{"id":5109,"date":"2023-11-01T12:11:00","date_gmt":"2023-11-01T12:11:00","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=5109"},"modified":"2023-11-01T12:11:03","modified_gmt":"2023-11-01T12:11:03","slug":"exploring-data-observability-and-data-quality","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/exploring-data-observability-and-data-quality\/","title":{"rendered":"Exploring Data Observability and Data Quality"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Alegreya%3Awght%40700&amp;family=Roboto%3Awght%40700\" 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auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#73929a\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-495aa393-788a-4804-b508-9c4f8a369890\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:5.01618%;width:71.84466%;height:40.61489%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-165aaca3-b6d6-49cb-b6b2-c20dcede91f8\">\n<div style=\"position:absolute;width:100%;height:107.19496%;left:0%;top:-3.59748%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-scaled.jpg\" alt=\"Data Observability and Data Quality\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-2048x1862.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-1536x1396.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-1024x931.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-768x698.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-300x273.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/1759-150x136.jpg 150w\" sizes=\"(min-width: 1024px) 32vh, 72vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:54.04531%;width:74.27184%;height:38.02589%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6535947712418301% 0.6535947712418301% 0.6535947712418301% 0.6535947712418301% \/ 0.851063829787234% 0.851063829787234% 0.851063829787234% 0.851063829787234%\" id=\"el-81a8a7d4-85f1-477d-96be-ccc19465b55d\">\n<h1 id=\"exploring-data-observability-and-data-quality\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3132352941176468% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.760518em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Exploring Data Observability and Data Quality<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"ceb03348-1383-4c02-951e-96ac3ee929b1\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#454545\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-02ac09ef-eb98-4772-823b-dacc4bb75512\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:6.5534%;top:27.02265%;width:86.65049%;height:30.74434%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4e21de61-fc01-4982-baba-f1f1dcc64e65\">\n<div style=\"position:absolute;width:100%;height:125.28762%;left:0%;top:-12.64381%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-scaled.jpg\" alt=\"Data Observability Tools and Its Key Applications\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-2048x1365.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/statistical-data-analysis-business-finance-investment-concepts-with-businesspeople-dashboard-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 39vh, 87vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.1165%;top:0;width:57.03883%;height:22.16828%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.851063829787234% 0.851063829787234% 0.851063829787234% 0.851063829787234% \/ 1.4598540145985401% 1.4598540145985401% 1.4598540145985401% 1.4598540145985401%\" id=\"el-56257b29-c59c-4c2c-8e2c-73cc29c90a58\">\n<h1 id=\"understanding-data-observability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3097872340425543% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Understanding Data Observability<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.4466%;top:62.29773%;width:62.13592%;height:27.34628%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.78125% 0.78125% 0.78125% 0.78125% \/ 1.183431952662722% 1.183431952662722% 1.183431952662722% 1.183431952662722%\" id=\"el-2cedb451-d3fc-46d3-896e-306bd5d05ad6\">\n<h3 id=\"the-ability-to-monitor-and-manage-your-data-infrastructure-in-real-time-ensuring-accessibility-and-reliability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.37200927734374956% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.372168em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #d4e4c0\">The ability to monitor and manage your data infrastructure in real-time, ensuring accessibility and reliability.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:94.66019%;width:67.96117%;height:10.67961%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-16e60b47-2415-4d22-9e10-69e8a8a2440e\">\n<div class=\"fill\" style=\"background-color:#fff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.51456%;top:96.27832%;width:51.21359%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.9478672985781991% 0.9478672985781991% 0.9478672985781991% 0.9478672985781991% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-ef5e6187-b178-4d1a-838c-0702bf768e67\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-data-observability-tools-and-applications\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/what-is-data-observability.jpg\" data-tooltip-text=\"Data Observability Tools and Its Key Applications\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2532582938388629% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.614887em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"69f35b5a-9936-46e4-9aa7-ef8090136a00\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#87bf9f\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-0b6ced1b-2bf7-4e8f-aa4c-e32be74db4be\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:21.1165%;top:0;width:57.03883%;height:14.72492%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.851063829787234% 0.851063829787234% 0.851063829787234% 0.851063829787234% \/ 2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198%\" id=\"el-bd7369f3-7e5a-4d40-8c4d-bf9a6fc20127\">\n<h1 id=\"understanding-data-quality\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3097872340425543% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #161a1d\">Understanding Data Quality<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:56.6343%;width:69.17476%;height:27.83172%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7017543859649122% 0.7017543859649122% 0.7017543859649122% 0.7017543859649122% \/ 1.1627906976744187% 1.1627906976744187% 1.1627906976744187% 1.1627906976744187%\" id=\"el-cb7fc608-01b5-48bb-83ae-a6c05890d59e\">\n<h2 id=\"data-quality-is-about-the-accuracy-consistency-and-completeness-of-your-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.42132675438596445% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.469256em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #131516\">Data Quality is about the accuracy, consistency, and completeness of your data.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:91.58576%;width:67.96117%;height:12.45955%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-09256b38-0dbb-4993-9ef5-3f92dad37636\">\n<div class=\"fill\" style=\"background-color:#fff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:16.50485%;width:85.19417%;height:34.62783%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-eaf46e01-d343-4151-b0a2-856c6385d1c3\">\n<div style=\"position:absolute;width:100%;height:109.49529%;left:0%;top:-4.74764%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-scaled.jpg\" alt=\"data quality\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-2048x1367.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-1536x1025.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-768x513.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/quality-assurance-clipboard-icon-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 38vh, 85vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:25.48544%;top:94.33657%;width:48.05825%;height:6.6343%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.0101010101010102% 1.0101010101010102% 1.0101010101010102% 1.0101010101010102% \/ 4.878048780487805% 4.878048780487805% 4.878048780487805% 4.878048780487805%\" id=\"el-4b807621-3487-43ce-9e97-a37305c33f92\"><a href=\"https:\/\/pickl.ai\/blog\/ways-to-improve-data-quality\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/12-ways-to-improve-data-quality.jpg\" data-tooltip-text=\"Unlocking the 12 Ways to Improve Data Quality\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2556818181818171% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.582524em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"70f5cd61-074d-4fb4-9e6b-81f9f80aced8\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#eee\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-6380f994-bee7-49ad-9447-e2a02c7eaf70\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:13.59223%;top:-0.48544%;width:73.05825%;height:15.53398%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6644518272425249% 0.6644518272425249% 0.6644518272425249% 0.6644518272425249% \/ 2.083333333333333% 2.083333333333333% 2.083333333333333% 2.083333333333333%\" id=\"el-7a8f7c75-70c7-4f8a-a70d-07285bf55d17\">\n<h1 id=\"data-observability-vs-data-quality\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.0794019933554813% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.614887em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #161a1d\">Data Observability vs Data Quality<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.47573%;top:20.38835%;width:76.94175%;height:6.79612%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 4.761904761904762% 4.761904761904762% 4.761904761904762% 4.761904761904762%\" id=\"el-0483fa39-c3c7-4061-a4f5-f26d80a8be74\">\n<h2 id=\"data-observability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.7872239747634079% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.501618em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ffd900\">Data Observability<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.56311%;top:18.77023%;width:66.74757%;height:8.89968%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-967b9a09-4824-4eb8-be12-0b5f920875a2\">\n<div class=\"fill\" style=\"background-color:rgba(255,255,255,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:29.12621%;width:82.76699%;height:32.36246%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5865102639296188% 0.5865102639296188% 0.5865102639296188% 0.5865102639296188% \/ 1% 1% 1% 1%\" id=\"el-7a4feb8a-c257-472f-af11-c7a3d242938a\">\n<h3 id=\"1-focuses-on-real-time-monitoring2-ensures-data-availability3-identifies-anomalies-and-issues4-monitors-data-pipelines-and-infrastructure\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2914222873900289% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.388350em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>1. Focuses on real-time monitoring<br \/>\n2. Ensures data availability<br \/>\n3. Identifies anomalies and issues<br \/>\n4. Monitors data pipelines and infrastructure<\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.7767%;top:63.1068%;width:66.74757%;height:8.89968%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-a7f8256d-cd73-4b9e-8871-e3134432b65e\">\n<div class=\"fill\" style=\"background-color:rgba(255,255,255,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:64.23948%;width:76.94175%;height:6.79612%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 4.761904761904762% 4.761904761904762% 4.761904761904762% 4.761904761904762%\" id=\"el-471d9cb8-67f6-4f65-9100-f2a7aa51d485\">\n<h2 id=\"data-quality\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.7872239747634079% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.501618em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ffd900\">Data Quality<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.47573%;top:73.78641%;width:79.36893%;height:32.36246%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6116207951070336% 0.6116207951070336% 0.6116207951070336% 0.6116207951070336% \/ 1% 1% 1% 1%\" id=\"el-95d02c13-ff2a-485e-bb65-70472c275b9b\">\n<h3 id=\"1-concentrates-on-data-accuracy2-ensures-consistency-and-completeness3-detects-errors-and-inconsistencies\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.30389908256880693% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.388350em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>1. Concentrates on data accuracy<br \/>\n2. Ensures consistency and completeness<br \/>\n3. Detects errors and inconsistencies<\/p>\n<p><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"8736c5eb-ad6a-4847-83f5-f7c5da88d708\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#87bf9f\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4f880901-2a1d-44df-87fb-0fe493ccbcdc\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.56311%;top:-5.17799%;width:64.80583%;height:10.19417%;transform:rotate(359deg);opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-aba05fa9-8dac-4732-806a-869f982dadc9\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 51 12\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Off-white Banner<\/title><path d=\"M50.0394 0.524213C47.1156 0.507352 44.2173 0.29626 41.2907 0.765326C36.8034 1.46836 32.2413 1.32301 27.7338 1.29701C23.8354 1.27453 20.0617 1.90635 16.1631 1.93246C13.434 1.96532 10.7297 1.90113 8.00089 1.88539C6.80702 1.87851 5.63751 1.87176 4.44364 1.86488C3.88325 1.86165 1.61709 2.48944 1.10263 2.97242C0.172287 3.74457 1.91305 5.49486 1.9038 7.09842C1.89596 8.45902 1.69179 10.0615 2.44317 10.7461C2.8795 11.1374 3.58776 10.8499 4.05069 10.8526C4.90346 10.8575 5.75622 10.8624 6.60899 10.8673C9.72768 10.8853 13.0696 10.2243 16.1334 11.311C17.7624 11.9035 19.617 11.4283 21.2738 11.4378C23.223 11.4491 25.1965 11.4605 27.1457 11.4717C30.1669 11.4891 33.2125 11.5067 36.2337 11.5241C37.3789 11.5307 38.524 11.5373 39.6692 11.5439C40.9118 11.5511 42.0835 11.1691 43.3023 11.0789C44.5214 10.9402 45.7674 10.3642 46.9405 9.73927C47.5516 9.40264 48.1602 9.50334 48.7936 9.50699C49.2322 9.50952 49.7912 9.75571 50.1597 9.2233C50.5779 8.54539 50.4633 7.28128 50.6151 6.31026C50.8689 4.56233 50.8299 2.8613 50.8403 1.06337\" fill=\"#F3E9D4\"><\/path><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:-4.04531%;width:60.19417%;height:7.76699%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8064516129032258% 0.8064516129032258% 0.8064516129032258% 0.8064516129032258% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-31c30635-d574-4b9a-9c3a-95846ce5de57\">\n<h1 id=\"importance\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.2411290322580657% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #161a1d\">Importance<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:91.58576%;width:67.96117%;height:12.45955%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-221bb7f5-7f1b-4a46-86ad-71b78ebb1b4a\">\n<div class=\"fill\" style=\"background-color:#fff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:10.84142%;width:103.15534%;height:8.89968%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e4058abf-5f71-4c28-99c5-36bd9d709f40\">\n<div class=\"fill\" style=\"background-color:rgba(255,255,255,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.47573%;top:11.8123%;width:76.94175%;height:6.79612%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 4.761904761904762% 4.761904761904762% 4.761904761904762% 4.761904761904762%\" id=\"el-f16f6922-2065-450e-ac9e-02b94f6b7189\">\n<h2 id=\"data-observability-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.7872239747634079% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.501618em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Data Observability<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:23.6246%;width:59.70874%;height:24.75728%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8130081300813009% 0.8130081300813009% 0.8130081300813009% 0.8130081300813009% \/ 1.3071895424836601% 1.3071895424836601% 1.3071895424836601% 1.3071895424836601%\" id=\"el-0f29cd16-ba7d-4d63-8932-70a025528df2\">\n<h3 id=\"helps-prevent-data-downtime-improves-data-pipeline-efficiency-detects-and-alerts-on-anomalies\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.35346798780487787% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\"># Helps prevent data downtime<\/span><br \/>\n<span style=\"color: #fff\"># Improves data pipeline efficiency<\/span><br \/>\n<span style=\"color: #fff\"># Detects and alerts on anomalies<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:49.35275%;width:103.15534%;height:8.89968%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-21a8a364-42ba-43b8-ba20-bba2c466c9f4\">\n<div class=\"fill\" style=\"background-color:rgba(255,255,255,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:50%;width:76.94175%;height:6.79612%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 4.761904761904762% 4.761904761904762% 4.761904761904762% 4.761904761904762%\" id=\"el-a99570b5-1418-4a01-975f-ac6a19de9d8d\">\n<h2 id=\"data-quality-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.7872239747634079% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.501618em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Data Quality<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.14563%;top:63.91586%;width:59.70874%;height:20.55016%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8130081300813009% 0.8130081300813009% 0.8130081300813009% 0.8130081300813009% \/ 1.574803149606299% 1.574803149606299% 1.574803149606299% 1.574803149606299%\" id=\"el-70ac059b-124f-4c0c-9146-f879cb064abb\">\n<h3 id=\"enhances-decision-making-boosts-trust-in-data-ensures-compliance-with-regulations\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.35346798780487787% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\"># &nbsp;Enhances decision-making<\/span><br \/>\n<span style=\"color: #fff\"># Boosts trust in data<\/span><br \/>\n<span style=\"color: #fff\"># Ensures compliance with regulations<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:28.39806%;top:94.82201%;width:42.96117%;height:5.82524%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.1299435028248588% 1.1299435028248588% 1.1299435028248588% 1.1299435028248588% \/ 5.555555555555555% 5.555555555555555% 5.555555555555555% 5.555555555555555%\" id=\"el-1e501dd2-2ad0-4798-8f50-1b5c8ad33d6e\"><a href=\"https:\/\/pickl.ai\/blog\/difference-between-data-observability-and-data-quality\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Differences-Between-Data-Quality-and-Data-Observability.jpg\" data-tooltip-text=\"Unfolding the difference between Data Observability &amp; Data Quality\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.24629237288135475% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.501618em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Data is significant for all the organizations. Explore the relevance of Data Observability and Data Quality and its real-world examples\n","protected":false},"author":1,"featured_media":5113,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-5109","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Exploring Data Observability and Data Quality - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Data is significant for all the organizations. 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