<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"
xmlns:content="http://purl.org/rss/1.0/modules/content/"
xmlns:wfw="http://wellformedweb.org/CommentAPI/"
xmlns:dc="http://purl.org/dc/elements/1.1/"
xmlns:atom="http://www.w3.org/2005/Atom"
xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
>
<channel>
<title>DevOps Archives - Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</title>
<atom:link href="https://www.datagaps.com/blog/category/devops/feed/" rel="self" type="application/rss+xml" />
<link></link>
<description></description>
<lastBuildDate>Fri, 31 Oct 2025 14:15:35 +0000</lastBuildDate>
<language>en-US</language>
<sy:updatePeriod>
hourly </sy:updatePeriod>
<sy:updateFrequency>
1 </sy:updateFrequency>
<generator>https://wordpress.org/?v=6.9.4</generator>
<image>
<url>https://www.datagaps.com/wp-content/uploads/Datagaps-India-Favicon-Lite-theme-150x150.jpg</url>
<title>DevOps Archives - Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</title>
<link></link>
<width>32</width>
<height>32</height>
</image>
<item>
<title>How Datagaps DataOps Suite Aligns with DORA Metrics to Maximize ROI</title>
<link>https://www.datagaps.com/blog/how-datagaps-dataops-suite-aligns-with-dora-metrics-to-maximize-roi/</link>
<comments>https://www.datagaps.com/blog/how-datagaps-dataops-suite-aligns-with-dora-metrics-to-maximize-roi/#respond</comments>
<dc:creator><![CDATA[Anand Rao]]></dc:creator>
<pubDate>Fri, 23 May 2025 13:29:01 +0000</pubDate>
<category><![CDATA[DataOps]]></category>
<category><![CDATA[DevOps]]></category>
<guid isPermaLink="false">https://www.datagaps.com/?p=38299</guid>
<description><![CDATA[<p>In the era of data-driven decisions, enterprise success hinges not just on innovation, but on the speed, stability, and quality of data delivery. The DORA metrics – Deployment Frequency, Lead Time for Changes, Mean Time to Restore (MTTR), and Change Failure Rate (CFR) – have emerged as critical indicators of DevOps and DataOps performance. These […]</p>
<p>The post <a href="https://www.datagaps.com/blog/how-datagaps-dataops-suite-aligns-with-dora-metrics-to-maximize-roi/">How Datagaps DataOps Suite Aligns with DORA Metrics to Maximize ROI</a> appeared first on <a href="https://www.datagaps.com">Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</a>.</p>
]]></description>
<content:encoded><![CDATA[ <div data-elementor-type="wp-post" data-elementor-id="38299" class="elementor elementor-38299" data-elementor-post-type="post">
<div class="elementor-element elementor-element-2d03b69 e-flex e-con-boxed e-con e-parent" data-id="2d03b69" data-element_type="container" data-e-type="container">
<div class="e-con-inner">
<div class="elementor-element elementor-element-329f616 elementor-widget elementor-widget-text-editor" data-id="329f616" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>In the era of data-driven decisions, enterprise success hinges not just on innovation, but on the <em>speed</em>, <em>stability</em>, and <em>quality</em> of data delivery. The <a href="https://dora.dev/"><span style="color: #0000ff;">DORA metrics</span></a> – Deployment Frequency, Lead Time for Changes, Mean Time to Restore (MTTR), and Change Failure Rate (CFR) – have emerged as critical indicators of DevOps and DataOps performance. These metrics help organizations assess how effectively they build, test, deploy, and recover their software and data systems.</p> </div>
</div>
<div class="elementor-element elementor-element-6f327c6 elementor-widget elementor-widget-text-editor" data-id="6f327c6" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>The <strong><a href="https://www.datagaps.com/dataops-suite/"><span style="color: #0000ff;">Datagaps DataOps Suite</span></a></strong> stands out as a powerful enabler of DORA excellence by integrating <strong>automation, observability, AI/ML-driven insights</strong>, and <strong>low-code test pipelines</strong> across the entire data lifecycle. But beyond technical efficiency, it also delivers <strong>hard business outcomes</strong>, including faster time-to-market, increased trust in analytics, and measurable ROI from client feedback.</p> </div>
</div>
<div class="elementor-element elementor-element-f5d3cb8 elementor-widget elementor-widget-heading" data-id="f5d3cb8" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">Let’s explore how Datagaps directly maps to the four DORA metrics and amplifies both operational performance and financial impact.</h2> </div>
</div>
<div class="elementor-element elementor-element-4523985 elementor-widget elementor-widget-image" data-id="4523985" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
<div class="elementor-widget-container">
<img fetchpriority="high" decoding="async" width="900" height="628" src="https://www.datagaps.com/wp-content/uploads/how-Datagaps-directly-maps-to-the-four-DORA-metrics.jpg" class="attachment-full size-full wp-image-38322" alt="DataOps Suite DORA Metrics" srcset="https://www.datagaps.com/wp-content/uploads/how-Datagaps-directly-maps-to-the-four-DORA-metrics.jpg 900w, https://www.datagaps.com/wp-content/uploads/how-Datagaps-directly-maps-to-the-four-DORA-metrics-300x209.jpg 300w, https://www.datagaps.com/wp-content/uploads/how-Datagaps-directly-maps-to-the-four-DORA-metrics-768x536.jpg 768w" sizes="(max-width: 900px) 100vw, 900px" /> </div>
</div>
<div class="elementor-element elementor-element-7f00a73 elementor-widget elementor-widget-heading" data-id="7f00a73" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">1. Deployment Frequency: Accelerating BI and Analytics Delivery </h3> </div>
</div>
<div class="elementor-element elementor-element-ffdea8e elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="ffdea8e" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-icon">
<i aria-hidden="true" class="fas fa-check"></i> </span>
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>DORA Goal:</b></span> Increase how often new releases are deployed into production.</span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-22317bd elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="22317bd" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>How Datagaps Helps:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-cbe7edc elementor-widget elementor-widget-text-editor" data-id="cbe7edc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-size: 20px; color: #444444;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><a style="color: #0000ff; text-decoration: none;" href="https://www.datagaps.com/bi-validator/">
<strong style="font-weight: 300;">BI Validator</strong>
</a>
enables automated regression, upgrade, and performance testing across BI platforms like Power BI, Tableau, and Oracle Analytics.</div>
</li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">CI/CD Integration:</strong>
Datagaps integrates seamlessly with DevOps tools like Jenkins, GitHub Actions, and Azure Pipelines.</div>
</li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Test Automation Coverage >80%:</strong>
This high degree of test coverage allows teams to ship updates frequently without regression risks.</div>
</li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Environment Reusability:</strong>
Shared test cases across multiple environments enable quicker deployments across UAT, Dev, and Prod.
</div>
</li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-62a4186 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="62a4186" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>Business Impact:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-821b464 elementor-widget elementor-widget-text-editor" data-id="821b464" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-size: 20px; color: #444444;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Speeds up dashboard and data report updates, ensuring analytics teams keep pace with business needs.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Cuts manual validation bottlenecks, accelerating the cadence of releases.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Enables agile, continuous improvement cycles—a hallmark of high-performing DevOps teams.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-52c23e6 elementor-widget elementor-widget-heading" data-id="52c23e6" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">2. Lead Time for Changes: Reducing Time to Market</h3> </div>
</div>
<div class="elementor-element elementor-element-a9201ef elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="a9201ef" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-icon">
<i aria-hidden="true" class="fas fa-check"></i> </span>
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>DORA Goal:</b></span> Minimize the time it takes from code committed to code running in production.</span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-2c20919 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="2c20919" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>How Datagaps Helps:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-b259d78 elementor-widget elementor-widget-text-editor" data-id="b259d78" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-size: 20px; color: #444444;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;"; color: #00000;">No-Code Test Pipelines:</strong> Rapid drag-and-drop test case creation minimizes the need for complex scripting.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;"; color: #707070;"><a style="color: #0000ff; text-decoration: none;" href="https://www.datagaps.com/etl-validator/">ETL Validator:</a></strong> Performs full-spectrum validations (schema, metadata, row-by-row comparisons) from ingestion to visualization.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;"; color: #707070;">Automated Test Generation:</strong> Powered by Generative AI and ML, accelerates test development.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;"; color: #707070;">TDM (<a style="color: #0000ff; text-decoration: none;" href="https://www.datagaps.com/test-data-manager/">Test Data Manager</a>):</strong> Generates statistically similar test data while masking PII, ensuring that test cycles don’t wait on sensitive data approvals.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-17469f4 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="17469f4" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>Business Impact:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-f2b8870 elementor-widget elementor-widget-text-editor" data-id="f2b8870" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-weight: 300; color: #444444; font-size: 20px;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Shrinks the cycle time from development to release, improving responsiveness to business requirements.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Reduces development overhead and testing effort – freeing up dev bandwidth.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Enables data products to reach stakeholders faster, improving decision agility.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-057cce8 elementor-widget elementor-widget-heading" data-id="057cce8" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">3. Mean Time to Restore (MTTR): Restoring Services Fast</h3> </div>
</div>
<div class="elementor-element elementor-element-f0577ed elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="f0577ed" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-icon">
<i aria-hidden="true" class="fas fa-check"></i> </span>
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>DORA Goal:</b></span> Decrease the time required to recover from an incident or defect.</span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-181dd76 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="181dd76" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>How Datagaps Helps:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-04e37dc elementor-widget elementor-widget-text-editor" data-id="04e37dc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-weight: 300; color: #444444; font-size: 20px;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">ML-Based Anomaly Detection:</strong> The <a style="color: #0000ff; text-decoration: none;" href="https://www.datagaps.com/dataops-data-quality/"><strong>Data Quality Monitor</strong></a> continuously observes both pipeline-level and report-level data for drift, outliers, or missing values.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Historical Snapshot Comparisons:</strong> Teams can quickly pinpoint when and where issues were introduced by comparing historical baselines.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Auto-generated Rule Failures:</strong> These facilitate root-cause analysis with pinpointed insights into what failed and why.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Integrated Alerts & Dashboards:</strong> Real-time alerting ensures teams respond to failures as they happen, minimizing downtime.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-1dc7db3 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="1dc7db3" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>Business Impact:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-ec9d042 elementor-widget elementor-widget-text-editor" data-id="ec9d042" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-weight: 300; color: #444444; font-size: 20px;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Faster recovery reduces lost revenue from broken dashboards or delayed reports.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Maintains trust in business insights, critical for executive decisions.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Strengthens SLA compliance by reducing incident resolution times.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-0b709fd elementor-widget elementor-widget-heading" data-id="0b709fd" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">4. Change Failure Rate (CFR): Delivering Stability with Every Update</h3> </div>
</div>
<div class="elementor-element elementor-element-960cef6 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="960cef6" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-icon">
<i aria-hidden="true" class="fas fa-check"></i> </span>
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>DORA Goal:</b></span> Lower the percentage of changes that result in failure in production.</span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-28ee1cd elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="28ee1cd" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>How Datagaps Helps:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-a65f9c7 elementor-widget elementor-widget-text-editor" data-id="a65f9c7" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-weight: 300; color: #444444; font-size: 20px;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;">
<span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>
<strong style="color: #000000;">End-to-End Regression Testing</strong> for data pipelines and BI dashboards catches issues before deployment.
</div>
</li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;">
<span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>
<strong style="color: #000000;">Visual Comparison Engine</strong> in BI Validator detects even subtle UI/report inconsistencies.
</div>
</li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;">
<span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>
<strong style="color: #000000;">Security and Stress Testing</strong> ensures dashboards are resilient under peak loads and correctly enforce role-based access.
</div>
</li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;">
<span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>
<strong style="color: #000000;">Business Rule Validation:</strong> Logical assertions and KPI checks are applied automatically to confirm accuracy against defined metrics.
</div>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-f342ad0 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list" data-id="f342ad0" data-element_type="widget" data-e-type="widget" data-widget_type="icon-list.default">
<div class="elementor-widget-container">
<ul class="elementor-icon-list-items">
<li class="elementor-icon-list-item">
<span class="elementor-icon-list-text"><span style="color: #1D1D33"><b>Business Impact:</b></span></span>
</li>
</ul>
</div>
</div>
<div class="elementor-element elementor-element-e0fb358 elementor-widget elementor-widget-text-editor" data-id="e0fb358" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-weight: 300; color: #444444; font-size: 20px;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Reduces bugs and inconsistencies in production reports.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>Improves confidence in analytics, increasing BI adoption across business teams.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div>A client reported a reduction of five-person-months of testing to a few days, driving substantial cost savings and quality assurance.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-64dbb43 elementor-widget elementor-widget-html" data-id="64dbb43" data-element_type="widget" data-e-type="widget" data-widget_type="html.default">
<div class="elementor-widget-container">
<div class="trigger-video" data-video-url="https://www.youtube.com/watch?v=DY8SKZ1q3xo" style="position: relative; cursor: pointer;">
<img decoding="async" src="https://www.datagaps.com/wp-content/uploads/Maximizing-ROI-with-DORA.jpg" alt="Maximizing ROI with DORA" style="width: 100%; height: auto;border-radius:10px">
<!-- SVG Play Icon -->
<!-- Smaller SVG Play Icon -->
<div style="position: absolute; top: 50%; left: 50%; transform: translate(-50%, -50%); pointer-events: none;">
<svg width="60px" viewBox="0 0 68 48" xmlns="http://www.w3.org/2000/svg">
<path class="ytp-large-play-button-bg"
d="M66.52,7.74c-0.78-2.93-2.49-5.41-5.42-6.19C55.79,.13,34,0,34,0S12.21,.13,6.9,1.55
C3.97,2.33,2.27,4.81,1.48,7.74C0.06,13.05,0,24,0,24s0.06,10.95,1.48,16.26c0.78,2.93,2.49,5.41,5.42,6.19
C12.21,47.87,34,48,34,48s21.79-0.13,27.1-1.55c2.93-0.78,4.64-3.26,5.42-6.19C67.94,34.95,68,24,68,24S67.94,13.05,66.52,7.74z"
fill="#f03" />
<path d="M 45,24 27,14 27,34" fill="#fff" />
</svg>
</div>
</div>
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "VideoObject",
"name": "DataOps Suite: Maximize ROI with DORA Metrics",
"description": "Business demands insights yesterday, but rushing data pipelines risks shattering trust—how do you balance speed and stability for real ROI? Enter DORA metrics adapted for data teams: Deployment Frequency (faster releases), Lead Time (quicker changes), Change Failure Rate (fewer breaks), and Time to Restore (rapid recovery). Discover how automated testing unlocks these for 10x faster delivery without quality dips.",
"thumbnailUrl": "https://www.datagaps.com/wp-content/uploads/Maximizing-ROI-with-DORA.jpg",
"uploadDate": "2025-10-31T12:00:00Z",
"duration": "PT8M34S",
"publisher": {
"@type": "Organization",
"name": "Datagaps",
"logo": {
"@type": "ImageObject",
"url": "https://www.datagaps.com/wp-content/uploads/datagaps-logo.svg"
}
},
"contentUrl": "https://www.youtube.com/watch?v=DY8SKZ1q3xo",
"embedUrl": "https://www.youtube.com/embed/DY8SKZ1q3xo",
"interactionStatistic": {
"@type": "InteractionCounter",
"interactionType": { "@type": "http://schema.org/WatchAction" },
"userInteractionCount": "10"
},
"regionsAllowed": ["US", "CA", "IN","GB","AU","DE","FR","IT","ES","JP","CN","RU"]
}
</script> </div>
</div>
</div>
</div>
<div class="elementor-element elementor-element-b5b37b8 e-flex e-con-boxed e-con e-parent" data-id="b5b37b8" data-element_type="container" data-e-type="container">
<div class="e-con-inner">
<div class="elementor-element elementor-element-139496b elementor-widget elementor-widget-heading" data-id="139496b" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">ROI: Bridging DORA and Business Value</h2> </div>
</div>
<div class="elementor-element elementor-element-1c7a648 elementor-widget elementor-widget-text-editor" data-id="1c7a648" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Aligning DORA metrics to business ROI is where Datagaps shines. The platform does not stop at automation – it enables enterprises to <span style="color: #000000;"><strong>measure</strong>, <strong>track</strong></span>, and <span style="color: #000000;"><strong>monetize</strong></span> their improvements:</p> </div>
</div>
<div class="elementor-element elementor-element-23f96bb elementor-widget elementor-widget-text-editor" data-id="23f96bb" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul style="list-style-type: none; padding-left: 0; margin: 0; font-family: 'Poppins', sans-serif; font-weight: 300; font-size: 20px; color: #444444;">
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">2x ROI:</strong> through reduction in QA costs, manual testing time, and faster incident resolution.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Increased Productivity:</strong> Gartner projects a 10x productivity increase for DataOps teams using automated tools by 2026.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">BI Confidence Growth:</strong> More frequent, reliable report releases drive higher user adoption and improved decision-making outcomes.</div></li>
<li style="display: flex; align-items: flex-start; gap: 12px; margin-bottom: 15px;"><span style="font-size: 24px; color: #19935e; flex-shrink: 0;">●</span>
<div><strong style="color: #000000;">Operational Efficiency:</strong> From sandbox environments to CI/CD orchestration, Datagaps supports scalable, repeatable deployments – key to sustainable digital transformation.</div></li>
</ul> </div>
</div>
<div class="elementor-element elementor-element-0b57894 elementor-widget elementor-widget-text-editor" data-id="0b57894" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<div style="overflow-x: auto;"><table style="width: 100%; border-collapse: collapse; font-family: 'Poppins', sans-serif; font-weight: 300; margin: 20px 0; font-size: 20px; min-width: 600px;"><thead><tr style="background-color: #d6e3f5; color: #19935e; font-weight: bold;"><th style="padding: 14px; border: 1px solid #ccc;">DORA Metric</th><th style="padding: 14px; border: 1px solid #ccc;">ROI Impact</th><th style="padding: 14px; border: 1px solid #ccc;">Datagaps Capabilities</th></tr></thead><tbody><tr><td style="padding: 14px; border: 1px solid #ccc;">Deployment Frequency</td><td style="padding: 14px; border: 1px solid #ccc;">More frequent BI/report deployments</td><td style="padding: 14px; border: 1px solid #ccc;">CI/CD Integration, Automated Regression, Upgrade and Performance Testing</td></tr><tr style="background-color: #f8f9fa;"><td style="padding: 14px; border: 1px solid #ccc;">Lead Time for Changes</td><td style="padding: 14px; border: 1px solid #ccc;">Reduction in test creation & execution time</td><td style="padding: 14px; border: 1px solid #ccc;">Test Case Generation, API/CLI Automation</td></tr><tr><td style="padding: 14px; border: 1px solid #ccc;">Mean Time to Restore</td><td style="padding: 14px; border: 1px solid #ccc;">Reduced downtime from BI/report issues</td><td style="padding: 14px; border: 1px solid #ccc;">Anomaly Detection, Alerts, Historical Snapshots, Post-restore Validation</td></tr></tbody></table></div> </div>
</div>
<div class="elementor-element elementor-element-e55f035 elementor-widget elementor-widget-heading" data-id="e55f035" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">Turn DORA Metrics Into Measurable ROI</h2> </div>
</div>
<div class="elementor-element elementor-element-6ee74f9 elementor-widget elementor-widget-text-editor" data-id="6ee74f9" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Datagaps goes beyond supporting DORA – it puts them into action. With automation, AI-driven quality checks, and DevOps integration, Datagaps boosts agility and business impact.</p> </div>
</div>
<div class="elementor-element elementor-element-763c7ad e-con-full e-flex e-con e-child" data-id="763c7ad" data-element_type="container" data-e-type="container" data-settings="{"background_background":"classic"}">
<div class="elementor-element elementor-element-c49ff7f e-con-full e-flex e-con e-child" data-id="c49ff7f" data-element_type="container" data-e-type="container">
<div class="elementor-element elementor-element-6c67efb elementor-widget elementor-widget-heading" data-id="6c67efb" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">Ready to accelerate deployments, reduce downtime, and improve data quality?</h2> </div>
</div>
<div class="elementor-element elementor-element-5c513be elementor-widget elementor-widget-text-editor" data-id="5c513be" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Request a Demo and talk to a DataOps Expert today</p> </div>
</div>
</div>
<div class="elementor-element elementor-element-acb1313 e-con-full e-flex e-con e-child" data-id="acb1313" data-element_type="container" data-e-type="container">
<div class="elementor-element elementor-element-9f8b7cd elementor-widget elementor-widget-button" data-id="9f8b7cd" data-element_type="widget" data-e-type="widget" data-widget_type="button.default">
<div class="elementor-widget-container">
<div class="elementor-button-wrapper">
<a class="elementor-button elementor-button-link elementor-size-sm" href="https://www.datagaps.com/request-a-demo/">
<span class="elementor-button-content-wrapper">
<span class="elementor-button-text">Let’s connect!</span>
</span>
</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="elementor-element elementor-element-7656a456 e-flex e-con-boxed e-con e-parent" data-id="7656a456" data-element_type="container" data-e-type="container" data-settings="{"background_background":"classic"}">
<div class="e-con-inner">
<div class="elementor-element elementor-element-5c2eb3e4 elementor-widget elementor-widget-heading" data-id="5c2eb3e4" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">FAQ's about DORA (DevOps Research and Assessment) </h3> </div>
</div>
<div class="elementor-element elementor-element-871ca83 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="871ca83" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
<div class="elementor-widget-container">
<div class="elementor-divider">
<span class="elementor-divider-separator">
</span>
</div>
</div>
</div>
<div class="elementor-element elementor-element-208d5261 elementor-widget elementor-widget-eael-adv-accordion" data-id="208d5261" data-element_type="widget" data-e-type="widget" id="faq-14" data-widget_type="eael-adv-accordion.default">
<div class="elementor-widget-container">
<div class="eael-adv-accordion" id="eael-adv-accordion-208d5261" data-scroll-on-click="no" data-scroll-speed="300" data-accordion-id="208d5261" data-accordion-type="accordion" data-toogle-speed="300">
<div class="eael-accordion-list">
<div id="faq-1" class="elementor-tab-title eael-accordion-header active-default" tabindex="0" data-tab="1" aria-controls="elementor-tab-content-5461"><span class="eael-accordion-tab-title">What are the four DORA metrics?</span><i aria-hidden="true" class="fa-toggle fas fa-angle-right"></i></div><div id="elementor-tab-content-5461" class="eael-accordion-content clearfix active-default" data-tab="1" aria-labelledby="faq-1"><p>The DORA metrics are Deployment Frequency, Lead Time for Changes, Mean Time to Restore (MTTR), and Change Failure Rate (CFR).</p></div>
</div><div class="eael-accordion-list">
<div id="faq-3" class="elementor-tab-title eael-accordion-header" tabindex="0" data-tab="2" aria-controls="elementor-tab-content-5462"><span class="eael-accordion-tab-title">In what ways does the DataOps Suite reduce Lead Time for Changes?</span><i aria-hidden="true" class="fa-toggle fas fa-angle-right"></i></div><div id="elementor-tab-content-5462" class="eael-accordion-content clearfix" data-tab="2" aria-labelledby="faq-3"><p>No-code test pipelines, automated test generation, and efficient test data management all contribute to faster development-to-release cycles.</p></div>
</div><div class="eael-accordion-list">
<div id="faq-3" class="elementor-tab-title eael-accordion-header" tabindex="0" data-tab="3" aria-controls="elementor-tab-content-5463"><span class="eael-accordion-tab-title">How does the DataOps Suite support continuous improvement cycles?</span><i aria-hidden="true" class="fa-toggle fas fa-angle-right"></i></div><div id="elementor-tab-content-5463" class="eael-accordion-content clearfix" data-tab="3" aria-labelledby="faq-3"><p>By enabling agile, automated testing and deployment, the suite allows teams to iterate quickly and improve continuously the key principles measured by DORA metrics.</p></div>
</div><div class="eael-accordion-list">
<div id="faq-3" class="elementor-tab-title eael-accordion-header" tabindex="0" data-tab="4" aria-controls="elementor-tab-content-5464"><span class="eael-accordion-tab-title">Why are DORA metrics important for data and analytics teams?</span><i aria-hidden="true" class="fa-toggle fas fa-angle-right"></i></div><div id="elementor-tab-content-5464" class="eael-accordion-content clearfix" data-tab="4" aria-labelledby="faq-3"><p>They provide a standardized way to assess and improve the speed, stability, and quality of software and data system delivery.</p></div>
</div><div class="eael-accordion-list">
<div id="faq-3" class="elementor-tab-title eael-accordion-header" tabindex="0" data-tab="5" aria-controls="elementor-tab-content-5465"><span class="eael-accordion-tab-title">What features of the DataOps Suite help lower Change Failure Rate (CFR)?</span><i aria-hidden="true" class="fa-toggle fas fa-angle-right"></i></div><div id="elementor-tab-content-5465" class="eael-accordion-content clearfix" data-tab="5" aria-labelledby="faq-3"><p>End-to-end regression testing, visual comparison engines, and automated business rule validation catch issues before deployment, improving release stability.</p></div>
</div></div> </div>
</div>
</div>
</div>
</div>
<p>The post <a href="https://www.datagaps.com/blog/how-datagaps-dataops-suite-aligns-with-dora-metrics-to-maximize-roi/">How Datagaps DataOps Suite Aligns with DORA Metrics to Maximize ROI</a> appeared first on <a href="https://www.datagaps.com">Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</a>.</p>
]]></content:encoded>
<wfw:commentRss>https://www.datagaps.com/blog/how-datagaps-dataops-suite-aligns-with-dora-metrics-to-maximize-roi/feed/</wfw:commentRss>
<slash:comments>0</slash:comments>
</item>
<item>
<title>DataOps Suite Feature Updates – Version 2023.4.0.0</title>
<link>https://www.datagaps.com/blog/dataops-suite-feature-updates-version-2023-4-0-0/</link>
<dc:creator><![CDATA[Rajesh Kumar]]></dc:creator>
<pubDate>Sat, 06 Jan 2024 11:32:19 +0000</pubDate>
<category><![CDATA[BI Testing]]></category>
<category><![CDATA[Cloud Data Migration]]></category>
<category><![CDATA[Data Quality]]></category>
<category><![CDATA[DataOps]]></category>
<category><![CDATA[DevOps]]></category>
<category><![CDATA[ETL Testing]]></category>
<category><![CDATA[Tableau Testing]]></category>
<guid isPermaLink="false">https://staging9.datagaps.com/?p=25392</guid>
<description><![CDATA[<p>Datagaps Inc. announced its latest product feature updates for the DataOps Suite Version 2023.4.0.0 – The theme of this update is Integration and Easy to apply Analysis. If you are interested in getting a demo of DataOps Suite, you can fill your details here.</p>
<p>The post <a href="https://www.datagaps.com/blog/dataops-suite-feature-updates-version-2023-4-0-0/">DataOps Suite Feature Updates – Version 2023.4.0.0</a> appeared first on <a href="https://www.datagaps.com">Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</a>.</p>
]]></description>
<content:encoded><![CDATA[ <div data-elementor-type="wp-post" data-elementor-id="25392" class="elementor elementor-25392" data-elementor-post-type="post">
<section class="elementor-section elementor-top-section elementor-element elementor-element-fed3cc0 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="fed3cc0" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-50026b7" data-id="50026b7" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-d17638c elementor-widget elementor-widget-text-editor" data-id="d17638c" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Datagaps DataOps Suite 4.0.0 introduces a groundbreaking feature—GIT Integration. This empowers your Data team by enabling CI/CD for DataOps testing, seamlessly integrating with GIT providers such as Azure Repos and Bitbucket.</p><div class="et_pb_with_border et_pb_row et_pb_row_0"><div class="et_pb_column et_pb_column_4_4 et_pb_column_0 et_pb_css_mix_blend_mode_passthrough et-last-child"><div class="et_pb_module et_pb_text et_pb_text_0 et_pb_text_align_justified et_pb_bg_layout_light"><div class="et_pb_text_inner"><p>If you are interested in getting a <a href="https://www.datagaps.com/request-demo/">demo</a> of DataOps Suite, <a href="https://www.datagaps.com/request-demo/">you can fill your details here.</a></p></div></div></div></div><div class="et_pb_with_border et_pb_row et_pb_row_1"><div class="et_pb_column et_pb_column_4_4 et_pb_column_1 et_pb_css_mix_blend_mode_passthrough et-last-child"><div class="et_pb_with_border et_pb_module et_pb_text et_pb_text_1 et_pb_text_align_justified et_pb_bg_layout_light"><div class="et_pb_text_inner"> </div></div></div></div> </div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-a96efab elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="a96efab" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-4c08e4f" data-id="4c08e4f" data-element_type="column" data-e-type="column" data-settings="{"background_background":"classic"}">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-8579bec elementor-widget elementor-widget-heading" data-id="8579bec" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">DataOps Suite Feature Updates – Version 2023.4.0.0
</h3> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-4d91d68 elementor-widget elementor-widget-spacer" data-id="4d91d68" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<div class="elementor-element elementor-element-5fb112e elementor-widget elementor-widget-heading" data-id="5fb112e" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">1. Enable CI/CD for your DataOps testing with GIT integration
</h2> </div>
</div>
<div class="elementor-element elementor-element-44ad90f elementor-widget elementor-widget-image" data-id="44ad90f" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
<div class="elementor-widget-container">
<img decoding="async" width="980" height="549" src="https://www.datagaps.com/wp-content/uploads/DataOps-Suite-with-GIT-providers-Azure-DevOps-and-Bitbucket.webp" class="attachment-full size-full wp-image-25396" alt="" srcset="https://www.datagaps.com/wp-content/uploads/DataOps-Suite-with-GIT-providers-Azure-DevOps-and-Bitbucket.webp 980w, https://www.datagaps.com/wp-content/uploads/DataOps-Suite-with-GIT-providers-Azure-DevOps-and-Bitbucket-300x168.webp 300w, https://www.datagaps.com/wp-content/uploads/DataOps-Suite-with-GIT-providers-Azure-DevOps-and-Bitbucket-768x430.webp 768w" sizes="(max-width: 980px) 100vw, 980px" /> </div>
</div>
<div class="elementor-element elementor-element-4facd5b elementor-widget elementor-widget-text-editor" data-id="4facd5b" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<center>DataOps Suite with GIT providers Azure DevOps and Bitbucket</center> </div>
</div>
<div class="elementor-element elementor-element-919dc0d elementor-widget elementor-widget-text-editor" data-id="919dc0d" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>DataOps Suite supports various GIT providers like <strong>Azure Repos</strong> and <strong>Bitbucket</strong> to store, organize, manage, and track the dataflows of different versions, making it easier to roll back to previous versions if necessary. They provide a centralized repository to manage the dataflows in one place and make it easy for multiple team members to collaborate on maintaining the dataflows.</p><p><span class="fontSizeLarge">GIT Integration empowers the Data team to manage their ETL/ELT code, BI reports/workbooks and test cases in a single GIT repository.</span></p><h4><a href="https://help.datagaps.com/articles/#!dataops-suite/git-integration">Learn More – GIT Integration</a></h4> </div>
</div>
<div class="elementor-element elementor-element-5fbd919 elementor-widget elementor-widget-heading" data-id="5fbd919" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">2. Improved Testing Capabilities for Tableau & Power BI Reports
</h2> </div>
</div>
<div class="elementor-element elementor-element-f399ec7 elementor-widget elementor-widget-text-editor" data-id="f399ec7" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
DataOps Suite 4.0.0 elevates BI Analytics with enhanced features, catering to both Tableau and Power BI users.
</div>
</div>
<div class="elementor-element elementor-element-9ae8415 elementor-widget elementor-widget-image" data-id="9ae8415" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
<div class="elementor-widget-container">
<img decoding="async" width="980" height="549" src="https://www.datagaps.com/wp-content/uploads/Improved-features-of-BI-Analytics.webp" class="attachment-full size-full wp-image-25400" alt="" srcset="https://www.datagaps.com/wp-content/uploads/Improved-features-of-BI-Analytics.webp 980w, https://www.datagaps.com/wp-content/uploads/Improved-features-of-BI-Analytics-300x168.webp 300w, https://www.datagaps.com/wp-content/uploads/Improved-features-of-BI-Analytics-768x430.webp 768w" sizes="(max-width: 980px) 100vw, 980px" /> </div>
</div>
<div class="elementor-element elementor-element-b4984db elementor-widget elementor-widget-text-editor" data-id="b4984db" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<center>Improved features of BI Analytics</center>
</div>
</div>
<div class="elementor-element elementor-element-cb7a5f8 elementor-widget elementor-widget-text-editor" data-id="cb7a5f8" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<div class="et_pb_module et_pb_text et_pb_text_9 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner">In addition to Tableau Regression, DataOps Suite now supports <strong>Tableau Upgrade</strong>, <strong>Power BI Regression</strong>, and <strong>Power BI upgrade</strong>.<p> </p><p><a href="https://help.datagaps.com/articles/#!dataops-suite/tableau-upgrade"><strong>Tableau Upgrade</strong></a> <span class="fontSizeLarge">compares the views and worksheets in the newer version with the same views and the worksheets in the older version in the same or different Tableau environments to ensure that no data or formatting has been lost.</span></p><p><span class="fontSizeLarge"><a href="https://help.datagaps.com/articles/#!dataops-suite/power-bi-regression"><strong>Power BI Regression</strong></a> performs a </span>regression testing of the Power BI dashboards by comparing the baseline version of the dashboard (PDF) with the live version. This comparison can be done for ‘text’ which highlights the changes in text even if the text is shifted by a little and ‘appearance’ which performs the pixel-to-pixel comparison and highlights text, chart, etc.,</p><p><strong><a href="https://help.datagaps.com/articles/#!dataops-suite/power-bi-regression">Power BI Upgrade</a> </strong>c<span class="fontSizeLarge">ompares the PDF report in the newer version with the same PDF report in the older version in the same or different Power BI environments to ensure that no data or formatting has been lost.</span></p><p><span class="fontSizeLarge">By automating the regression and migration testing, these components can save organizations time and effort, and help them to ensure that their dashboards and reports are trustworthy and working as expected.</span></p></div></div><div class="et_pb_module et_pb_text et_pb_text_10 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><h4><a href="https://help.datagaps.com/articles/#!dataops-suite/bi-analytics">Learn More</a></h4></div></div> </div>
</div>
<div class="elementor-element elementor-element-59198bb elementor-widget elementor-widget-heading" data-id="59198bb" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">3. “Data Observability” Enhancements</h2> </div>
</div>
<div class="elementor-element elementor-element-0db40ec elementor-widget elementor-widget-text-editor" data-id="0db40ec" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>DataOps Suite introduces two innovative detection techniques—Fixed and Delta deviation—for identifying data anomalies.</p> </div>
</div>
<div class="elementor-element elementor-element-78115f0 elementor-widget elementor-widget-image" data-id="78115f0" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
<div class="elementor-widget-container">
<img loading="lazy" decoding="async" width="980" height="549" src="https://www.datagaps.com/wp-content/uploads/Data-Observability-enhancements.webp" class="attachment-full size-full wp-image-25404" alt="" srcset="https://www.datagaps.com/wp-content/uploads/Data-Observability-enhancements.webp 980w, https://www.datagaps.com/wp-content/uploads/Data-Observability-enhancements-300x168.webp 300w, https://www.datagaps.com/wp-content/uploads/Data-Observability-enhancements-768x430.webp 768w" sizes="(max-width: 980px) 100vw, 980px" /> </div>
</div>
<div class="elementor-element elementor-element-71ed35b elementor-widget elementor-widget-text-editor" data-id="71ed35b" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<center>Data Anomaly techniques</center>
</div>
</div>
<div class="elementor-element elementor-element-6ded7ef elementor-widget elementor-widget-text-editor" data-id="6ded7ef" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<div class="et_pb_module et_pb_text et_pb_text_14 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner">DataOps Suite has introduced two new detection techniques, <strong>Fixed and Delta deviation,</strong> for reporting the data anomalies.<p> </p><p><strong>Fixed deviation</strong> is a simple technique where we can set a fixed threshold, and if any data point deviates from the fixed threshold, it is flagged as an anomaly.</p><p><strong>Delta deviation</strong> is a sophisticated technique <span class="fontSizeLarge">that compares each data point to the previous one. If the change in the value of the data point is more than a certain amount, then it is flagged as an anomaly.</span></p><p><span class="fontSizeLarge">Both fixed and delta deviation are valuable tools that can be used to improve the <strong>quality</strong>, <strong>accuracy</strong>, and<strong> efficiency</strong> of data ingestion projects.</span></p></div></div><div class="et_pb_module et_pb_text et_pb_text_15 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><h4><a href="https://help.datagaps.com/articles/#!dataops-suite/data-observability">Learn More</a></h4></div></div> </div>
</div>
<div class="elementor-element elementor-element-e1e0245 elementor-widget elementor-widget-heading" data-id="e1e0245" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">4. Collaboration with Microsoft Teams
</h2> </div>
</div>
<div class="elementor-element elementor-element-191dacb elementor-widget elementor-widget-text-editor" data-id="191dacb" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
DataOps Suite strengthens collaboration by seamlessly integrating with Microsoft Teams, providing real-time notifications and status updates. </div>
</div>
<div class="elementor-element elementor-element-22d5614 elementor-widget elementor-widget-image" data-id="22d5614" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
<div class="elementor-widget-container">
<img loading="lazy" decoding="async" width="980" height="549" src="https://www.datagaps.com/wp-content/uploads/Collaboration-with-Microsoft-Teams.webp" class="attachment-full size-full wp-image-25408" alt="" srcset="https://www.datagaps.com/wp-content/uploads/Collaboration-with-Microsoft-Teams.webp 980w, https://www.datagaps.com/wp-content/uploads/Collaboration-with-Microsoft-Teams-300x168.webp 300w, https://www.datagaps.com/wp-content/uploads/Collaboration-with-Microsoft-Teams-768x430.webp 768w" sizes="(max-width: 980px) 100vw, 980px" /> </div>
</div>
<div class="elementor-element elementor-element-10c1259 elementor-widget elementor-widget-text-editor" data-id="10c1259" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<center>Collaboration with Microsoft Teams</center>
</div>
</div>
<div class="elementor-element elementor-element-47fea03 elementor-widget elementor-widget-text-editor" data-id="47fea03" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<div class="et_pb_module et_pb_text et_pb_text_14 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><div class="et_pb_module et_pb_text et_pb_text_19 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner">DataOps Suite collaborates with <a href="https://www.microsoft.com/en-us/microsoft-teams/collaboration"><strong>Microsoft Teams</strong></a> by sending the status of Pipeline and <span class="fontSizeLarge">Data Quality rules of the Data Model execution </span>to the channels through “Webhook URL<strong>”</strong>.<p> </p><p><span class="fontSizeLarge">By integrating DataOps Suite with Microsoft Teams, team members can receive notifications about pipeline or data quality rule execution status, errors, and other important notification events directly in Microsoft Teams </span>based on the configured Teams template<span class="fontSizeLarge">. This can help to improve communication and collaboration between team members, and ensure that everyone is on the same page.</span></p></div></div><div class="et_pb_module et_pb_text et_pb_text_20 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><h4><a href="https://help.datagaps.com/articles/#!dataops-suite/collaboration-tools">Learn More</a></h4></div></div></div></div><div class="et_pb_module et_pb_text et_pb_text_15 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"> </div></div> </div>
</div>
<div class="elementor-element elementor-element-375d04c elementor-widget elementor-widget-text-editor" data-id="375d04c" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<div class="et_pb_module et_pb_text et_pb_text_14 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><div class="et_pb_module et_pb_text et_pb_text_19 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><div class="et_pb_module et_pb_text et_pb_text_21 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner">For more information on other enhancements of DataOps Suite version 4.0.0, read our <a href="https://help.datagaps.com/articles/#!dataops-suite/dataops-suite-releases/a/h2_203948859">Release Notes.</a></div></div><div class="et_pb_module et_pb_text et_pb_text_22 et_pb_text_align_left et_pb_bg_layout_light"><div class="et_pb_text_inner"><a href="https://help.datagaps.com/articles/#!dataops-suite/dataops-suite-releases">Full Release Notes of DataOps Suite – Learn More</a></div></div></div></div></div></div> </div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-29f1738 elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="29f1738" data-element_type="section" data-e-type="section" data-settings="{"background_background":"classic"}">
<div class="elementor-container elementor-column-gap-wide">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-64b7728" data-id="64b7728" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-d000e53 elementor-widget elementor-widget-heading" data-id="d000e53" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default">DataOps Suite – Free Trial</h3> </div>
</div>
<div class="elementor-element elementor-element-ee08a0b elementor-widget elementor-widget-text-editor" data-id="ee08a0b" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
The Datagaps’ DataOps Suite now comes with new components that add extensibility and connectivity with other applications as well as a focus on ease of creating tests by automatically creating SQL Queries and identifying anomalies based on data profile. </div>
</div>
<div class="elementor-element elementor-element-901f8d5 elementor-widget elementor-widget-heading" data-id="901f8d5" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h4 class="elementor-heading-title elementor-size-default">Try DataOps Suite Free for 14 days…</h4> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-51e4685" data-id="51e4685" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-45cf5f0 elementor-button-align-stretch elementor-widget elementor-widget-form" data-id="45cf5f0" data-element_type="widget" data-e-type="widget" data-settings="{"step_next_label":"Next","step_previous_label":"Previous","button_width":"100","step_type":"number_text","step_icon_shape":"circle"}" data-widget_type="form.default">
<div class="elementor-widget-container">
<form class="elementor-form" method="post" name="New Form" aria-label="New Form">
<input type="hidden" name="post_id" value="25392"/>
<input type="hidden" name="form_id" value="45cf5f0"/>
<input type="hidden" name="referer_title" value="DataOps Suite Feature Updates – Version 2023.4.0" />
<input type="hidden" name="queried_id" value="25392"/>
<div class="elementor-form-fields-wrapper elementor-labels-above">
<div class="elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100">
<input size="1" type="text" name="form_fields[name]" id="form-field-name" class="elementor-field elementor-size-sm elementor-field-textual" placeholder="Full name">
</div>
<div class="elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required">
<input size="1" type="email" name="form_fields[email]" id="form-field-email" class="elementor-field elementor-size-sm elementor-field-textual" placeholder="Email" required="required">
</div>
<div class="elementor-field-type-html elementor-field-group elementor-column elementor-field-group-field_05ac09e elementor-col-100">
<p style="color:#444444;font-size:10px;margin-bottom:0;letter-spacing:1px;font-weight:600;line-height:20px;">Please check the box below</p> </div>
<div class="elementor-field-type-checkbox elementor-field-group elementor-column elementor-field-group-field_762c09a elementor-col-100">
<div class="elementor-field-subgroup "><span class="elementor-field-option"><input type="checkbox" value="I agree Datagaps and/or its representatives to reach me for further communication about the course details and any relevant Datagaps information." id="form-field-field_762c09a-0" name="form_fields[field_762c09a]"> <label for="form-field-field_762c09a-0">I agree Datagaps and/or its representatives to reach me for further communication about the course details and any relevant Datagaps information.</label></span></div> </div>
<div class="elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons">
<button class="elementor-button elementor-size-sm" type="submit">
<span class="elementor-button-content-wrapper">
<span class="elementor-button-text">Request Free Trial</span>
</span>
</button>
</div>
</div>
</form>
</div>
</div>
</div>
</div>
</div>
</section>
</div>
</div>
</div>
</section>
</div>
<p>The post <a href="https://www.datagaps.com/blog/dataops-suite-feature-updates-version-2023-4-0-0/">DataOps Suite Feature Updates – Version 2023.4.0.0</a> appeared first on <a href="https://www.datagaps.com">Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</a>.</p>
]]></content:encoded>
</item>
<item>
<title>6 Critical Components of Data Testing</title>
<link>https://www.datagaps.com/blog/6-critical-components-of-data-testing/</link>
<dc:creator><![CDATA[Rajesh Kumar]]></dc:creator>
<pubDate>Mon, 05 Dec 2022 12:41:17 +0000</pubDate>
<category><![CDATA[Cloud Data Migration]]></category>
<category><![CDATA[Dataflow]]></category>
<category><![CDATA[DataOps]]></category>
<category><![CDATA[DevOps]]></category>
<category><![CDATA[ETL Testing]]></category>
<guid isPermaLink="false">https://staging9.datagaps.com/?p=7381</guid>
<description><![CDATA[<p>Data is a precious asset that has to be validated at various stages of use. One stage is at the point of ingestion, and another as it moves through your enterprise and lands in your data warehouse or data lake. Finally, when it is consumed in your data analytics platform.</p>
<p>The post <a href="https://www.datagaps.com/blog/6-critical-components-of-data-testing/">6 Critical Components of Data Testing</a> appeared first on <a href="https://www.datagaps.com">Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</a>.</p>
]]></description>
<content:encoded><![CDATA[ <div data-elementor-type="wp-post" data-elementor-id="7381" class="elementor elementor-7381" data-elementor-post-type="post">
<section class="elementor-section elementor-top-section elementor-element elementor-element-338839b elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="338839b" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-77b6450" data-id="77b6450" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-0d68b17 elementor-widget elementor-widget-heading" data-id="0d68b17" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">Importance of Data and Data Testing</h2> </div>
</div>
<div class="elementor-element elementor-element-7d2423a elementor-widget elementor-widget-text-editor" data-id="7d2423a" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Data is a precious asset that has to be validated at various stages of use. One stage is at the point of ingestion, and another as it moves through your enterprise and lands in your data warehouse or data lake. Finally, when it is consumed in your data analytics platform. This is from the point of view of analyzing data.</p><p>What about all of the production data that you have in the enterprise?</p><p>How is that going to be monitored?</p><p>So, table stakes for <a href="https://en.wikipedia.org/wiki/Database_testing">data testing</a> start with access to all the data in your environment, whether in your analytics platform or stored within your production applications. Along with the data access, data quality rules have to be available, as well as a method of comparing data sources of like or mixed data structures and varying volumes, often in the billions.</p> </div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-8463ead elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="8463ead" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-047834a" data-id="047834a" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-c56d628 elementor-widget elementor-widget-text-editor" data-id="c56d628" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<ul><li>With these core capabilities, you can develop good testing workflows that take care of <strong>75%</strong> of your testing needs.</li><li>But what about the other <strong>25%</strong>?</li><li>What if your data is in complex hierarchical JSON structures?</li><li>What if the data testing needs are not anticipated and solved?</li></ul><p>The last 25% brings about the 6 critical components where you can solve those unexpected needs.</p> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f670666" data-id="f670666" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-19ebe85 elementor-widget elementor-widget-image" data-id="19ebe85" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
<div class="elementor-widget-container">
<img loading="lazy" decoding="async" width="512" height="512" src="https://www.datagaps.com/wp-content/uploads/data.webp" class="attachment-large size-large wp-image-5591" alt="data" srcset="https://www.datagaps.com/wp-content/uploads/data.webp 512w, https://www.datagaps.com/wp-content/uploads/data-300x300.webp 300w, https://www.datagaps.com/wp-content/uploads/data-150x150.webp 150w" sizes="(max-width: 512px) 100vw, 512px" /> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-2652777 elementor-widget elementor-widget-heading" data-id="2652777" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h2 class="elementor-heading-title elementor-size-default">Here are the 6 critical components</h2> </div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-7abcc25 elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="7abcc25" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bd9506c" data-id="bd9506c" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-cf82061 elementor-widget elementor-widget-text-editor" data-id="cf82061" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p><span style="color: #ffffff;">Extensibility</span></p> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0e382cf" data-id="0e382cf" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-f4eaf66 elementor-widget elementor-widget-text-editor" data-id="f4eaf66" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>In data testing, there are often times when you need to be able to extend your solution to other areas that weren’t anticipated. A unique data problem is encountered that is outside the norm and could not be thought of beforehand. For example, ADD A COUPLE EXAMPLES. If your solution is extensible through Python or some other method, the issue can be resolved quickly. <a href="https://www.youtube.com/watch?v=hZnVo7nZGpg">With Datagaps, we provide a Plugin component that can be selected from a library of components that is extensible by using Python.</a> This eliminates the need for complex workarounds that you have to shoehorn into other solutions.</p> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-944d71e elementor-widget elementor-widget-spacer" data-id="944d71e" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-9d5f443 elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="9d5f443" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-956285f" data-id="956285f" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-d18e39b elementor-widget elementor-widget-text-editor" data-id="d18e39b" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<span style="color: #ffffff;">Advanced API Components</span> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7eccac7" data-id="7eccac7" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-727947b elementor-widget elementor-widget-text-editor" data-id="727947b" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>In today’s world, data comes to us in a variety of ways. Often as simple as CSV files, feeds from production applications or data that is FTP’d to a location. Quite often, there are requirements to use an Advanced API to get access to the data. In one recent example our client had 8 API’s that we needed to invoke to gain access to their Hierarchical JSON data. We needed to create multiple files from each of the API’s which meant that we needed advanced capabilities. That is the point of our API component which easily handled the clients needs.</p> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-5089869 elementor-widget elementor-widget-spacer" data-id="5089869" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-17d2c40 elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="17d2c40" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-61284e2" data-id="61284e2" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-ecbb133 elementor-widget elementor-widget-text-editor" data-id="ecbb133" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<span style="color: #ffffff;">AI Based Observabilitys</span> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3155a5b" data-id="3155a5b" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-8557900 elementor-widget elementor-widget-text-editor" data-id="8557900" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Writing Data Quality rules is effective in most situations, but often it may not be needed if your solution can learn from the data being ingested. A combination of Data Quality rules and Data Observability is the best approach. Data Quality rules can surface likely data issues efficiently while Data Observability will find outliers that haven’t been anticipated before. You may try Datagaps <a href="https://www.datagaps.com/dataops-suite/data-quality/">Data Quality Monitor</a> for this.</p> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-c72a11b elementor-widget elementor-widget-spacer" data-id="c72a11b" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-57613d3 elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="57613d3" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-e1587ff" data-id="e1587ff" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-554cebc elementor-widget elementor-widget-text-editor" data-id="554cebc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<span style="color: #ffffff;">Ability To Handle Large Volumes in the Billions</span> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f0bc608" data-id="f0bc608" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-5457ebe elementor-widget elementor-widget-text-editor" data-id="5457ebe" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>As data volumes continue to grow through a variety of means, at some point in time your normal processing requirements will grow to challenge your data testing capabilities. We provide two means to do data comparisons. The first is through a database engine that handles up to 40 million rows and is easier to set up and cost a little less to do the data comparisons. The second method that covers high volumes is apache spark based in memory comparisons. This method takes advantage of native cloud capabilities such as clusters and auto scaling. So if you volumes are low currently the DB Engine will take care of the volumes but as your data scales you have an option to swap out the DB Engine for the Apache spark implementation that can meet your current of future needs. <a href="https://www.datagaps.com/blog/how-do-you-automate-big-data-testing-everything-to-know/">Learn more about automating your Big Data.</a></p> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-f85fb02 elementor-widget elementor-widget-spacer" data-id="f85fb02" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-4f38410 elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="4f38410" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a1cdfbf" data-id="a1cdfbf" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-8a84cac elementor-widget elementor-widget-text-editor" data-id="8a84cac" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<span style="color: #ffffff;">Integration with your DevOps Platform</span> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-db604de" data-id="db604de" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-e388336 elementor-widget elementor-widget-text-editor" data-id="e388336" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Your DevOps organization has spent an enormous amount of time and cost to implement a DevOps platform. As you introduce your DataOps platform it is important to be able to integrate with the DevOps platform such as x,y,z. This ensures consistency between how your DevOps ad DataOps process execution and management.</p> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-6ceacf0 elementor-widget elementor-widget-spacer" data-id="6ceacf0" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<section class="elementor-section elementor-inner-section elementor-element elementor-element-0d7ebac elementor-section-content-top bw-ac elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="0d7ebac" data-element_type="section" data-e-type="section">
<div class="elementor-container elementor-column-gap-default">
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8fd2f01" data-id="8fd2f01" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-ef3dcad elementor-widget elementor-widget-text-editor" data-id="ef3dcad" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<span style="color: #ffffff;">Integration with an RPA Platform</span> </div>
</div>
</div>
</div>
<div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f3e1f92" data-id="f3e1f92" data-element_type="column" data-e-type="column">
<div class="elementor-widget-wrap elementor-element-populated">
<div class="elementor-element elementor-element-cc5b1ba elementor-widget elementor-widget-text-editor" data-id="cc5b1ba" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>Python, Scala and SQL use cases can be extended to handle a limitless number of variations in your data test plans. However, these languages, while easy to use for developers aren’t meant for the business user. Additionally, they aren’t designed to mimic human behavior. There is a Billion dollar industry that caters to Robotic Process Automation. In other words, RPA mimics the human interaction</p> </div>
</div>
</div>
</div>
</div>
</section>
<div class="elementor-element elementor-element-b742638 elementor-widget elementor-widget-spacer" data-id="b742638" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
<div class="elementor-widget-container">
<div class="elementor-spacer">
<div class="elementor-spacer-inner"></div>
</div>
</div>
</div>
<div class="elementor-element elementor-element-18f4b83 elementor-widget elementor-widget-text-editor" data-id="18f4b83" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
<div class="elementor-widget-container">
<p>In conclusion, data testing needs have risen in importance as organizations monetize the use of the data or make critical decisions based on the data flowing through their enterprise. Volumes are increasing, sources take on different access methods, and often, data needs to be accessed through alternative means via API or other methods. Your processing needs have certainly grown substantially in the past few years. Methods of testing are changing rapidly. That is why we believe extensibility is so important. As all of these dynamics impact your business and future needs, a platform that will scale and extend capabilities will be critical for current and future needs.</p> </div>
</div>
<div class="elementor-element elementor-element-1b6c07b elementor-widget elementor-widget-heading" data-id="1b6c07b" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default"><a href="https://www.datagaps.com/request-demo/">
Get a Free POC scheduled today!</a></h3> </div>
</div>
<div class="elementor-element elementor-element-d2324b0 elementor-widget elementor-widget-heading" data-id="d2324b0" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
<div class="elementor-widget-container">
<h3 class="elementor-heading-title elementor-size-default"><a href="https://www.datagaps.com/request-demo/">
Request Demo</a></h3> </div>
</div>
<div class="elementor-element elementor-element-8234874 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="8234874" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
<div class="elementor-widget-container">
<div class="elementor-divider">
<span class="elementor-divider-separator">
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
</div>
<p>The post <a href="https://www.datagaps.com/blog/6-critical-components-of-data-testing/">6 Critical Components of Data Testing</a> appeared first on <a href="https://www.datagaps.com">Datagaps | Automated Cloud Data Testing | ETL, BI & BigData</a>.</p>
]]></content:encoded>
</item>
</channel>
</rss>