{"id":11699,"date":"2018-09-13T15:01:25","date_gmt":"2018-09-13T13:01:25","guid":{"rendered":"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/"},"modified":"2023-07-20T08:36:55","modified_gmt":"2023-07-20T06:36:55","slug":"masking-data-with-postgresql","status":"publish","type":"post","link":"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/","title":{"rendered":"Masking Data With PostgreSQL"},"content":{"rendered":"<p><strong>By Mouhamadou Diaw<\/strong><\/p>\n<p>I was searching a tool for anonymizing data in a PostgreSQL database and I have tested the extension <a href=\"https:\/\/pgxn.org\/dist\/postgresql_anonymizer\/0.0.3\/\" target=\"_blank\" rel=\"noopener\">pg_anonymizer<\/a>.<br \/>\nPostgreSQL_anonymizer is a set of SQL functions that remove personally identifiable values from a PostgreSQL table and replace them with random-but-plausible values. The goal is to avoid any identification from the data record while remaining suitable for testing, data analysis and data processing.<br \/>\nIn this blog I am showing how this extension can be used. I am using a PostgreSQL 10 database.<br \/>\nThe first step is to install the extension pg_anonymizer. In my case I did it with with pgxn client<\/p>\n<div>\n<div id=\"highlighter_123309\" class=\"syntaxhighlighter  bash\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<div class=\"line number3 index2 alt2\">3<\/div>\n<div class=\"line number4 index3 alt1\">4<\/div>\n<div class=\"line number5 index4 alt2\">5<\/div>\n<div class=\"line number6 index5 alt1\">6<\/div>\n<div class=\"line number7 index6 alt2\">7<\/div>\n<div class=\"line number8 index7 alt1\">8<\/div>\n<div class=\"line number9 index8 alt2\">9<\/div>\n<div class=\"line number10 index9 alt1\">10<\/div>\n<div class=\"line number11 index10 alt2\">11<\/div>\n<div class=\"line number12 index11 alt1\">12<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"bash plain\">[postgres@pgserver2 ~]$ pgxn <\/code><code class=\"bash functions\">install<\/code> <code class=\"bash plain\">postgresql_anonymizer --pg_config <\/code><code class=\"bash plain\">\/u01\/app\/postgres\/product\/10\/db_1\/bin\/pg_config<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"bash plain\">INFO: best version: postgresql_anonymizer 0.0.3<\/code><\/div>\n<div class=\"line number3 index2 alt2\"><code class=\"bash plain\">INFO: saving <\/code><code class=\"bash plain\">\/tmp\/tmpVf3psT\/postgresql_anonymizer-0<\/code><code class=\"bash plain\">.0.3.zip<\/code><\/div>\n<div class=\"line number4 index3 alt1\"><code class=\"bash plain\">INFO: unpacking: <\/code><code class=\"bash plain\">\/tmp\/tmpVf3psT\/postgresql_anonymizer-0<\/code><code class=\"bash plain\">.0.3.zip<\/code><\/div>\n<div class=\"line number5 index4 alt2\"><code class=\"bash plain\">INFO: building extension<\/code><\/div>\n<div class=\"line number6 index5 alt1\"><code class=\"bash plain\">gmake: Nothing to be <\/code><code class=\"bash keyword\">done<\/code> <code class=\"bash keyword\">for<\/code> <code class=\"bash plain\">`all'.<\/code><\/div>\n<div class=\"line number7 index6 alt2\"><code class=\"bash plain\">INFO: installing extension<\/code><\/div>\n<div class=\"line number8 index7 alt1\"><code class=\"bash plain\">\/usr\/bin\/mkdir<\/code> <code class=\"bash plain\">-p <\/code><code class=\"bash string\">'\/u01\/app\/postgres\/product\/10\/db_1\/share\/extension'<\/code><\/div>\n<div class=\"line number9 index8 alt2\"><code class=\"bash plain\">\/usr\/bin\/mkdir<\/code> <code class=\"bash plain\">-p <\/code><code class=\"bash string\">'\/u01\/app\/postgres\/product\/10\/db_1\/share\/extension\/anon'<\/code><\/div>\n<div class=\"line number10 index9 alt1\"><code class=\"bash plain\">\/usr\/bin\/install<\/code> <code class=\"bash plain\">-c -m 644 .<\/code><code class=\"bash plain\">\/\/anon<\/code><code class=\"bash plain\">.control <\/code><code class=\"bash string\">'\/u01\/app\/postgres\/product\/10\/db_1\/share\/extension\/'<\/code><\/div>\n<div class=\"line number11 index10 alt2\"><code class=\"bash plain\">\/usr\/bin\/install<\/code> <code class=\"bash plain\">-c -m 644 .<\/code><code class=\"bash plain\">\/\/anon\/anon--0<\/code><code class=\"bash plain\">.0.3.sql\u00a0 <\/code><code class=\"bash string\">'\/u01\/app\/postgres\/product\/10\/db_1\/share\/extension\/anon\/'<\/code><\/div>\n<div class=\"line number12 index11 alt1\"><code class=\"bash plain\">[postgres@pgserver2 ~]$<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>We can then verify that under \/u01\/app\/postgres\/product\/10\/db_1\/share\/extension we have a file anon.control and a directory named anon<\/p>\n<div>\n<div id=\"highlighter_829422\" class=\"syntaxhighlighter  bash\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<div class=\"line number3 index2 alt2\">3<\/div>\n<div class=\"line number4 index3 alt1\">4<\/div>\n<div class=\"line number5 index4 alt2\">5<\/div>\n<div class=\"line number6 index5 alt1\">6<\/div>\n<div class=\"line number7 index6 alt2\">7<\/div>\n<div class=\"line number8 index7 alt1\">8<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"bash plain\">[postgres@pgserver2 extension]$ <\/code><code class=\"bash functions\">ls<\/code> <code class=\"bash plain\">-ltra anon*<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"bash plain\">-rw-r--r--. 1 postgres postgres 167 Sep 13 10:54 anon.control<\/code><\/div>\n<div class=\"line number3 index2 alt2\"><\/div>\n<div class=\"line number4 index3 alt1\"><code class=\"bash plain\">anon:<\/code><\/div>\n<div class=\"line number5 index4 alt2\"><code class=\"bash plain\">total 18552<\/code><\/div>\n<div class=\"line number6 index5 alt1\"><code class=\"bash plain\">drwxrwxr-x. 3 postgres postgres\u00a0\u00a0\u00a0 12288 Sep 13 10:54 ..<\/code><\/div>\n<div class=\"line number7 index6 alt2\"><code class=\"bash plain\">drwxrwxr-x. 2 postgres postgres\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 28 Sep 13 10:54 .<\/code><\/div>\n<div class=\"line number8 index7 alt1\"><code class=\"bash plain\">-rw-r--r--. 1 postgres postgres 18980156 Sep 13 10:54 anon--0.0.3.sql<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>Let\u2019s create a database named prod and let\u2019s create the required extensions. tsm_system_rows should delivered by the contrib.<\/p>\n<div>\n<div id=\"highlighter_789492\" class=\"syntaxhighlighter  sql\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<div class=\"line number3 index2 alt2\">3<\/div>\n<div class=\"line number4 index3 alt1\">4<\/div>\n<div class=\"line number5 index4 alt2\">5<\/div>\n<div class=\"line number6 index5 alt1\">6<\/div>\n<div class=\"line number7 index6 alt2\">7<\/div>\n<div class=\"line number8 index7 alt1\">8<\/div>\n<div class=\"line number9 index8 alt2\">9<\/div>\n<div class=\"line number10 index9 alt1\">10<\/div>\n<div class=\"line number11 index10 alt2\">11<\/div>\n<div class=\"line number12 index11 alt1\">12<\/div>\n<div class=\"line number13 index12 alt2\">13<\/div>\n<div class=\"line number14 index13 alt1\">14<\/div>\n<div class=\"line number15 index14 alt2\">15<\/div>\n<div class=\"line number16 index15 alt1\">16<\/div>\n<div class=\"line number17 index16 alt2\">17<\/div>\n<div class=\"line number18 index17 alt1\">18<\/div>\n<div class=\"line number19 index18 alt2\">19<\/div>\n<div class=\"line number20 index19 alt1\">20<\/div>\n<div class=\"line number21 index20 alt2\">21<\/div>\n<div class=\"line number22 index21 alt1\">22<\/div>\n<div class=\"line number23 index22 alt2\">23<\/div>\n<div class=\"line number24 index23 alt1\">24<\/div>\n<div class=\"line number25 index24 alt2\">25<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"sql plain\">prod=# c prod<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"sql plain\">You are now connected <\/code><code class=\"sql keyword\">to<\/code> <code class=\"sql keyword\">database<\/code> <code class=\"sql string\">\"prod\"<\/code> <code class=\"sql keyword\">as<\/code> <code class=\"sql color2\">user<\/code> <code class=\"sql string\">\"postgres\"<\/code><code class=\"sql plain\">.<\/code><\/div>\n<div class=\"line number3 index2 alt2\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<div class=\"line number4 index3 alt1\"><code class=\"sql plain\">prod=# <\/code><code class=\"sql keyword\">CREATE<\/code> <code class=\"sql plain\">EXTENSION tsm_system_rows;;<\/code><\/div>\n<div class=\"line number5 index4 alt2\"><code class=\"sql keyword\">CREATE<\/code> <code class=\"sql plain\">EXTENSION<\/code><\/div>\n<div class=\"line number6 index5 alt1\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<div class=\"line number7 index6 alt2\"><\/div>\n<div class=\"line number8 index7 alt1\"><code class=\"sql plain\">prod=# <\/code><code class=\"sql keyword\">CREATE<\/code> <code class=\"sql plain\">EXTENSION anon;<\/code><\/div>\n<div class=\"line number9 index8 alt2\"><code class=\"sql keyword\">CREATE<\/code> <code class=\"sql plain\">EXTENSION<\/code><\/div>\n<div class=\"line number10 index9 alt1\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<div class=\"line number11 index10 alt2\"><\/div>\n<div class=\"line number12 index11 alt1\"><\/div>\n<div class=\"line number13 index12 alt2\"><code class=\"sql plain\">prod=# dx<\/code><\/div>\n<div class=\"line number14 index13 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">List <\/code><code class=\"sql keyword\">of<\/code> <code class=\"sql plain\">installed extensions<\/code><\/div>\n<div class=\"line number15 index14 alt2\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql keyword\">Name<\/code>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <code class=\"sql plain\">| Version |\u00a0\u00a0 <\/code><code class=\"sql keyword\">Schema<\/code>\u00a0\u00a0 <code class=\"sql plain\">|\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Description<\/code><\/div>\n<div class=\"line number16 index15 alt1\"><\/div>\n<div class=\"line number17 index16 alt2\"><code class=\"sql comments\">-----------------+---------+------------+----------------------------------------------------<\/code><\/div>\n<div class=\"line number18 index17 alt1\"><code class=\"sql comments\">--------<\/code><\/div>\n<div class=\"line number19 index18 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | 0.0.3\u00a0\u00a0 | anon\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | Data anonymization tools<\/code><\/div>\n<div class=\"line number20 index19 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">plpgsql\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | 1.0\u00a0\u00a0\u00a0\u00a0 | pg_catalog | PL\/pgSQL procedural language<\/code><\/div>\n<div class=\"line number21 index20 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">tsm_system_rows | 1.0\u00a0\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">public<\/code>\u00a0\u00a0\u00a0\u00a0 <code class=\"sql plain\">| TABLESAMPLE method which accepts number <\/code><code class=\"sql keyword\">of<\/code> <code class=\"sql keyword\">rows<\/code> <code class=\"sql keyword\">as<\/code><\/div>\n<div class=\"line number22 index21 alt1\"><code class=\"sql plain\">a limit<\/code><\/div>\n<div class=\"line number23 index22 alt2\"><code class=\"sql plain\">(3 <\/code><code class=\"sql keyword\">rows<\/code><code class=\"sql plain\">)<\/code><\/div>\n<div class=\"line number24 index23 alt1\"><\/div>\n<div class=\"line number25 index24 alt2\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>The extension will create following functions in the schema anon. These functions can be used to mask some data.<\/p>\n<div>\n<div id=\"highlighter_469347\" class=\"syntaxhighlighter  sql\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<div class=\"line number3 index2 alt2\">3<\/div>\n<div class=\"line number4 index3 alt1\">4<\/div>\n<div class=\"line number5 index4 alt2\">5<\/div>\n<div class=\"line number6 index5 alt1\">6<\/div>\n<div class=\"line number7 index6 alt2\">7<\/div>\n<div class=\"line number8 index7 alt1\">8<\/div>\n<div class=\"line number9 index8 alt2\">9<\/div>\n<div class=\"line number10 index9 alt1\">10<\/div>\n<div class=\"line number11 index10 alt2\">11<\/div>\n<div class=\"line number12 index11 alt1\">12<\/div>\n<div class=\"line number13 index12 alt2\">13<\/div>\n<div class=\"line number14 index13 alt1\">14<\/div>\n<div class=\"line number15 index14 alt2\">15<\/div>\n<div class=\"line number16 index15 alt1\">16<\/div>\n<div class=\"line number17 index16 alt2\">17<\/div>\n<div class=\"line number18 index17 alt1\">18<\/div>\n<div class=\"line number19 index18 alt2\">19<\/div>\n<div class=\"line number20 index19 alt1\">20<\/div>\n<div class=\"line number21 index20 alt2\">21<\/div>\n<div class=\"line number22 index21 alt1\">22<\/div>\n<div class=\"line number23 index22 alt2\">23<\/div>\n<div class=\"line number24 index23 alt1\">24<\/div>\n<div class=\"line number25 index24 alt2\">25<\/div>\n<div class=\"line number26 index25 alt1\">26<\/div>\n<div class=\"line number27 index26 alt2\">27<\/div>\n<div class=\"line number28 index27 alt1\">28<\/div>\n<div class=\"line number29 index28 alt2\">29<\/div>\n<div class=\"line number30 index29 alt1\">30<\/div>\n<div class=\"line number31 index30 alt2\">31<\/div>\n<div class=\"line number32 index31 alt1\">32<\/div>\n<div class=\"line number33 index32 alt2\">33<\/div>\n<div class=\"line number34 index33 alt1\">34<\/div>\n<div class=\"line number35 index34 alt2\">35<\/div>\n<div class=\"line number36 index35 alt1\">36<\/div>\n<div class=\"line number37 index36 alt2\">37<\/div>\n<div class=\"line number38 index37 alt1\">38<\/div>\n<div class=\"line number39 index38 alt2\">39<\/div>\n<div class=\"line number40 index39 alt1\">40<\/div>\n<div class=\"line number41 index40 alt2\">41<\/div>\n<div class=\"line number42 index41 alt1\">42<\/div>\n<div class=\"line number43 index42 alt2\">43<\/div>\n<div class=\"line number44 index43 alt1\">44<\/div>\n<div class=\"line number45 index44 alt2\">45<\/div>\n<div class=\"line number46 index45 alt1\">46<\/div>\n<div class=\"line number47 index46 alt2\">47<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"sql plain\">prod=# <\/code><code class=\"sql keyword\">set<\/code> <code class=\"sql plain\">search_path=anon;<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"sql keyword\">SET<\/code><\/div>\n<div class=\"line number3 index2 alt2\"><code class=\"sql plain\">prod=# df<\/code><\/div>\n<div class=\"line number4 index3 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">List <\/code><code class=\"sql keyword\">of<\/code> <code class=\"sql plain\">functions<\/code><\/div>\n<div class=\"line number5 index4 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql keyword\">Schema<\/code> <code class=\"sql plain\">|\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/code><code class=\"sql keyword\">Name<\/code>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <code class=\"sql plain\">|\u00a0\u00a0\u00a0\u00a0 Result data type\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Argu<\/code><\/div>\n<div class=\"line number6 index5 alt1\"><code class=\"sql plain\">ment data types\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0 Type<\/code><\/div>\n<div class=\"line number7 index6 alt2\"><code class=\"sql comments\">--------+--------------------------+--------------------------+------------------------------<\/code><\/div>\n<div class=\"line number8 index7 alt1\"><code class=\"sql comments\">------------------------------------------+--------<\/code><\/div>\n<div class=\"line number9 index8 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_city\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number10 index9 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number11 index10 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_city_in_country\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | country_name text<\/code><\/div>\n<div class=\"line number12 index11 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number13 index12 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_company\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number14 index13 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number15 index14 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_country\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number16 index15 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number17 index16 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_date\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">timestamp<\/code> <code class=\"sql keyword\">with<\/code> <code class=\"sql keyword\">time<\/code> <code class=\"sql plain\">zone |<\/code><\/div>\n<div class=\"line number18 index17 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number19 index18 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_date_between\u00a0\u00a0\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">timestamp<\/code> <code class=\"sql keyword\">with<\/code> <code class=\"sql keyword\">time<\/code> <code class=\"sql plain\">zone | date_start <\/code><code class=\"sql keyword\">timestamp<\/code> <code class=\"sql keyword\">with<\/code> <code class=\"sql plain\">tim<\/code><\/div>\n<div class=\"line number20 index19 alt1\"><code class=\"sql plain\">e zone, date_end <\/code><code class=\"sql keyword\">timestamp<\/code> <code class=\"sql keyword\">with<\/code> <code class=\"sql keyword\">time<\/code> <code class=\"sql plain\">zone | normal<\/code><\/div>\n<div class=\"line number21 index20 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_email\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number22 index21 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number23 index22 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_first_name\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number24 index23 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number25 index24 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_iban\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number26 index25 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number27 index26 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_int_between\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">integer<\/code>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <code class=\"sql plain\">| int_start <\/code><code class=\"sql keyword\">integer<\/code><code class=\"sql plain\">, int_stop <\/code><code class=\"sql keyword\">integer<\/code><\/div>\n<div class=\"line number28 index27 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number29 index28 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_last_name\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number30 index29 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number31 index30 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_phone\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | phone_prefix text <\/code><code class=\"sql keyword\">DEFAULT<\/code> <code class=\"sql string\">'0'<\/code><code class=\"sql plain\">::text<\/code><\/div>\n<div class=\"line number32 index31 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number33 index32 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_region\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number34 index33 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number35 index34 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_region_in_country | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | country_name text<\/code><\/div>\n<div class=\"line number36 index35 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number37 index36 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_siren\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number38 index37 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number39 index38 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_siret\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number40 index39 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number41 index40 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_string\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | l <\/code><code class=\"sql keyword\">integer<\/code><\/div>\n<div class=\"line number42 index41 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number43 index42 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">anon\u00a0\u00a0 | random_zip\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | text\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number44 index43 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql plain\">| normal<\/code><\/div>\n<div class=\"line number45 index44 alt2\"><code class=\"sql plain\">(18 <\/code><code class=\"sql keyword\">rows<\/code><code class=\"sql plain\">)<\/code><\/div>\n<div class=\"line number46 index45 alt1\"><\/div>\n<div class=\"line number47 index46 alt2\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>Now in the database prod let\u2019s create a table with some data.<\/p>\n<div>\n<div id=\"highlighter_687227\" class=\"syntaxhighlighter  sql\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<div class=\"line number3 index2 alt2\">3<\/div>\n<div class=\"line number4 index3 alt1\">4<\/div>\n<div class=\"line number5 index4 alt2\">5<\/div>\n<div class=\"line number6 index5 alt1\">6<\/div>\n<div class=\"line number7 index6 alt2\">7<\/div>\n<div class=\"line number8 index7 alt1\">8<\/div>\n<div class=\"line number9 index8 alt2\">9<\/div>\n<div class=\"line number10 index9 alt1\">10<\/div>\n<div class=\"line number11 index10 alt2\">11<\/div>\n<div class=\"line number12 index11 alt1\">12<\/div>\n<div class=\"line number13 index12 alt2\">13<\/div>\n<div class=\"line number14 index13 alt1\">14<\/div>\n<div class=\"line number15 index14 alt2\">15<\/div>\n<div class=\"line number16 index15 alt1\">16<\/div>\n<div class=\"line number17 index16 alt2\">17<\/div>\n<div class=\"line number18 index17 alt1\">18<\/div>\n<div class=\"line number19 index18 alt2\">19<\/div>\n<div class=\"line number20 index19 alt1\">20<\/div>\n<div class=\"line number21 index20 alt2\">21<\/div>\n<div class=\"line number22 index21 alt1\">22<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"sql plain\">prod=# d customers<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/code><code class=\"sql keyword\">Table<\/code> <code class=\"sql string\">\"public.customers\"<\/code><\/div>\n<div class=\"line number3 index2 alt2\"><code class=\"sql spaces\">\u00a0\u00a0\u00a0<\/code><code class=\"sql keyword\">Column<\/code>\u00a0\u00a0 <code class=\"sql plain\">|\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Type\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | Collation | Nullable | <\/code><code class=\"sql keyword\">Default<\/code><\/div>\n<div class=\"line number4 index3 alt1\"><code class=\"sql comments\">------------+-----------------------+-----------+----------+---------<\/code><\/div>\n<div class=\"line number5 index4 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">first_name | <\/code><code class=\"sql keyword\">character<\/code> <code class=\"sql keyword\">varying<\/code><code class=\"sql plain\">(30) |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number6 index5 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">last_name\u00a0 | <\/code><code class=\"sql keyword\">character<\/code> <code class=\"sql keyword\">varying<\/code><code class=\"sql plain\">(30) |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number7 index6 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">email_add\u00a0 | <\/code><code class=\"sql keyword\">character<\/code> <code class=\"sql keyword\">varying<\/code><code class=\"sql plain\">(30) |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number8 index7 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">country\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">character<\/code> <code class=\"sql keyword\">varying<\/code><code class=\"sql plain\">(60) |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number9 index8 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">iban\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">character<\/code> <code class=\"sql keyword\">varying<\/code><code class=\"sql plain\">(60) |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number10 index9 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">amount\u00a0\u00a0\u00a0\u00a0 | <\/code><code class=\"sql keyword\">integer<\/code>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <code class=\"sql plain\">|\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |<\/code><\/div>\n<div class=\"line number11 index10 alt2\"><\/div>\n<div class=\"line number12 index11 alt1\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<div class=\"line number13 index12 alt2\"><\/div>\n<div class=\"line number14 index13 alt1\"><code class=\"sql plain\">prod=# <\/code><code class=\"sql keyword\">table<\/code> <code class=\"sql plain\">customers;<\/code><\/div>\n<div class=\"line number15 index14 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">first_name | last_name |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 email_add\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0 country\u00a0\u00a0\u00a0 |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 iban\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0 amount<\/code><\/div>\n<div class=\"line number16 index15 alt1\"><code class=\"sql comments\">------------+-----------+-------------------------+--------------+----------------------------+------------<\/code><\/div>\n<div class=\"line number17 index16 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">Michel\u00a0\u00a0\u00a0\u00a0 | Delco\u00a0\u00a0\u00a0\u00a0 | michel.delco@yaaa.fr\u00a0\u00a0\u00a0 | FRANCE\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | FR763000600001123456890189 |\u00a0\u00a0\u00a0 5000000<\/code><\/div>\n<div class=\"line number18 index17 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">Denise\u00a0\u00a0\u00a0\u00a0 | Blanchot\u00a0 | denise.blanchot@yaaa.de | GERMANY\u00a0\u00a0\u00a0\u00a0\u00a0 | DE91100000000123456789\u00a0\u00a0\u00a0\u00a0 | 1000000000<\/code><\/div>\n<div class=\"line number19 index18 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">Farid\u00a0\u00a0\u00a0\u00a0\u00a0 | Dim\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | farid.dim@yaaa.sa\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | Saudi Arabia | SA4420000001234567891234\u00a0\u00a0 |\u00a0\u00a0\u00a0 2500000<\/code><\/div>\n<div class=\"line number20 index19 alt1\"><code class=\"sql plain\">(3 <\/code><code class=\"sql keyword\">rows<\/code><code class=\"sql plain\">)<\/code><\/div>\n<div class=\"line number21 index20 alt2\"><\/div>\n<div class=\"line number22 index21 alt1\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>Let\u2019s say that I want some people to access to all data for this table, but I don\u2019t want them to see the real email, the real country and the real iban of the customers.<br \/>\nOne solution should be to create a view with anonymous data for these columns. This will replace them with random-but-plausible values for these columns<\/p>\n<div>\n<div id=\"highlighter_241328\" class=\"syntaxhighlighter  sql\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"sql plain\">prod=# <\/code><code class=\"sql keyword\">create<\/code> <code class=\"sql keyword\">view<\/code> <code class=\"sql plain\">Customers_anon <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql keyword\">select<\/code> <code class=\"sql plain\">first_name <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql plain\">Firstname ,last_name\u00a0 <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql plain\">Lastnmame,anon.random_email() <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql plain\">Email ,anon.random_country() <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql plain\">Country, anon.random_iban() <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql plain\">Iban ,amount <\/code><code class=\"sql keyword\">as<\/code> <code class=\"sql plain\">Amount <\/code><code class=\"sql keyword\">from<\/code> <code class=\"sql plain\">customers;<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"sql keyword\">CREATE<\/code> <code class=\"sql keyword\">VIEW<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>And then grant the access privilege to concerned people<\/p>\n<div>\n<div id=\"highlighter_359947\" class=\"syntaxhighlighter  sql\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td class=\"gutter\">\n<div class=\"line number1 index0 alt2\">1<\/div>\n<div class=\"line number2 index1 alt1\">2<\/div>\n<div class=\"line number3 index2 alt2\">3<\/div>\n<div class=\"line number4 index3 alt1\">4<\/div>\n<div class=\"line number5 index4 alt2\">5<\/div>\n<div class=\"line number6 index5 alt1\">6<\/div>\n<div class=\"line number7 index6 alt2\">7<\/div>\n<div class=\"line number8 index7 alt1\">8<\/div>\n<div class=\"line number9 index8 alt2\">9<\/div>\n<\/td>\n<td class=\"code\">\n<div class=\"container\">\n<div class=\"line number1 index0 alt2\"><code class=\"sql plain\">prod=# <\/code><code class=\"sql keyword\">select<\/code> <code class=\"sql plain\">* <\/code><code class=\"sql keyword\">from<\/code> <code class=\"sql plain\">customers_anon ;<\/code><\/div>\n<div class=\"line number2 index1 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">firstname | lastnmame |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 email\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | country |\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 iban\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 |\u00a0\u00a0 amount<\/code><\/div>\n<div class=\"line number3 index2 alt2\"><code class=\"sql comments\">-----------+-----------+-------------------------------+---------+----------------------------+------------<\/code><\/div>\n<div class=\"line number4 index3 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">Michel\u00a0\u00a0\u00a0 | Delco\u00a0\u00a0\u00a0\u00a0 | wlothean0@springer.com\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | Spain\u00a0\u00a0 |\u00a0 AD1111112222C3C3C3C3C3C3\u00a0 |\u00a0\u00a0\u00a0 5000000<\/code><\/div>\n<div class=\"line number5 index4 alt2\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">Denise\u00a0\u00a0\u00a0 | Blanchot\u00a0 | emoraloy@dropbox.com\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | Myanmar |\u00a0 AD1111112222C3C3C3C3C3C3\u00a0 | 1000000000<\/code><\/div>\n<div class=\"line number6 index5 alt1\"><code class=\"sql spaces\">\u00a0<\/code><code class=\"sql plain\">Farid\u00a0\u00a0\u00a0\u00a0 | Dim\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | vbritlandkt@deliciousdays.com | India\u00a0\u00a0 |\u00a0 AD1111112222C3C3C3C3C3C3\u00a0 |\u00a0\u00a0\u00a0 2500000<\/code><\/div>\n<div class=\"line number7 index6 alt2\"><code class=\"sql plain\">(3 <\/code><code class=\"sql keyword\">rows<\/code><code class=\"sql plain\">)<\/code><\/div>\n<div class=\"line number8 index7 alt1\"><\/div>\n<div class=\"line number9 index8 alt2\"><code class=\"sql plain\">prod=#<\/code><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p>Thanks to Damien for this project. Just not that this project is in its early development and should be used with care (see Damien comment below).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>By Mouhamadou Diaw I was searching a tool for anonymizing data in a PostgreSQL database and I have tested the extension pg_anonymizer. PostgreSQL_anonymizer is a set of SQL functions that remove personally identifiable values from a PostgreSQL table and replace them with random-but-plausible values. The goal is to avoid any identification from the data record [&hellip;]<\/p>\n","protected":false},"author":27,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[83],"tags":[],"type_dbi":[],"class_list":["post-11699","post","type-post","status-publish","format-standard","hentry","category-postgresql"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Masking Data With PostgreSQL - dbi Blog<\/title>\n<meta name=\"description\" content=\"PostgreSQL, data masking, pg_anonymizer,security\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Masking Data With PostgreSQL\" \/>\n<meta property=\"og:description\" content=\"PostgreSQL, data masking, pg_anonymizer,security\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/\" \/>\n<meta property=\"og:site_name\" content=\"dbi Blog\" \/>\n<meta property=\"article:published_time\" content=\"2018-09-13T13:01:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-20T06:36:55+00:00\" \/>\n<meta name=\"author\" content=\"Oracle Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Oracle Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/\"},\"author\":{\"name\":\"Oracle Team\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee\"},\"headline\":\"Masking Data With PostgreSQL\",\"datePublished\":\"2018-09-13T13:01:25+00:00\",\"dateModified\":\"2023-07-20T06:36:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/\"},\"wordCount\":283,\"commentCount\":0,\"articleSection\":[\"PostgreSQL\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/\",\"url\":\"https:\/\/www.dbi-services.com\/blog\/masking-data-with-postgresql\/\",\"name\":\"Masking Data With PostgreSQL - 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