{"id":5097,"date":"2023-10-31T12:28:10","date_gmt":"2023-10-31T12:28:10","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=5097"},"modified":"2023-12-13T07:52:05","modified_gmt":"2023-12-13T07:52:05","slug":"data-observability-tools-and-its-key-applications","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/data-observability-tools-and-its-key-applications\/","title":{"rendered":"Data Observability Tools and Its Key Applications"},"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=Roboto%3Awght%40400%3B700\" rel=\"stylesheet\"\/>\n<style 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name=\"web-stories-replace-head-start\"\/><title>Data Observability Tools and Its Key Applications<\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=5097\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"Pickl.AI\" publisher-logo-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/01\/cropped-cropped-favicon.png\" title=\"Data Observability Tools and Its Key Applications\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/cropped-what-is-data-observability.jpg\"><amp-story-page id=\"2d8e5772-1022-4eac-884e-f1bf47c8f888\" 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:#fff\">\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-b03fea56-58b5-4bb5-b82b-0fa6d7601167\">\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:41.01942%;top:76.3754%;width:44.41748%;height:23.13916%;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-86489d75-b100-486b-8c8a-ed4c184a15c1\">\n<div style=\"position:absolute;width:105.14781%;height:100%;left:-2.57391%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Data-Observability-Tools-and-Its-Key-Applications-1024x761-1.webp\" alt=\"Data Observability Tools and Its Key Applications\n\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Data-Observability-Tools-and-Its-Key-Applications-1024x761-1.webp 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Data-Observability-Tools-and-Its-Key-Applications-1024x761-1-768x571.webp 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Data-Observability-Tools-and-Its-Key-Applications-1024x761-1-300x223.webp 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Data-Observability-Tools-and-Its-Key-Applications-1024x761-1-150x111.webp 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:10.19417%;top:5.17799%;width:80.09709%;height:42.23301%;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:0.6060606060606061% 0.6060606060606061% 0.6060606060606061% 0.6060606060606061% \/ 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145%\" id=\"el-5c0e95eb-081d-40ea-92d7-abb72f5a72f6\">\n<h1 id=\"data-observability-tools-and-its-key-applications\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333325% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.711974em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #25198f\">Data Observability Tools and Its Key Applications<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:76.45631%;height:49.51456%;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-ba186037-3b7b-4beb-876a-8166c33965e6\">\n<div class=\"fill\" style=\"background-color:rgba(12,156,176,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:52.42718%;width:70.14563%;height:26.21359%;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:0.6920415224913495% 0.6920415224913495% 0.6920415224913495% 0.6920415224913495% \/ 1.2345679012345678% 1.2345679012345678% 1.2345679012345678% 1.2345679012345678%\" id=\"el-81f1252a-c0ae-4442-aff6-2fa067dc4cd7\">\n<h2 id=\"enhance-data-visibility-with-observability-tools-for-insightful-analysis-and-proactive-decision-making\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1313797577854669% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:justify;padding:0;color:#000000\"><span>Enhance data visibility with observability tools for insightful analysis and proactive decision-making.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:94.01294%;width:16.74757%;height:5.98706%;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-aabd92b3-f569-4501-9a4f-94ce379813f5\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"0cd2daaa-d794-484b-8d7b-fafca669f1c7\" 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:#fff\">\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-6dd6fbd6-db44-468b-a168-1295ce8f0473\">\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:8.25243%;top:1.13269%;width:80.09709%;height:16.99029%;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:0.6060606060606061% 0.6060606060606061% 0.6060606060606061% 0.6060606060606061% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%\" id=\"el-c764ffe1-1a13-4ede-9ab8-49ddefc3b74b\">\n<h1 id=\"what-is-data-observability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333325% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.711974em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">What is Data Observability?<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-3.8835%;top:-1.45631%;width:103.8835%;height:19.57929%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;transform:scale3d(-1, 1, 1)\" class=\"mask\" id=\"el-6c334f00-8602-453d-8ff1-822b35249dcd\">\n<div class=\"fill\" style=\"background-color:rgba(12,156,176,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:58.73786%;width:76.94175%;height:48.22006%;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-8a4ec2ae-691f-488c-85ee-875cff5d4ebc\">\n<div style=\"position:absolute;width:100%;height:117.02715%;left:0%;top:-8.51358%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-scaled.jpg\" alt=\"Shopping and payment online process on computer, smartphone and\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-scaled.jpg 2327w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-1862x2048.jpg 1862w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-1396x1536.jpg 1396w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-931x1024.jpg 931w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-768x845.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-273x300.jpg 273w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/torapril2-150x165.jpg 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:21.19741%;width:91.01942%;height:30.90615%;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:0.5333333333333333% 0.5333333333333333% 0.5333333333333333% 0.5333333333333333% \/ 1.0471204188481675% 1.0471204188481675% 1.0471204188481675% 1.0471204188481675%\" id=\"el-32199f7d-2a98-4767-918c-45e8d0a435fd\">\n<h2 id=\"it-is-the-practice-of-monitoring-managing-and-ensuring-the-quality-of-data-in-your-organization\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11999999999999982% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">It is the practice of monitoring, managing, and ensuring the quality of data in your organization.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:78.8835%;top:100.32362%;width:13.34951%;height:5.17799%;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-b73c4641-2b69-4f9c-9f4f-222a40274177\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"f42c0cb0-2b1d-4cd3-b690-82d2db3ea2e0\" 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:#fff\">\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-5efaf148-8b86-432c-8ea0-24a3b0739985\">\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:-3.8835%;top:-1.45631%;width:103.8835%;height:19.57929%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;transform:scale3d(-1, 1, 1)\" class=\"mask\" id=\"el-8724deb1-fe48-458e-8278-305273942c8c\">\n<div class=\"fill\" style=\"background-color:rgba(12,156,176,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.25243%;top:2.75081%;width:84.70874%;height:12.78317%;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:0.5730659025787965% 0.5730659025787965% 0.5730659025787965% 0.5730659025787965% \/ 2.5316455696202533% 2.5316455696202533% 2.5316455696202533% 2.5316455696202533%\" id=\"el-17f0f598-d5c7-428d-9987-d49c5b482324\">\n<h2 id=\"why-data-observability-matters\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08569126074498509% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.533981em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">Why Data Observability Matters<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.25243%;top:24.11003%;width:87.86408%;height:37.70227%;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:0.5524861878453038% 0.5524861878453038% 0.5524861878453038% 0.5524861878453038% \/ 0.8583690987124464% 0.8583690987124464% 0.8583690987124464% 0.8583690987124464%\" id=\"el-f6218619-c093-4718-aee9-73bfb81e5e1c\">\n<h2 id=\"1-quality-assurance-for-data-accuracy-and-reliability-2-compliance-to-meet-regulatory-requirements-3-optimized-data-processing-for-efficiency\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1087707182320444% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">1. Quality assurance for data accuracy and reliability.<\/span><br \/>\n<span style=\"font-weight: 700\">2. Compliance to meet regulatory requirements.<\/span><br \/>\n<span style=\"font-weight: 700\">3. Optimized data processing for efficiency.<\/span><\/p>\n<p><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.66019%;top:71.68285%;width:57.03883%;height:38.83495%;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-0d29379f-20c0-47bd-bc7a-8a9b5970786e\">\n<div style=\"position:absolute;width:102.12766%;height:100%;left:-1.06383%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667.jpg\" alt=\"3885667\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667.jpg 2000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667-1536x1536.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667-1024x1024.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667-768x768.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/3885667-96x96.jpg 96w\" sizes=\"(min-width: 1024px) 26vh, 57vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:78.8835%;top:100.32362%;width:13.34951%;height:5.17799%;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-25ba8a35-b1fc-4e8d-ac89-b4ef99e31d81\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:63.43042%;width:49.27184%;height:9.87055%;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-42c341f2-f0a4-4de6-a36d-90f151748944\">\n<div class=\"fill\" style=\"background-color:#ffffb7;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.94175%;top:65.21036%;width:39.80583%;height:6.31068%;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:1.2195121951219512% 1.2195121951219512% 1.2195121951219512% 1.2195121951219512% \/ 5.128205128205128% 5.128205128205128% 5.128205128205128% 5.128205128205128%\" id=\"el-cc7e442a-136a-428d-9472-02d0ac57b78f\"><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=\"https:\/\/pickl.ai\/blog\/difference-between-data-observability-and-data-quality\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"click-here\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2743902439024386% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0044c9\">Click Here&nbsp;<\/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=\"ee6123fa-e2ba-479d-810c-cd8ad14b00f7\" 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:#fff\">\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-c99093b4-7e6e-4386-ba0a-9fea41e2cb18\">\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:-3.8835%;top:-4.69256%;width:103.8835%;height:19.57929%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;transform:scale3d(-1, 1, 1)\" class=\"mask\" id=\"el-ceda4af8-2a7c-4b18-9d2a-ce2c20e76de7\">\n<div class=\"fill\" style=\"background-color:rgba(12,156,176,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-2.42718%;top:1.13269%;width:108.98058%;height:7.9288%;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:0.4454342984409799% 0.4454342984409799% 0.4454342984409799% 0.4454342984409799% \/ 4.081632653061225% 4.081632653061225% 4.081632653061225% 4.081632653061225%\" id=\"el-c9d10195-14f2-442c-851c-c953fce7f59e\">\n<h1 id=\"key-applications\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08477171492204864% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.679612em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">Key Applications<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.25243%;top:19.25566%;width:87.86408%;height:43.52751%;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:0.5524861878453038% 0.5524861878453038% 0.5524861878453038% 0.5524861878453038% \/ 0.7434944237918215% 0.7434944237918215% 0.7434944237918215% 0.7434944237918215%\" id=\"el-e6155f64-b4af-42e2-94c4-d6af4b651184\">\n<h2 id=\"1-monitor-and-troubleshoot-etl-processes-2-ensure-accurate-dashboards-and-reports-3-maintain-data-consistency-and-integrity-4-real-time-monitoring-for-iot-and-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1087707182320444% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">1. Monitor and troubleshoot ETL processes.<\/span><br \/>\n<span style=\"font-weight: 700\">2. Ensure accurate dashboards and reports.<\/span><br \/>\n<span style=\"font-weight: 700\">3. Maintain data consistency and integrity.<\/span><br \/>\n<span style=\"font-weight: 700\">4. Real-time monitoring for IoT and more.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:81.79612%;top:101.61812%;width:13.34951%;height:5.17799%;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-4787bcbd-c60e-43c6-a05d-08765a81c2bf\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.4466%;top:66.34304%;width:58.25243%;height:36.24595%;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-bdcd827c-ab11-493d-a78e-70e28ea74939\">\n<div style=\"position:absolute;width:100%;height:107.14288%;left:0%;top:-3.57144%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview.jpg\" alt=\"preview\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview.jpg 1667w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview-1536x1536.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview-1024x1024.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview-768x768.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/preview-96x96.jpg 96w\" sizes=\"(min-width: 1024px) 26vh, 58vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"0693d7b0-8745-4eaa-b980-288e26998c76\" 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:#fff\">\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-9f092bfb-dee3-437e-8ae9-ea4baa6e7bb5\">\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:-3.8835%;top:-1.45631%;width:103.8835%;height:19.57929%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;transform:scale3d(-1, 1, 1)\" class=\"mask\" id=\"el-428194c0-cef9-4de4-98eb-99d9537822ea\">\n<div class=\"fill\" style=\"background-color:rgba(12,156,176,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-15.29126%;top:3.39806%;width:124.27184%;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;border-radius:0.390625% 0.390625% 0.390625% 0.390625% \/ 3.6363636363636362% 3.6363636363636362% 3.6363636363636362% 3.6363636363636362%\" id=\"el-e2e041c5-260a-4454-a47a-c020da288957\">\n<h1 id=\"popular-tools\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.0814208984374995% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.744337em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">Popular Tools<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:25.56634%;width:78.8835%;height:41.74757%;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:0.6153846153846154% 0.6153846153846154% 0.6153846153846154% 0.6153846153846154% \/ 0.7751937984496124% 0.7751937984496124% 0.7751937984496124% 0.7751937984496124%\" id=\"el-b8b43be4-b5a9-4d88-9134-0dd24c9eb47e\">\n<h2 id=\"1-apache-kafka2-splunk3-datadog4-dynatrace5-grafana\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.18605769230769253% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.695793em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">1. Apache Kafka<\/span><br \/>\n<span style=\"font-weight: 700\">2. Splunk<\/span><br \/>\n<span style=\"font-weight: 700\">3. Datadog<\/span><br \/>\n<span style=\"font-weight: 700\">4. Dynatrace<\/span><br \/>\n<span style=\"font-weight: 700\">5. Grafana<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:81.79612%;top:101.61812%;width:13.34951%;height:5.17799%;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-65d1c8de-b393-4ed2-b172-8e36e28bfb00\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.04854%;top:68.4466%;width:69.90291%;height:32.03883%;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-ca29844f-36bb-4364-989e-b5f5becbfb99\">\n<div style=\"position:absolute;width:103.10485%;height:100%;left:-1.55243%;top:0%\" 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) 31vh, 70vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"1623b322-01d8-41d2-a5c0-0f06df2be83f\" 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:#fff\">\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-a7470acb-0f26-41a9-b73c-40f1aa37bb54\">\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:-5.09709%;top:-4.53074%;width:105.09709%;height:17.47573%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;transform:scale3d(-1, 1, 1)\" class=\"mask\" id=\"el-7473e12f-5af7-4dd5-bc5c-90fd16cefcd8\">\n<div class=\"fill\" style=\"background-color:rgba(12,156,176,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-8.00971%;top:0;width:110.19417%;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:0.4405286343612335% 0.4405286343612335% 0.4405286343612335% 0.4405286343612335% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-84a528bf-43fe-44a7-a27a-054f0c1d997d\">\n<h1 id=\"benefits\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07984581497797294% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">Benefits<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.56311%;top:19.25566%;width:80.82524%;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;border-radius:0.6006006006006006% 0.6006006006006006% 0.6006006006006006% 0.6006006006006006% \/ 0.796812749003984% 0.796812749003984% 0.796812749003984% 0.796812749003984%\" id=\"el-ce342f14-c017-4bde-9440-8e6d900a8fcc\">\n<h2 id=\"1-enhanced-data-quality2-increased-trust-in-data3-improved-decision-making4-regulatory-compliance\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1266891891891892% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">1. Enhanced data quality<\/span><br \/>\n<span style=\"font-weight: 700\">2. Increased trust in data<\/span><br \/>\n<span style=\"font-weight: 700\">3. Improved decision-making<\/span><br \/>\n<span style=\"font-weight: 700\">4. Regulatory compliance<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:81.79612%;top:101.61812%;width:13.34951%;height:5.17799%;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-24f48af0-ca7b-474b-885a-fc7e6f7f6cb1\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.52427%;top:69.09385%;width:80.09709%;height:39.96764%;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-2c9b8ee7-5713-4600-aa3e-66bfa526635d\">\n<div style=\"position:absolute;width:100%;height:100.20243%;left:0%;top:-0.10121%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Successful_business_team_led_by_a_leader__Vector_illustration-scaled.jpg\" alt=\"Successful business team led by a leader. 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Read more to know about data observability &amp; data governance.\n","protected":false},"author":1,"featured_media":5560,"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":[2003],"web_story_tag":[2004],"class_list":["post-5097","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>Data Observability Tools &amp; Its Applications<\/title>\n<meta name=\"description\" content=\"Empower data-driven decisions with advanced data observability tools, ensuring real-time insights and optimal performance for your business.\" \/>\n<meta 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