql> select user(); +------------------------+ | user() | +------------------------+ | oa_xxxxxxxxxxx | +------------------------+ 1 row in set (0.14 sec) mysql> show grants for test_sxxxxxxxxxxxxxxxx; +---------------------------------------------------------------+ | Grants for test_sxxxxxxxxxxxxxxxx | +---------------------------------------------------------------+ | GRANT USAGE ON *.* TO 'test_sxxxxxxxxxxxxxxxx' | +---------------------------------------------------------------+ 1 rows in set (0.02 sec) mysql> grant all on ots_account_test.* to test_sxxxxxxxxxxxxxxxx; Query OK, 0 rows affected (0.05 sec) mysql> show grants for test_sxxxxxxxxxxxxxxxx; +---------------------------------------------------------------+ | Grants for test_sxxxxxxxxxxxxxxxx | +---------------------------------------------------------------+ | GRANT USAGE ON *.* TO 'test_sxxxxxxxxxxxxxxxx' | | GRANT ALL ON `ots_account_test`.* TO 'test_sxxxxxxxxxxxxxxxx' | +---------------------------------------------------------------+ 2 rows in set (0.03 sec)
切换User帐号链接页面,从新查询看看,已经有权限了,而且能够读取数据:
mysql> select user(); +------------------------+ | user() | +------------------------+ | test_sxxxxxxxxxxxxxxxx | +------------------------+ 1 row in set (0.14 sec) mysql> show grants ; +---------------------------------------------------------------+ | Grants for test_sxxxxxxxxxxxxxxxx | +---------------------------------------------------------------+ | GRANT USAGE ON *.* TO 'test_sxxxxxxxxxxxxxxxx' | | GRANT ALL ON `ots_account_test`.* TO 'test_sxxxxxxxxxxxxxxxx' | +---------------------------------------------------------------+ 2 rows in set (0.02 sec) mysql> show databases; +------------------+ | Database | +------------------+ | ots_account_test | +------------------+ 1 row in set (0.02 sec) mysql> select * from ots_account_test.account_test; +------+--------------+ | pk1 | name | +------+--------------+ | 123 | account-test | +------+--------------+ 1 row in set (0.43 sec)
至此,子帐号受权访问就能够了!
e)支持跨帐号访问
通常状况,用户大部分使用DLA的场景是,云帐号A使用DLA访问云帐号A在其余云产品中的数据,从前面的分析能够知道,只要用户在DLA的console上选择具体的数据源(好比TableStore)给DLA作系统角色受权以后,就能够打通数据源,建立库表和查询数据了。
可是,还有一种场景是:云帐号A使用DLA来访问云帐号B在其余云产品(如下以TableStore)中的数据,这须要专门的角色受权才能正常运行:
假设上述测试帐号对应的云帐号为A,下面就以TableStore和另外一个云帐号B(DLA另外一个真实的测试云帐号)做为案例,演示B帐号给A帐号针对TableStore中某个instance作跨帐号受权,而且A在DLA中完成查询的过程。
首先,须要到B帐号内,在"访问控制(https://ram.console.aliyun.com)"中建立一个跨帐号受权的角色:
选择一个“服务角色”,选择一个合适的模板,快速建立:
从新回到角色管理页面,找到这个角色作修改(修改为支持DLA的模板):
跨帐号的角色建立和修改完成,开始作“角色受权策略”的配置,这里咱们以TableStore为例,其余数据源相似:
跨帐号角色定义,以及角色受权都操做完成,咱们开始进入DLA的实际测试,首先查看云帐号B的TableStore中的instance和table的状况:
从新使用云帐号A的DLA Root帐号,经过MySQL-cli链接到DLA,而后链接和访问云帐号B的数据:
mysql> select user(); +----------------+ | user() | +----------------+ | oa_xxxxxxxxxxx | +----------------+ 1 row in set (0.06 sec) mysql> show databases; +------------------+ | Database | +------------------+ | ots_account_test | +------------------+ 1 row in set (0.24 sec) mysql> create database ots_cross_account_test with dbproperties( catalog = 'ots', location = 'https://test-sh.cn-shanghai.ots-internal.aliyuncs.com', --云帐号B的TableStore instance instance = 'test-sh', cross_account_accessing_arn= 'acs:ram::1013xxxxxx:role/test-cross-account-accessing-role' --云帐号B为云帐号A@云服务DLA的跨帐号角色受权时的Arn信息 ); Query OK, 0 rows affected (0.14 sec) mysql> show databases ; +------------------------+ | Database | +------------------------+ | ots_account_test | | ots_cross_account_test | +------------------------+ 2 rows in set (0.18 sec) mysql> show create database ots_cross_account_test; +------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Database | Create Database | +------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | ots_cross_account_test | CREATE DATABASE `ots_cross_account_test` WITH DBPROPERTIES ( catalog = 'ots', location = 'https://test-sh.cn-shanghai.ots-internal.aliyuncs.com', instance = 'test-sh', cross_account_accessing_arn = 'acs:ram::1013xxxxxx:role/test-cross-account-accessing-role' ) COMMENT '' | +------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ 1 row in set (0.19 sec) mysql> use ots_cross_account_test; Database changed mysql> show tables; Empty set (0.19 sec) mysql> create external table test_table1 ( id1 int not null primary key, col1 int ); Query OK, 0 rows affected (0.31 sec) mysql> show tables; +-------------+ | Table_Name | +-------------+ | test_table1 | +-------------+ 1 row in set (0.20 sec) mysql> show create table test_table1; +-------------+--------------------------------------------------------------------------------------------------------------------------------------+ | Table | Create Table | +-------------+--------------------------------------------------------------------------------------------------------------------------------------+ | test_table1 | CREATE EXTERNAL TABLE `test_table1` ( `id1` int NOT NULL COMMENT '', `col1` int NULL COMMENT '', PRIMARY KEY (`id1`) ) COMMENT '' | +-------------+--------------------------------------------------------------------------------------------------------------------------------------+ 1 row in set (0.20 sec) mysql> select * from test_table1; +--------+------+ | id1 | col1 | +--------+------+ | 0 | -111 | | 111111 | 111 | +--------+------+ 2 rows in set (1.29 sec)
顺便提醒一下,普通的建库流程中是不须要cross_account_accessing_arn
参数的,意味着默认是云帐号本身给本身开通了DLA访问云服务的权限,而有了cross_account_accessing_arn
参数,就表示跨帐号服务的开启,这个DLA中的库以及库下面的表,都有了跨帐号访问的权限!!
到这里,咱们跨帐号访问的全过程就完成啦!!若是你但愿链接OSS等云服务,你也能够按照上述流程操做一遍!!
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