{"id":11203,"date":"2026-04-15T06:22:28","date_gmt":"2026-04-15T10:22:28","guid":{"rendered":"http:\/\/data-mania.com\/blog\/?p=11203"},"modified":"2026-04-15T06:22:28","modified_gmt":"2026-04-15T10:22:28","slug":"top-5-best-data-lineage-tools-in-2022-pros-cons","status":"publish","type":"post","link":"https:\/\/www.data-mania.com\/blog\/top-5-best-data-lineage-tools-in-2022-pros-cons\/","title":{"rendered":"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11203\" class=\"elementor elementor-11203\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5fbf091b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5fbf091b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-361cc447\" data-id=\"361cc447\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a296ff5 elementor-widget elementor-widget-text-editor\" data-id=\"5a296ff5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data is arguably the most valuable resource today. As beneficial as it can be, though, it can be misleading if people don\u2019t understand its context and history. The best data science processes need the best data lineage tools. Read about the top 5 best data lineage tools in 2022 and their respective PROs and CONs.<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"size-large wp-image-11222 aligncenter\" src=\"http:\/\/data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-1024x576.png\" alt=\"The top 5 data lineage tools in 2022 PROs &amp; CONs\" width=\"1024\" height=\"576\" srcset=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-1024x576.png 1024w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-300x169.png 300w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-768x432.png 768w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-90x51.png 90w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-1536x864.png 1536w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-2048x1152.png 2048w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-800x450.png 800w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-600x338.png 600w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/05\/Top-5-data-lineage-tools-in-2022-PROs-CONs-1154x649.png 1154w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p><p>Data lineage tools record and visualize where data came from, how it changed, where it moved and why. This context can help data scientists find errors, get a better understanding of metadata and change processes more effectively.<\/p><p>Here\u2019s a comparison of the top 5 best data lineage tools in 2022 with their PROs and CONs available today to help you make the most of your data.<\/p><h2><strong>1. OvalEdge<\/strong><\/h2><p><a href=\"https:\/\/www.ovaledge.com\/\" target=\"_blank\" rel=\"noopener\">OvalEdge<\/a> describes itself as a data catalog and governance toolset, and it includes more than just data lineage functionality. It organizes and indexes data, offers summaries and marks data relationships on top of normal lineage mapping. OvalEdge also makes governance easier, thanks to custom definitions, data quality rules and reporting tools.<\/p><p>You can download Windows and Linux versions of OvalEdge or use it on the cloud. Plans start at $15,600 a year, which breaks down to roughly $260 a month per author user. While that may be affordable for businesses, individual users may not be able to afford it.<\/p><h3><strong>Pros<\/strong><\/h3><ul><li>Helpful organizational tools<\/li><li>Custom governance controls<\/li><li>Easy collaboration<\/li><li>Compatible with many third-party integrations<\/li><li>Easy to use<\/li><\/ul><h3><strong>Cons<\/strong><\/h3><ul><li>No encryption or decryption functionality<\/li><li>May be too expensive for non-business users<\/li><\/ul><h2><strong>2. MANTA<\/strong><\/h2><p>Another one of the best data lineage tools for 2022 is <a href=\"https:\/\/getmanta.com\/\" target=\"_blank\" rel=\"noopener\">MANTA<\/a>. MANTA\u2019s lineage tools focus on three solutions: data governance, DataOps and cloud migrations. Automation drives the platform, including automation tools for scanning, lineage mapping, impact analysis and regulatory compliance. <img decoding=\"async\" class=\"alignright wp-image-11465 lazyload\" data-src=\"http:\/\/data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-683x1024.png\" alt=\"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons\" width=\"300\" height=\"450\" data-pin-title=\"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons\" data-pin-description=\"What are the top 5 best data lineage tools in 2022? Get it from the Data-Mania blog. | http:\/\/data-mania.com\/blog\/top-5-best-data-lineage-tools-in-2022-pros-cons\" data-srcset=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-683x1024.png 683w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-200x300.png 200w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-768x1152.png 768w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-60x90.png 60w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-533x800.png 533w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools-433x649.png 433w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/08\/data-lineage-tools.png 1000w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/450;\" \/>Considering data workers spend <a href=\"https:\/\/www.alteryx.com\/resources\/report\/idc-state-of-data-science-and-analytics\" target=\"_blank\" rel=\"noopener\">44% of their time<\/a> on manual tasks, all that automation is helpful.<\/p><p>MANTA\u2019s target audience is medium-sized businesses to enterprises, so it may not suit smaller teams or hobbyists. Consequently, its pricing also varies because it matches customers\u2019 unique needs.<\/p><h3><strong>Pros<\/strong><\/h3><ul><li>Extensive automation<\/li><li>Intuitive<\/li><li>Fits virtually any data ecosystem<\/li><li>Helps manage the entire data pipeline<\/li><\/ul><h3><strong>Cons<\/strong><\/h3><ul><li>Not suitable for smaller teams or individuals<\/li><li>Unclear pricing<\/li><\/ul><h2><strong>3. Alation<\/strong><\/h2><p>Scalability and flexibility are crucial for data lineage tools, and <a href=\"https:\/\/www.alation.com\/\" target=\"_blank\" rel=\"noopener\">Alation<\/a> specializes in these areas because it\u2019s entirely cloud-based. Being cloud-first has many advantages, with some government agencies <a href=\"https:\/\/www.neosystemscorp.com\/blog\/cloud-first-the-smarter-way-to-stay-ahead\/\" target=\"_blank\" rel=\"noopener\">saving hundreds of millions<\/a> by using the cloud. Alation promises similar benefits, claiming to save 211 workdays by automating data classification and more.<\/p><p>Alation automates data cataloging, classification and stewardship, and it offers advanced insights and automatically flags potential issues.<\/p><h3><strong>Pros<\/strong><\/h3><ul><li>Cloud-native<\/li><li>Automates much of the data lineage and management process<\/li><li>Advanced data analysis tools<\/li><li>Active data governance<\/li><\/ul><h3><strong>Cons<\/strong><\/h3><ul><li>Unclear custom pricing<\/li><li>Managing automation tools can be complex<\/li><\/ul><h2><strong>4. Octopai<\/strong><\/h2><p>Octopai is another one of the best data lineage tools available in 2022. Like Alation, Octopai is completely cloud-based and focuses on automation, citing how <a href=\"https:\/\/www.octopai.com\/\" target=\"_blank\" rel=\"noopener\">90% of data teams<\/a> take hours to weeks to conduct impact analysis. Octopai automates that analysis, as well as metadata extraction, data discovery, cataloging and lineage mapping.<\/p><p>This platform makes it easier to gather metadata from all sources, improving your data quality. However, some people say its interface isn\u2019t as helpful as it could be, and it doesn\u2019t publicly list its pricing.<\/p><h3><strong>Pros<\/strong><\/h3><ul><li>Cloud-based<\/li><li>Comprehensive metadata management<\/li><li>Streamlined, effective search processes<\/li><li>Ready out-of-the-box<\/li><li>Seamless data migration<\/li><\/ul><h3><strong>Cons<\/strong><\/h3><ul><li>Hidden pricing<\/li><li>UI can be clunky<\/li><li>Not as easy to use as other options<\/li><\/ul><h2><strong>5. Kylo<\/strong><\/h2><p>This data lineage tools comparison wouldn\u2019t be complete without at least one free option. <a href=\"https:\/\/kylo.io\/\" target=\"_blank\" rel=\"noopener\">Kylo<\/a> is one of the best free data lineage tools, featuring self-service data ingesting, preparation, metadata discovery and monitoring. A visual-heavy, simple interface makes this platform so straightforward, even the least experienced users can understand it.<\/p><p>Kylo may not have as many automation features as other options, but its lack of a price tag makes up for that. Since it\u2019s open-source, it\u2019s also easy for users to create new integrations and features.<\/p><h3><strong>Pros<\/strong><\/h3><ul><li>Free<\/li><li>Open-source<\/li><li>Easy to use<\/li><li>Data governance and security tools<\/li><li>Cloud-based<\/li><\/ul><h3><strong>Cons<\/strong><\/h3><ul><li>Not as feature-rich as other tools<\/li><li>Lacks the support of more enterprise-focused options<\/li><\/ul><h2><strong>Get the Best Data Lineage Tool for You<\/strong><\/h2><p>Deciding on which of these is the best data lineage tool for you depends on your specific needs and goals. Once you know what you need and know what each option has to offer, you can make the most informed choice.<\/p><p>Data lineage tools are crucial as data pipelines become more complex. Choosing the right one will help you make the most of your data.<\/p><p>\u00a0<\/p><p>Hey! If you liked this post, I\u2019d really appreciate it if you\u2019d share the love by clicking one of the share buttons below!<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9bc5070 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9bc5070\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-13b63f6\" data-id=\"13b63f6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a72a004 elementor-widget elementor-widget-spacer\" data-id=\"a72a004\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-989723f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"989723f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7ddd1ee\" data-id=\"7ddd1ee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3c1ac0 elementor-widget elementor-widget-heading\" data-id=\"e3c1ac0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">More resources to get ahead...<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4979b7a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4979b7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fdde6aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fdde6aa\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2192bf2\" data-id=\"2192bf2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aa959ae elementor-widget elementor-widget-image\" data-id=\"aa959ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-pin-title=\"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons\" width=\"800\" height=\"800\" data-src=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-1024x1024.png\" class=\"attachment-large size-large wp-image-13237 lazyload\" alt=\"\" data-srcset=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-1024x1024.png 1024w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-300x300.png 300w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-150x150.png 150w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-768x768.png 768w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-90x90.png 90w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-600x600.png 600w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1-649x649.png 649w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-1.png 1080w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" data-pin-url=\"https:\/\/www.data-mania.com\/blog\/top-5-best-data-lineage-tools-in-2022-pros-cons\/?tp_image_id=13237\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/800;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4bec518\" data-id=\"4bec518\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-040411c elementor-widget elementor-widget-heading\" data-id=\"040411c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Get Income-Generating Ideas For Data Professionals<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc64d1e elementor-widget elementor-widget-heading\" data-id=\"bc64d1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Are you tired of relying on one employer for your income? Are you dreaming of a side hustle that won\u2019t put you at risk of getting fired or sued? Well, my friend, you\u2019re in luck.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-c13696f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c13696f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-001634f\" data-id=\"001634f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-118b65a elementor-widget elementor-widget-image\" data-id=\"118b65a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.data-mania.com\/data-entrepreneur-toolkit\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" data-pin-title=\"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons\" width=\"800\" height=\"800\" data-src=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-1024x1024.png\" class=\"attachment-large size-large wp-image-13178 lazyload\" alt=\"ideas for data analyst side jobs\" data-srcset=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-1024x1024.png 1024w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-300x300.png 300w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-150x150.png 150w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-768x768.png 768w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-90x90.png 90w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-1536x1536.png 1536w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-600x600.png 600w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs-649x649.png 649w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2023\/03\/ideas-for-data-analyst-side-jobs.png 1600w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" data-pin-url=\"https:\/\/www.data-mania.com\/blog\/top-5-best-data-lineage-tools-in-2022-pros-cons\/?tp_image_id=13178\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/800;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8695bb2\" data-id=\"8695bb2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-430e2fa elementor-widget elementor-widget-heading\" data-id=\"430e2fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.data-mania.com\/data-entrepreneur-toolkit\/\">This 48-page listing is here to rescue you from the drudgery of corporate slavery and set you on the path to start earning more money from your existing data expertise. Spend just 1 hour with this pdf and I can guarantee you\u2019ll be bursting at the seams with practical, proven &amp; profitable ideas for new income-streams you can create from your existing expertise.\n<br><br>\n<u>Learn more here!<\/u><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-68db3d5 elementor-widget elementor-widget-spacer\" data-id=\"68db3d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-f9c291a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f9c291a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-fb13b8d\" data-id=\"fb13b8d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4ec9dc9 elementor-widget elementor-widget-image\" data-id=\"4ec9dc9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-pin-title=\"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons\" width=\"800\" height=\"800\" data-src=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-1024x1024.png\" class=\"attachment-large size-large wp-image-13246 lazyload\" alt=\"\" data-srcset=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-1024x1024.png 1024w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-300x300.png 300w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-150x150.png 150w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-768x768.png 768w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-90x90.png 90w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-600x600.png 600w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2-649x649.png 649w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-mania-freebie-2.png 1080w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" data-pin-url=\"https:\/\/www.data-mania.com\/blog\/top-5-best-data-lineage-tools-in-2022-pros-cons\/?tp_image_id=13246\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/800;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-6723c1a\" data-id=\"6723c1a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2e634e0 elementor-widget elementor-widget-heading\" data-id=\"2e634e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Take The Data Superhero Quiz<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-68107a4 elementor-widget elementor-widget-heading\" data-id=\"68107a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">You can take a much more direct path to the top once you understand how to leverage your skillsets, your talents, your personality and your passions in order to serve in a capacity where you\u2019ll thrive. That\u2019s why I\u2019m encouraging you to take the data superhero quiz.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-dc1f553 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc1f553\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-101e1d4\" data-id=\"101e1d4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-03ead99 elementor-widget elementor-widget-image\" data-id=\"03ead99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.data-mania.com\/data-superhero-quiz\/%20\">\n\t\t\t\t\t\t\t<img decoding=\"async\" data-pin-title=\"Top 5 Best Data Lineage Tools in 2022 Pros &amp; Cons\" width=\"800\" height=\"800\" data-src=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-1024x1024.jpg\" class=\"attachment-large size-large wp-image-13236 lazyload\" alt=\"\" data-srcset=\"https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-1024x1024.jpg 1024w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-300x300.jpg 300w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-150x150.jpg 150w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-768x768.jpg 768w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-90x90.jpg 90w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-600x600.jpg 600w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite-649x649.jpg 649w, https:\/\/www.data-mania.com\/blog\/wp-content\/uploads\/2022\/06\/data-superheros-quiz-invite.jpg 1080w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" data-pin-url=\"https:\/\/www.data-mania.com\/blog\/top-5-best-data-lineage-tools-in-2022-pros-cons\/?tp_image_id=13236\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/800;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-453302a\" data-id=\"453302a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-854a738 elementor-widget elementor-widget-heading\" data-id=\"854a738\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.data-mania.com\/data-superhero-quiz\/%20\">This free and super-fun 45-second quiz is all about you and how your personality type aligns with the very best career path for you. It\u2019s fun, free and it will provide you personalized data career recommendations, complete with potential roles that fit your unique skills and passions, as well as salaries associated with those roles.\n<br><br>\n<u>Take the Data Superhero Quiz today!<\/u><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1042979 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1042979\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8756462\" data-id=\"8756462\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-82a75f8 elementor-widget elementor-widget-spacer\" data-id=\"82a75f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b15634 elementor-widget elementor-widget-text-editor\" data-id=\"3b15634\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>A Guest Post By&#8230;<\/h2><p><img decoding=\"async\" data-pin-nopin=\"nopin\" class=\"alignleft lazyload\" data-src=\"http:\/\/data-mania.com\/blog\/wp-content\/uploads\/2021\/03\/SF-Headshot-643x1024.jpg\" alt=\"\" width=\"192\" height=\"306\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 192px; --smush-placeholder-aspect-ratio: 192\/306;\" \/><\/p><p>\u00a0<\/p><p>This blog post was generously contributed to Data-Mania by Shannon Flynn. Shannon Flynn is a freelance blogger who covers business, cybersecurity and IoT topics.<\/p><p>You can follow Shannon on\u00a0<a href=\"https:\/\/trk.rehack.com\/r\/e\/qQxquvZ7WXfA07JG?r=https:\/\/trk.rehack.com\/r\/e\/w52XS450k7SR5E3M?r=https:\/\/trk.rehack.com\/r\/e\/79PgSBvmK5Hvzowj?r=https:\/\/muckrack.com\/shannon-l-flynn\" target=\"_blank\" rel=\"noopener\">Muck Rack<\/a>\u00a0or\u00a0<a href=\"https:\/\/trk.rehack.com\/r\/e\/xBwXuQkew9F6gR2G?r=https:\/\/trk.rehack.com\/r\/e\/WxXvUQgb7ZF4zo5g?r=https:\/\/trk.rehack.com\/r\/e\/Lj3vtB1gGjHAWXNn?r=https:\/\/shannon-flynn.medium.com\/\" target=\"_blank\" rel=\"noopener\">Medium<\/a>\u00a0to read more of her articles.<\/p><p>If you&#8217;d like to contribute to the Data-Mania blog community yourself, please drop us a line at communication@data-mania.com.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data is arguably the most valuable resource today. As beneficial as it can be, though, it can be misleading if people don\u2019t understand its context and history. The best data science processes need the best data lineage tools. Read about the top 5 best data lineage tools in 2022 and their respective PROs and CONs. [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":11222,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"gallery","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[582],"tags":[564,563],"class_list":["post-11203","post","type-post","status-publish","format-gallery","has-post-thumbnail","hentry","category-startups","tag-data-lineage-tools","tag-top-5-best-data-lineage-tools-in-2022-pros-cons","post_format-post-format-gallery"],"_links":{"self":[{"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/posts\/11203","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/comments?post=11203"}],"version-history":[{"count":1,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/posts\/11203\/revisions"}],"predecessor-version":[{"id":20259,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/posts\/11203\/revisions\/20259"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/media\/11222"}],"wp:attachment":[{"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/media?parent=11203"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/categories?post=11203"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.data-mania.com\/blog\/wp-json\/wp\/v2\/tags?post=11203"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}