{"id":35179,"date":"2025-08-27T02:27:30","date_gmt":"2025-08-27T00:27:30","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/how-are-you-ingesting-data-into-your-database\/"},"modified":"2025-08-27T02:27:30","modified_gmt":"2025-08-27T00:27:30","slug":"how-are-you-ingesting-data-into-your-database","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/how-are-you-ingesting-data-into-your-database\/","title":{"rendered":"How Are You Ingesting Data Into Your Database?"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Here&#8217;s the general path that I take:<\/p>\n<p>API &gt; Parquet File(s) &gt; Uploaded to S3 &gt; Copy Into (From External Stage) &gt; Raw Table<\/p>\n<p>It&#8217;s all orchestrated by Dagster with asset checks along the way. Raw data is never transformed till after it&#8217;s in the db. I prefer using SQL instead of Python for cleaning data when possible.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/fruitstanddev\"> \/u\/fruitstanddev <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1n11me5\/how_are_you_ingesting_data_into_your_database\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1n11me5\/how_are_you_ingesting_data_into_your_database\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-35179 jlk' href='javascript:void(0)' data-task='like' data-post_id='35179' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-35179 lc'>0<\/span><\/a><\/div><\/div> <div class='status-35179 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Here&#8217;s the general path that I take: API &gt; Parquet File(s) &gt; Uploaded to S3 &gt; Copy&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-35179","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/35179","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=35179"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/35179\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=35179"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=35179"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=35179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}