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数据湖格式对比：Iceberg/Delta/Hudi与演进策略

对比三种主流数据湖表格式的事务/元数据与更新能力，制定演进策略以支撑批流一体与服务化查询。

数据湖表格式选型：Apache Iceberg与Delta Lake

对比两大数据湖表格式的核心机制与适配场景，帮助在批/流一体与治理要求下做正确选型。

Recovered Channel 1273 2026年02月13日 0 点赞 0 评论 1 浏览

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基本文件流程错误 SQL 调试

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/www/wwwroot/yebinbing/thinkphp/library/think/Template.php ( 44.92 KB )
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/www/wwwroot/yebinbing/addons/cms/config.php ( 28.14 KB )
/www/wwwroot/yebinbing/application/common/behavior/Common.php ( 3.02 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/Lang.php ( 7.42 KB )
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/www/wwwroot/yebinbing/application/route.php ( 1.08 KB )
/www/wwwroot/yebinbing/vendor/fastadminnet/fastadmin-addons/src/addons/Route.php ( 3.35 KB )
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/www/wwwroot/yebinbing/thinkphp/library/think/Cookie.php ( 8.17 KB )
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/www/wwwroot/yebinbing/thinkphp/library/think/db/Builder.php ( 31.81 KB )
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/www/wwwroot/yebinbing/addons/cms/model/SpiderLog.php ( 1.75 KB )
/www/wwwroot/yebinbing/runtime/temp/05ad971c5e9f6dee99fcd3c17cb56f15.php ( 24.01 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/Session.php ( 10.86 KB )
/www/wwwroot/yebinbing/addons/cms/model/Fields.php ( 3.46 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/Response.php ( 8.28 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/debug/Html.php ( 4.17 KB )

[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.000068s ]
[ CACHE ] INIT File
[ BEHAVIOR ] Run \addons\cms\Cms @app_init [ RunTime:0.009702s ]
[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.009834s ]
[ BEHAVIOR ] Run app\common\behavior\Common @app_init [ RunTime:0.001650s ]
[ LANG ] /www/wwwroot/yebinbing/thinkphp/lang/zh-cn.php
[ BEHAVIOR ] Run app\common\behavior\Common @app_dispatch [ RunTime:0.000217s ]
[ ROUTE ] array ( 'type' => 'method', 'method' => array ( 0 => '\\think\\addons\\Route', 1 => 'execute', ), 'var' => array ( 'addon' => 'cms', 'controller' => 'tag', 'action' => 'index', ), )
[ HEADER ] array ( 'cf-visitor' => '{"scheme":"https"}', 'cf-ipcountry' => 'US', 'cf-connecting-ip' => '216.73.216.35', 'cdn-loop' => 'cloudflare; loops=1', 'cf-ray' => '9ce6fa4a6ede3334-CMH', 'accept-encoding' => 'gzip, br', 'cookie' => 'PHPSESSID=1mdc5j2ut4hr6kdpj71gr7eeng', 'accept' => '*/*', 'user-agent' => 'Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])', 'connection' => 'close', 'remote-host' => '104.23.243.9', 'x-forwarded-port' => '80', 'x-forwarded-host' => 'www.ybb.press', 'x-forwarded-proto' => 'http', 'x-forwarded-for' => '216.73.216.35, 104.23.243.9', 'x-real-port' => '10602', 'x-real-ip' => '104.23.243.9', 'host' => 'ybb.ybb.press', 'content-length' => '', 'content-type' => '', )
[ PARAM ] array ( 'diyname' => '"ACID"', )
[ RUN ] think\addons\Route->execute[ /www/wwwroot/yebinbing/vendor/fastadminnet/fastadmin-addons/src/addons/Route.php ]
[ LANG ] /www/wwwroot/yebinbing/public/../application/common/lang/zh-cn/addon.php
[ BEHAVIOR ] Run app\common\behavior\Common @addon_begin [ RunTime:0.004890s ]
[ LANG ] /www/wwwroot/yebinbing/addons/cms/lang/zh-cn.php
[ DB ] INIT mysql
[ VIEW ] /www/wwwroot/yebinbing/addons/cms/view/default/tag.html [ array ( 0 => 'config', 1 => 'user', 2 => 'site', 3 => '__CHANNEL__', 4 => 'isWechat', 5 => '__FILTERLIST__', 6 => '__ORDERLIST__', 7 => '__TAG__', 8 => '__TAGS__', 9 => '__PAGELIST__', ) ]
[ SESSION ] INIT array ( 'id' => '', 'var_session_id' => '', 'prefix' => 'think', 'type' => '', 'auto_start' => true, )
[ BEHAVIOR ] Run \addons\cms\Cms @view_filter [ RunTime:0.000457s ]

0.855761s

"acid" 首页 &quot;acid&quot;

列表 默认 浏览次数 发布日期

数据湖格式对比：Iceberg/Delta/Hudi与演进策略

数据湖表格式选型：Apache Iceberg与Delta Lake

"acid"

首页

"acid"

列表

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发布日期