{"id":2105,"date":"2025-02-14T21:24:58","date_gmt":"2025-02-14T14:24:58","guid":{"rendered":"https:\/\/www.pgtutorial.com\/?page_id=2105"},"modified":"2025-02-14T21:49:10","modified_gmt":"2025-02-14T14:49:10","slug":"postgresql-rollup","status":"publish","type":"page","link":"https:\/\/www.pgtutorial.com\/postgresql-tutorial\/postgresql-rollup\/","title":{"rendered":"PostgreSQL ROLLUP"},"content":{"rendered":"\r\n<p><strong>Summary<\/strong>: In this tutorial, you&#8217;ll learn how to use the PostgreSQL <code>ROLLUP<\/code> to create multiple levels of aggregation.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id='postgresql-rollup-overview'>PostgreSQL ROLLUP Overview <a href=\"#postgresql-rollup-overview\" class=\"anchor\" id=\"postgresql-rollup-overview\" title=\"Anchor for PostgreSQL ROLLUP Overview\">#<\/a><\/h2>\r\n\r\n\r\n\r\n<p>In PostgreSQL, the <code><a href=\"https:\/\/www.pgtutorial.com\/postgresql-tutorial\/postgresql-group-by\/\">GROUP BY<\/a><\/code> clause groups rows into multiple groups and you can apply an <a href=\"https:\/\/www.pgtutorial.com\/postgresql-aggregate-functions\/\">aggregate function<\/a> to each group. However, the <code>GROUP BY<\/code> clause can only generate a single level of aggregation.<\/p>\r\n\r\n\r\n\r\n<p>To generate multiple levels of aggregation, you use the <code>ROLLUP<\/code> option of the <code>GROUP BY<\/code> clause.<\/p>\r\n\r\n\r\n\r\n<p>Here&#8217;s the syntax of the <code>GROUP BY<\/code> with the <code>ROLLUP<\/code> option:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\"><span class=\"hljs-keyword\">SELECT<\/span>\r\n  column1,\r\n  column2,\r\n  aggregate_function(column3)\r\n<span class=\"hljs-keyword\">FROM<\/span>\r\n  <span class=\"hljs-built_in\">table_name<\/span>\r\n<span class=\"hljs-keyword\">GROUP<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  <span class=\"hljs-keyword\">ROLLUP<\/span>(column1, column2);<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>In this syntax, the <code>ROLLUP(column1, column2)<\/code> generates the three groupings:<\/p>\r\n\r\n\r\n\r\n<ol class=\"wp-block-list\">\r\n<li><code>(column1, column2)<\/code>: Regular groupings that include aggregate data by values of both <code>column1<\/code> and <code>column2<\/code>.<\/li>\r\n\r\n\r\n\r\n<li><code>(column1, NULL)<\/code>: Subtotal per <code>column1<\/code>.<\/li>\r\n\r\n\r\n\r\n<li><code>(NULL, NULL)<\/code>: Grand total.<\/li>\r\n<\/ol>\r\n\r\n\r\n\r\n<p>The <code>ROLLUP<\/code> assumes a hierarchical relationship between <code>column1<\/code> and <code>column2<\/code>:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\">column1 &gt; column2<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>The <code>ROLLUP<\/code> can help generate subtotal and grand total rows hierarchically.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id='postgresql-rollup-examples'>PostgreSQL ROLLUP Examples <a href=\"#postgresql-rollup-examples\" class=\"anchor\" id=\"postgresql-rollup-examples\" title=\"Anchor for PostgreSQL ROLLUP Examples\">#<\/a><\/h2>\r\n\r\n\r\n\r\n<p>We&#8217;ll use the <code>inventory_reports<\/code> table to demonstrate how the <code>ROLLUP<\/code> works.<\/p>\r\n\r\n\r\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\">\r\n<summary>Here\u2019s the script for generating inventory_reports table:<\/summary>\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\"><span class=\"hljs-keyword\">CREATE<\/span> <span class=\"hljs-keyword\">TABLE<\/span> inventory_reports(\r\n     warehouse <span class=\"hljs-type\">VARCHAR<\/span> <span class=\"hljs-keyword\">NOT<\/span> <span class=\"hljs-keyword\">NULL<\/span>,\r\n     brand <span class=\"hljs-type\">VARCHAR<\/span> <span class=\"hljs-keyword\">NOT<\/span> <span class=\"hljs-keyword\">NULL<\/span>,\r\n     quantity <span class=\"hljs-type\">INT<\/span> <span class=\"hljs-keyword\">NOT<\/span> <span class=\"hljs-keyword\">NULL<\/span>\r\n);\r\n\r\n<span class=\"hljs-keyword\">INSERT<\/span> <span class=\"hljs-keyword\">INTO<\/span> inventory_reports(warehouse, brand, quantity)\r\n<span class=\"hljs-keyword\">VALUES<\/span>\r\n(<span class=\"hljs-string\">'San Jose'<\/span>, <span class=\"hljs-string\">'Apple'<\/span>, <span class=\"hljs-number\">100<\/span>),\r\n(<span class=\"hljs-string\">'San Francisco'<\/span>, <span class=\"hljs-string\">'Apple'<\/span>, <span class=\"hljs-number\">200<\/span>),\r\n(<span class=\"hljs-string\">'Texas'<\/span>, <span class=\"hljs-string\">'Apple'<\/span>, <span class=\"hljs-number\">300<\/span>),\r\n(<span class=\"hljs-string\">'San Jose'<\/span>, <span class=\"hljs-string\">'Samsung'<\/span>, <span class=\"hljs-number\">50<\/span>),\r\n(<span class=\"hljs-string\">'San Francisco'<\/span>, <span class=\"hljs-string\">'Samsung'<\/span>, <span class=\"hljs-number\">100<\/span>),\r\n(<span class=\"hljs-string\">'Texas'<\/span>, <span class=\"hljs-string\">'Samsung'<\/span>, <span class=\"hljs-number\">150<\/span>)\r\n<span class=\"hljs-keyword\">RETURNING<\/span> *;<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/details>\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"plaintext\" data-shcb-language-slug=\"plaintext\"><span><code class=\"hljs language-plaintext\">   warehouse   |  brand  | quantity\r\n---------------+---------+----------\r\n San Jose      | Apple   |      100\r\n San Francisco | Apple   |      200\r\n Texas         | Apple   |      300\r\n San Jose      | Samsung |       50\r\n San Francisco | Samsung |      100\r\n Texas         | Samsung |      150<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">plaintext<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">plaintext<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id='using-rollup-with-one-column'>Using ROLLUP with one column <a href=\"#using-rollup-with-one-column\" class=\"anchor\" id=\"using-rollup-with-one-column\" title=\"Anchor for Using ROLLUP with one column\">#<\/a><\/h3>\r\n\r\n\r\n\r\n<p>The following query uses the <code>GROUP BY<\/code> clause to calculate the total quantity for each warehouse:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">SELECT\r\n  warehouse,\r\n  SUM(quantity) <span class=\"hljs-keyword\">AS<\/span> total_quantity\r\nFROM\r\n  inventory_reports\r\nGROUP BY\r\n  warehouse\r\nORDER BY\r\n  warehouse;<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>Output:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">   warehouse   | total_quantity\r\n---------------+----------------\r\n San Francisco |            300\r\n San Jose      |            150\r\n Texas         |            450<\/code><\/span><\/pre>\r\n\r\n\r\n<p>To include the grand total row, you can use the <code>ROLLUP<\/code> as follows:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">SELECT\r\n  warehouse,\r\n  SUM(quantity) <span class=\"hljs-keyword\">AS<\/span> total_quantity\r\nFROM\r\n  inventory_reports\r\nGROUP BY\r\n  ROLLUP(warehouse)\r\nORDER BY\r\n  warehouse;<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>Output:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">   warehouse   | total_quantity\r\n---------------+----------------\r\n San Francisco |            <span class=\"hljs-number\">300<\/span>\r\n San Jose      |            <span class=\"hljs-number\">150<\/span>\r\n Texas         |            <span class=\"hljs-number\">450<\/span>\r\n <span class=\"hljs-keyword\">NULL<\/span>          |            <span class=\"hljs-number\">900<\/span>   -&gt; grand total<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>In this example, the <code>ROLLUP(warehouse)<\/code> adds one more row that includes the total quantity for all warehouses.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id='using-rollup-with-multiple-columns'>Using ROLLUP with multiple columns <a href=\"#using-rollup-with-multiple-columns\" class=\"anchor\" id=\"using-rollup-with-multiple-columns\" title=\"Anchor for Using ROLLUP with multiple columns\">#<\/a><\/h3>\r\n\r\n\r\n\r\n<p>The following query uses the <code>GROUP BY<\/code> clause to generate total quantity by warehouse and brand:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\"><span class=\"hljs-keyword\">SELECT<\/span>\r\n  warehouse,\r\n  brand,\r\n  SUM(quantity) <span class=\"hljs-keyword\">AS<\/span> total_quantity\r\n<span class=\"hljs-keyword\">FROM<\/span>\r\n  inventory_reports\r\n<span class=\"hljs-keyword\">GROUP<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  warehouse,\r\n  brand\r\n<span class=\"hljs-keyword\">ORDER<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  warehouse,\r\n  brand;<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p><a href=\"https:\/\/www.pgtutorial.com\/playground\/?db=inventory-reports&amp;q=U0VMRUNUIHdhcmVob3VzZSwgYnJhbmQsIFNVTShxdWFudGl0eSkgQVMgdG90YWxfcXVhbnRpdHkgRlJPTSBpbnZlbnRvcnlfcmVwb3J0cyBHUk9VUCBCWSB3YXJlaG91c2UsIGJyYW5kIE9SREVSIEJZIHdhcmVob3VzZSwgYnJhbmQ7\" target=\"_blank\" rel=\"noreferrer noopener\">Try it<\/a><\/p>\r\n\r\n\r\n\r\n<p>Output:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"plaintext\" data-shcb-language-slug=\"plaintext\"><span><code class=\"hljs language-plaintext\">   warehouse   |  brand  | total_quantity\r\n---------------+---------+----------------\r\n San Francisco | Apple   |            200\r\n San Francisco | Samsung |            100\r\n San Jose      | Apple   |            100\r\n San Jose      | Samsung |             50\r\n Texas         | Apple   |            300\r\n Texas         | Samsung |            150<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">plaintext<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">plaintext<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>The output does not show the subtotal by warehouse and total quantity by all warehouses.<\/p>\r\n\r\n\r\n\r\n<p>To generate subtotal and grand total, you use the <code>ROLLUP<\/code> option as follows:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\"><span class=\"hljs-keyword\">SELECT<\/span>\r\n  warehouse,\r\n  brand,\r\n  SUM(quantity) <span class=\"hljs-keyword\">AS<\/span> total_quantity\r\n<span class=\"hljs-keyword\">FROM<\/span>\r\n  inventory_reports\r\n<span class=\"hljs-keyword\">GROUP<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  <span class=\"hljs-keyword\">ROLLUP<\/span>(warehouse, brand)\r\n<span class=\"hljs-keyword\">ORDER<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  warehouse <span class=\"hljs-keyword\">NULLS LAST<\/span>,\r\n  brand <span class=\"hljs-keyword\">NULLS LAST<\/span>;<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p><a href=\"https:\/\/www.pgtutorial.com\/playground\/?db=inventory-reports&amp;q=U0VMRUNUIHdhcmVob3VzZSwgYnJhbmQsIFNVTShxdWFudGl0eSkgQVMgdG90YWxfcXVhbnRpdHkgRlJPTSBpbnZlbnRvcnlfcmVwb3J0cyBHUk9VUCBCWSBST0xMVVAod2FyZWhvdXNlLCBicmFuZCkgT1JERVIgQlkgd2FyZWhvdXNlIE5VTExTIExBU1QsIGJyYW5kIE5VTExTIExBU1Q7\" target=\"_blank\" rel=\"noreferrer noopener\">Try it<\/a><\/p>\r\n\r\n\r\n\r\n<p>Output:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-11\" data-shcb-language-name=\"plaintext\" data-shcb-language-slug=\"plaintext\"><span><code class=\"hljs language-plaintext\">   warehouse   |  brand  | total_quantity\r\n---------------+---------+----------------\r\n San Francisco | Apple   |            200\r\n San Francisco | Samsung |            100\r\n San Francisco | NULL    |            300   --&gt; subtotal\r\n San Jose      | Apple   |            100\r\n San Jose      | Samsung |             50\r\n San Jose      | NULL    |            150   --&gt; subtotal\r\n Texas         | Apple   |            300\r\n Texas         | Samsung |            150\r\n Texas         | NULL    |            450   --&gt; subtotal\r\n NULL          | NULL    |            900   --&gt; grand total<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-11\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">plaintext<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">plaintext<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>In this example, the <code>ROLLUP(warehouse, brand)<\/code>:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Generates the total quantity by warehouse and brand, which is the same as the previous example that does not use the <code>ROLLUP<\/code> option.<\/li>\r\n\r\n\r\n\r\n<li>Adds a subtotal row for each warehouse (<code>NULL<\/code> in the <code>brand<\/code> column).<\/li>\r\n\r\n\r\n\r\n<li>Adds a grand total row (<code>NULL<\/code> in both <code>warehouse<\/code> and <code>brand<\/code> columns).<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>If you change the order of the <code>warehouse<\/code> and <code>brand<\/code> columns in the <code>ROLLUP<\/code>, the result set will be different. For example:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-12\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\"><span class=\"hljs-keyword\">SELECT<\/span>\r\n  brand,\r\n  warehouse,\r\n  SUM(quantity) <span class=\"hljs-keyword\">AS<\/span> total_quantity\r\n<span class=\"hljs-keyword\">FROM<\/span>\r\n  inventory_reports\r\n<span class=\"hljs-keyword\">GROUP<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  <span class=\"hljs-keyword\">ROLLUP<\/span>(brand, warehouse)\r\n<span class=\"hljs-keyword\">ORDER<\/span> <span class=\"hljs-keyword\">BY<\/span>\r\n  brand <span class=\"hljs-keyword\">NULLS LAST<\/span>,\r\n  warehouse <span class=\"hljs-keyword\">NULLS LAST<\/span>;<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-12\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p><a href=\"https:\/\/www.pgtutorial.com\/playground\/?db=inventory-reports&amp;q=U0VMRUNUIGJyYW5kLCB3YXJlaG91c2UsIFNVTShxdWFudGl0eSkgQVMgdG90YWxfcXVhbnRpdHkgRlJPTSBpbnZlbnRvcnlfcmVwb3J0cyBHUk9VUCBCWSBST0xMVVAoYnJhbmQsIHdhcmVob3VzZSkgT1JERVIgQlkgYnJhbmQgTlVMTFMgTEFTVCwgd2FyZWhvdXNlIE5VTExTIExBU1Q7\" target=\"_blank\" rel=\"noreferrer noopener\">Try it<\/a><\/p>\r\n\r\n\r\n\r\n<p>Now the <code>ROLLUP<\/code> assumes the following hierarchy:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-13\" data-shcb-language-name=\"PostgreSQL SQL dialect and PL\/pgSQL\" data-shcb-language-slug=\"pgsql\"><span><code class=\"hljs language-pgsql\">brand &gt; warehouse<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-13\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PostgreSQL SQL dialect and PL\/pgSQL<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">pgsql<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<p>Output:<\/p>\r\n\r\n\r\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-14\" data-shcb-language-name=\"plaintext\" data-shcb-language-slug=\"plaintext\"><span><code class=\"hljs language-plaintext\">  brand  |   warehouse   | total_quantity\r\n---------+---------------+----------------\r\n Apple   | San Francisco |            200\r\n Apple   | San Jose      |            100\r\n Apple   | Texas         |            300\r\n Apple   | NULL          |            600  -&gt; subtotal\r\n Samsung | San Francisco |            100\r\n Samsung | San Jose      |             50\r\n Samsung | Texas         |            150\r\n Samsung | NULL          |            300  -&gt; subtotal\r\n NULL    | NULL          |            900  -&gt; total<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-14\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">plaintext<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">plaintext<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id='summary'>Summary <a href=\"#summary\" class=\"anchor\" id=\"summary\" title=\"Anchor for Summary\">#<\/a><\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Use the <code>ROLLUP<\/code> to generate multiple levels of aggregation.<\/li>\r\n<\/ul>\r\n<div class=\"helpful-block-content\" data-title=\"\">\n\t<header>\n\t\t<div class=\"wth-question\">Was this tutorial helpful ?<\/div>\n\t\t<div 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