{"id":73,"date":"2025-12-12T00:00:00","date_gmt":"2025-12-12T00:00:00","guid":{"rendered":"https:\/\/wordpress.securinsight.ca\/index.php\/2025\/12\/12\/r2-sql-r2-sql-now-supports-aggregations-and-schema-discovery\/"},"modified":"2025-12-12T00:00:00","modified_gmt":"2025-12-12T00:00:00","slug":"r2-sql-r2-sql-now-supports-aggregations-and-schema-discovery","status":"publish","type":"post","link":"https:\/\/wordpress.securinsight.ca\/index.php\/2025\/12\/12\/r2-sql-r2-sql-now-supports-aggregations-and-schema-discovery\/","title":{"rendered":"R2 SQL &#8211; R2 SQL now supports aggregations and schema discovery"},"content":{"rendered":"<p>R2 SQL now supports aggregation functions, <code>GROUP BY<\/code>, <code>HAVING<\/code>, along with schema discovery commands to make it easy to explore your data catalog.<\/p>\n<h4>Aggregation Functions<\/h4>\n<p>You can now perform aggregations on Apache Iceberg tables in <a href=\"https:\/\/developers.cloudflare.com\/r2\/data-catalog\/\">R2 Data Catalog<\/a> using standard SQL functions including <code>COUNT(*)<\/code>, <code>SUM()<\/code>, <code>AVG()<\/code>, <code>MIN()<\/code>, and <code>MAX()<\/code>. Combine these with <code>GROUP BY<\/code> to analyze data across dimensions, and use <code>HAVING<\/code> to filter aggregated results.<\/p>\n<div>\n<figure>\n<pre data-language=\"sql\"><code class=\"language-sql\"><div><div><span>-- Calculate average transaction amounts by department<\/span><\/div><\/div><div><div><span>SELECT<\/span><span> department, <\/span><span>COUNT<\/span><span>(<\/span><span>*<\/span><span>), <\/span><span>AVG<\/span><span>(total_amount)<\/span><\/div><\/div><div><div><span>FROM<\/span><span> my_namespace.sales_data<\/span><\/div><\/div><div><div><span>WHERE<\/span><span> region <\/span><span>=<\/span><span> <\/span><span>'North'<\/span><\/div><\/div><div><div><span>GROUP BY<\/span><span> department<\/span><\/div><\/div><div><div><span>HAVING<\/span><span> <\/span><span>COUNT<\/span><span>(<\/span><span>*<\/span><span>) <\/span><span>&gt;<\/span><span> <\/span><span>50<\/span><\/div><\/div><div><div><span>ORDER BY<\/span><span> <\/span><span>AVG<\/span><span>(total_amount) <\/span><span>DESC<\/span><\/div><\/div><\/code><\/pre>\n<div><\/div>\n<\/figure>\n<\/div>\n<div>\n<figure>\n<pre data-language=\"sql\"><code class=\"language-sql\"><div><div><span>-- Find high-value departments<\/span><\/div><\/div><div><div><span>SELECT<\/span><span> department, <\/span><span>SUM<\/span><span>(total_amount)<\/span><\/div><\/div><div><div><span>FROM<\/span><span> my_namespace.sales_data<\/span><\/div><\/div><div><div><span>GROUP BY<\/span><span> department<\/span><\/div><\/div><div><div><span>HAVING<\/span><span> <\/span><span>SUM<\/span><span>(total_amount) <\/span><span>&gt;<\/span><span> <\/span><span>50000<\/span><\/div><\/div><\/code><\/pre>\n<div><\/div>\n<\/figure>\n<\/div>\n<h4>Schema Discovery<\/h4>\n<p>New metadata commands make it easy to explore your data catalog and understand table structures:<\/p>\n<ul>\n<li><code>SHOW DATABASES<\/code> or <code>SHOW NAMESPACES<\/code> &#8211; List all available namespaces<\/li>\n<li><code>SHOW TABLES IN namespace_name<\/code> &#8211; List tables within a namespace<\/li>\n<li><code>DESCRIBE namespace_name.table_name<\/code> &#8211; View table schema and column types<\/li>\n<\/ul>\n<div>\n<figure>\n<pre data-language=\"bash\"><code class=\"language-bash\"><div><div><span>\u276f<\/span><span> <\/span><span>npx<\/span><span> <\/span><span>wrangler<\/span><span> <\/span><span>r2<\/span><span> <\/span><span>sql<\/span><span> <\/span><span>query<\/span><span> <\/span><span>\"{ACCOUNT_ID}_{BUCKET_NAME}\"<\/span><span> <\/span><span>\"DESCRIBE default.sales_data;\"<\/span><\/div><\/div><div><div>\n<\/div><\/div><div><div><span> <\/span><span>\u26c5\ufe0f<\/span><span> <\/span><span>wrangler<\/span><span> <\/span><span>4.54.0<\/span><\/div><\/div><div><div><span>\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span><\/div><\/div><div><div>\n<\/div><\/div><div><div><span>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>column_name<\/span><span>      <\/span><span>\u2502<\/span><span> <\/span><span>type<\/span><span>           <\/span><span>\u2502<\/span><span> <\/span><span>required<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>initial_default<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>write_default<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>doc<\/span><span>                                                                                               <\/span><span>\u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>sale_id<\/span><span>          <\/span><span>\u2502<\/span><span> <\/span><span>BIGINT<\/span><span>         <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Unique<\/span><span> <\/span><span>identifier<\/span><span> <\/span><span>for<\/span><span> <\/span><span>each<\/span><span> <\/span><span>sales<\/span><span> <\/span><span>transaction<\/span><span>                                                      <\/span><span>\u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>sale_timestamp<\/span><span>   <\/span><span>\u2502<\/span><span> <\/span><span>TIMESTAMPTZ<\/span><span>    <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Exact<\/span><span> <\/span><span>date<\/span><span> <\/span><span>and<\/span><span> <\/span><span>time<\/span><span> <\/span><span>when<\/span><span> <\/span><span>the<\/span><span> <\/span><span>sale<\/span><span> <\/span><span>occurred<\/span><span> (used <\/span><span>for<\/span><span> <\/span><span>partitioning<\/span><span>)                                \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>department<\/span><span>       <\/span><span>\u2502<\/span><span> <\/span><span>TEXT<\/span><span>           <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Product<\/span><span> <\/span><span>department<\/span><span> (8 <\/span><span>categories:<\/span><span> <\/span><span>Electronics,<\/span><span> <\/span><span>Beauty,<\/span><span> <\/span><span>Home,<\/span><span> <\/span><span>Toys,<\/span><span> <\/span><span>Sports,<\/span><span> <\/span><span>Food,<\/span><span> <\/span><span>Clothing,<\/span><span> <\/span><span>Books<\/span><span>) \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>category<\/span><span>         <\/span><span>\u2502<\/span><span> <\/span><span>TEXT<\/span><span>           <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Product<\/span><span> <\/span><span>category<\/span><span> <\/span><span>grouping<\/span><span> (4 <\/span><span>categories:<\/span><span> <\/span><span>Premium,<\/span><span> <\/span><span>Standard,<\/span><span> <\/span><span>Budget,<\/span><span> <\/span><span>Clearance<\/span><span>)                    \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>region<\/span><span>           <\/span><span>\u2502<\/span><span> <\/span><span>TEXT<\/span><span>           <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Geographic<\/span><span> <\/span><span>sales<\/span><span> <\/span><span>region<\/span><span> (5 <\/span><span>regions:<\/span><span> <\/span><span>North,<\/span><span> <\/span><span>South,<\/span><span> <\/span><span>East,<\/span><span> <\/span><span>West,<\/span><span> <\/span><span>Central<\/span><span>)                            \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>product_id<\/span><span>       <\/span><span>\u2502<\/span><span> <\/span><span>INT<\/span><span>            <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Unique<\/span><span> <\/span><span>identifier<\/span><span> <\/span><span>for<\/span><span> <\/span><span>the<\/span><span> <\/span><span>product<\/span><span> <\/span><span>sold<\/span><span>                                                            <\/span><span>\u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>quantity<\/span><span>         <\/span><span>\u2502<\/span><span> <\/span><span>INT<\/span><span>            <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Number<\/span><span> <\/span><span>of<\/span><span> <\/span><span>units<\/span><span> <\/span><span>sold<\/span><span> <\/span><span>in<\/span><span> <\/span><span>this<\/span><span> <\/span><span>transaction<\/span><span> (range: <\/span><span>1-50<\/span><span>)                                            \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>unit_price<\/span><span>       <\/span><span>\u2502<\/span><span> <\/span><span>DECIMAL<\/span><span>(<\/span><span>10,<\/span><span> <\/span><span>2<\/span><span>)<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Price<\/span><span> <\/span><span>per<\/span><span> <\/span><span>unit<\/span><span> <\/span><span>in<\/span><span> <\/span><span>dollars<\/span><span> (range: <\/span><span>$5<\/span><span>.00-<\/span><span>$500<\/span><span>.00<\/span><span>)                                                  \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>total_amount<\/span><span>     <\/span><span>\u2502<\/span><span> <\/span><span>DECIMAL<\/span><span>(<\/span><span>10,<\/span><span> <\/span><span>2<\/span><span>)<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Total<\/span><span> <\/span><span>sale<\/span><span> <\/span><span>amount<\/span><span> <\/span><span>before<\/span><span> <\/span><span>tax<\/span><span> (quantity <\/span><span>\u00d7<\/span><span> <\/span><span>unit_price<\/span><span> <\/span><span>with<\/span><span> <\/span><span>discounts<\/span><span> <\/span><span>applied<\/span><span>)                       \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>discount_percent<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>INT<\/span><span>            <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Discount<\/span><span> <\/span><span>percentage<\/span><span> <\/span><span>applied<\/span><span> <\/span><span>to<\/span><span> <\/span><span>this<\/span><span> <\/span><span>sale<\/span><span> (0-50%)                                                  \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>tax_amount<\/span><span>       <\/span><span>\u2502<\/span><span> <\/span><span>DECIMAL<\/span><span>(<\/span><span>10,<\/span><span> <\/span><span>2<\/span><span>)<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Tax<\/span><span> <\/span><span>amount<\/span><span> <\/span><span>collected<\/span><span> <\/span><span>on<\/span><span> <\/span><span>this<\/span><span> <\/span><span>sale<\/span><span>                                                                 <\/span><span>\u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>profit_margin<\/span><span>    <\/span><span>\u2502<\/span><span> <\/span><span>DECIMAL<\/span><span>(<\/span><span>10,<\/span><span> <\/span><span>2<\/span><span>)<\/span><span> <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Profit<\/span><span> <\/span><span>margin<\/span><span> <\/span><span>on<\/span><span> <\/span><span>this<\/span><span> <\/span><span>sale<\/span><span> <\/span><span>as<\/span><span> <\/span><span>a<\/span><span> <\/span><span>decimal<\/span><span> <\/span><span>percentage<\/span><span>                                                <\/span><span>\u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>customer_id<\/span><span>      <\/span><span>\u2502<\/span><span> <\/span><span>INT<\/span><span>            <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Unique<\/span><span> <\/span><span>identifier<\/span><span> <\/span><span>for<\/span><span> <\/span><span>the<\/span><span> <\/span><span>customer<\/span><span> <\/span><span>who<\/span><span> <\/span><span>made<\/span><span> <\/span><span>the<\/span><span> <\/span><span>purchase<\/span><span>                                          <\/span><span>\u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>is_online_sale<\/span><span>   <\/span><span>\u2502<\/span><span> <\/span><span>BOOLEAN<\/span><span>        <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Boolean<\/span><span> <\/span><span>flag<\/span><span> <\/span><span>indicating<\/span><span> <\/span><span>if<\/span><span> <\/span><span>sale<\/span><span> <\/span><span>was<\/span><span> <\/span><span>made<\/span><span> <\/span><span>online<\/span><span> (true) or in-store (<\/span><span>false<\/span><span>)                        \u2502<\/span><\/div><\/div><div><div><span>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<\/span><\/div><\/div><div><div><span>\u2502<\/span><span> <\/span><span>sale_date<\/span><span>        <\/span><span>\u2502<\/span><span> <\/span><span>DATE<\/span><span>           <\/span><span>\u2502<\/span><span> <\/span><span>false<\/span><span>    <\/span><span>\u2502<\/span><span>                 <\/span><span>\u2502<\/span><span>               <\/span><span>\u2502<\/span><span> <\/span><span>Calendar<\/span><span> <\/span><span>date<\/span><span> <\/span><span>of<\/span><span> <\/span><span>the<\/span><span> <\/span><span>sale<\/span><span> (extracted <\/span><span>from<\/span><span> <\/span><span>sale_timestamp<\/span><span>)                                         \u2502<\/span><\/div><\/div><div><div><span>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><\/div><\/div><div><div><span>Read<\/span><span> <\/span><span>0<\/span><span> <\/span><span>B<\/span><span> <\/span><span>across<\/span><span> <\/span><span>0<\/span><span> <\/span><span>files<\/span><span> <\/span><span>from<\/span><span> <\/span><span>R2<\/span><\/div><\/div><div><div><span>On<\/span><span> <\/span><span>average,<\/span><span> <\/span><span>0<\/span><span> <\/span><span>B<\/span><span> <\/span><span>\/<\/span><span> <\/span><span>s<\/span><\/div><\/div><\/code><\/pre>\n<div><\/div>\n<\/figure>\n<\/div>\n<p>To learn more about the new aggregation capabilities and schema discovery commands, check out the <a href=\"https:\/\/developers.cloudflare.com\/r2-sql\/sql-reference\/\">SQL reference<\/a>. If you&#8217;re new to R2 SQL, visit our <a href=\"https:\/\/developers.cloudflare.com\/r2-sql\/get-started\/\">getting started guide<\/a> to begin querying your data.<\/p>","protected":false},"excerpt":{"rendered":"<p>R2 SQL now supports aggregation functions, GROUP BY, HAVING, along with schema discovery commands to make it easy to explore your data catalog. Aggregation Functions You can now perform aggregations on Apache Iceberg tables in R2 Data Catalog using standard SQL functions including COUNT(*), SUM(), AVG(), MIN(), and MAX(). Combine these with GROUP BY to [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-73","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/posts\/73","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/comments?post=73"}],"version-history":[{"count":0,"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/posts\/73\/revisions"}],"wp:attachment":[{"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/media?parent=73"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/categories?post=73"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wordpress.securinsight.ca\/index.php\/wp-json\/wp\/v2\/tags?post=73"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}