{"id":40616,"date":"2026-04-25T12:27:18","date_gmt":"2026-04-25T10:27:18","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/visual-data-pipelines-with-built-in-data-versioning-self-promotion\/"},"modified":"2026-04-25T12:27:18","modified_gmt":"2026-04-25T10:27:18","slug":"visual-data-pipelines-with-built-in-data-versioning-self-promotion","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/visual-data-pipelines-with-built-in-data-versioning-self-promotion\/","title":{"rendered":"Visual Data Pipelines With Built-in Data Versioning [self-promotion]"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Hey everyone,<\/p>\n<p>I\u2019ve been working on a small side project and wanted to share it here in case it\u2019s useful for others dealing with messy data.<\/p>\n<p>It\u2019s a no-code CSV pipeline tool, but the part I\u2019ve been focusing on recently is a \u201cdata health\u201d layer that tries to answer a simple question: <em>how bad is this dataset before I start working on it?<\/em><\/p>\n<p>For each dataset (and each column), it surfaces things like:<\/p>\n<ul>\n<li>% of missing values<\/li>\n<li>outliers<\/li>\n<li>skewness<\/li>\n<li>uniqueness<\/li>\n<li>data type consistency<\/li>\n<\/ul>\n<p>You can also drill into individual columns to see why something looks off, instead of manually scanning or writing quick checks.<\/p>\n<p>The general idea behind the tool is:<\/p>\n<ul>\n<li>every transformation creates a versioned snapshot<\/li>\n<li>you can go back to any previous step<\/li>\n<li>you don\u2019t lose the original dataset<\/li>\n<li>everything is visual \/ no-code<\/li>\n<\/ul>\n<p>I built it mostly because I kept repeating the same initial checks in pandas and wanted a faster way to get a feel for the data before doing anything serious.<\/p>\n<p>Not trying to replace code-based workflows just more like speeding up the early \u201cwhat am I dealing with?\u201d phase.<\/p>\n<p>Curious how others approach this part of analysis, and whether something like this would actually fit into your workflow or just feel unnecessary.<\/p>\n<p><a href=\"https:\/\/flowlytix.io\/\">https:\/\/flowlytix.io<\/a><\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Woland96\"> \/u\/Woland96 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1sv7k0o\/visual_data_pipelines_with_builtin_data\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1sv7k0o\/visual_data_pipelines_with_builtin_data\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-40616 jlk' href='javascript:void(0)' data-task='like' data-post_id='40616' data-nonce='e2e27b2e86' 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-40616 lc'>0<\/span><\/a><\/div><\/div> <div class='status-40616 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hey everyone, I\u2019ve been working on a small side project and wanted to share it here in&#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-40616","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\/40616","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=40616"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/40616\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=40616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=40616"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=40616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}