Database Testing: A Complete Guide With Examples

Database Testing: What it is, Why & Best Practices


<p>As the software development industry continues to evolve and become increasingly complex, organizations must find new ways to streamline their testing processes. Low-code test automation comes into play here. These platforms provide an efficient and cost-effective solution to test automation, empowering engineering teams to create and execute test scripts without extensive programming knowledge. In this post, we will explore the low-code test automation landscape , including the latest trends and challenges.&nbsp;</p>



<div id="toc_container" class="no_bullets"><p class="toc_title">Table Of Contents</p><ul class="toc_list"><li><a href="#The_State_of_Low_Code_Test_Automation"><span class="toc_number toc_depth_1">1</span> The State of Low Code Test Automation</a><ul><li><a href="#Trends_in_Low_Code_Test_Automation"><span class="toc_number toc_depth_2">1.1</span> Trends in Low Code Test Automation</a><ul><li><a href="#AI_and_Machine_Learning"><span class="toc_number toc_depth_3">1.1.1</span> AI and Machine Learning</a></li><li><a href="#Cloud_Based_Testing"><span class="toc_number toc_depth_3">1.1.2</span> Cloud Based Testing</a></li><li><a href="#Integration_with_CICD_Tools"><span class="toc_number toc_depth_3">1.1.3</span> Integration with CI/CD Tools</a></li><li><a href="#API_Testing"><span class="toc_number toc_depth_3">1.1.4</span> API Testing</a></li><li><a href="#Database_Testing"><span class="toc_number toc_depth_3">1.1.5</span> Database Testing</a></li><li><a href="#Non-Functional_Automation_Testingnbsp"><span class="toc_number toc_depth_3">1.1.6</span> Non-Functional Automation Testing&nbsp;</a></li></ul></li><li><a href="#Challenges_in_Low_Code_Test_Automation"><span class="toc_number toc_depth_2">1.2</span> Challenges in Low Code Test Automation</a><ul><li><a href="#Limited_Customization"><span class="toc_number toc_depth_3">1.2.1</span> Limited Customization</a></li><li><a href="#Integration_with_Legacy_Systems"><span class="toc_number toc_depth_3">1.2.2</span> Integration with Legacy Systems</a></li><li><a href="#Security_Concerns"><span class="toc_number toc_depth_3">1.2.3</span> Security Concerns</a></li><li><a href="#Performance_at_Scale"><span class="toc_number toc_depth_3">1.2.4</span> Performance at Scale</a></li></ul></li></ul></li><li><a href="#Conclusion"><span class="toc_number toc_depth_1">2</span> Conclusion</a></li><li><a href="#Suggested_Readings"><span class="toc_number toc_depth_1">3</span> Suggested Readings</a></li></ul></div>
<h2 id="h-the-state-of-low-code-test-automation"><span id="The_State_of_Low_Code_Test_Automation"><strong>The State of Low Code Test Automation</strong></span></h2>



<p>In a <a href="https://www.gartner.com/en/customer-service-support/insights/modernizing-quality-assurance" target="_blank" rel="noreferrer noopener nofollow">poll conducted</a> by Gartner, 88% of leaders say their quality assurance practices are ineffective. Bridging the gap, adopters of low-code/no-code test automation solutions have witnessed a 3X-7X reduction in development &amp; deployment time, a 3X-5X reduction in development costs, and a 30%-35% increase in ROI.<br>Low-code test automation has come a long way in the past few years, with many platforms now offering advanced features and capabilities. These platforms enable quality teams to quickly build and execute <a href="https://testsigma.com/automated-testing" target="_blank" rel="noreferrer noopener">automated tests</a> with minimal coding, helping improve the speed and accuracy of software testing.</p>



<p>One of the major advantages of low-code test automation is its ease of use. These platforms provide a user-friendly interface that allows even non-technical team members to create and execute tests. This means that teams can automate their testing processes without relying on dedicated automation engineers, freeing up valuable resources and reducing the time and cost associated with testing.</p>



<p>Low-code test automation also provides greater flexibility in testing scenarios, with teams able to create and execute tests across a range of devices, browsers, and operating systems. This makes it easier to identify and resolve issues before they impact end-users, ultimately improving the overall quality of the software.</p>



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<h3 id="trends-in-low-code-test-automation"><span id="Trends_in_Low_Code_Test_Automation">Trends in Low Code Test Automation</span></h3>



<p>As the low-code test automation landscape continues to evolve, several emerging trends are worth paying attention to. Here are some of the most significant trends to keep an eye on:</p>



<h4 id="ai-and-machine-learning"><span id="AI_and_Machine_Learning">AI and Machine Learning</span></h4>



<p>According to<a href="https://www.gartner.com/en/conferences/apac/data-analytics-india/featured-topics/data-science-machine-learning-and-artificial-intelligence?utm_source=google&amp;utm_medium=cpc&amp;utm_campaign=EVT_IN_2023_BII11_CPC_SEM1_DSA&amp;utm_adgroup=141794023863&amp;utm_term=&amp;ad=632902336019&amp;matchtype=&amp;gclid=Cj0KCQiAgaGgBhC8ARIsAAAyLfHquZwu-erNa6Lb1z-vQwC-rwYERD6hHaRJ1TB2jlrI11IBbB5w1sMaApg2EALw_wcB" target="_blank" rel="noreferrer noopener nofollow"> Gartner research</a>, companies that use AI engineering methods to create and manage flexible AI systems will perform better than their competitors in deploying AI models faster and more efficiently by at least 25%. Artificial intelligence (AI) and machine learning (ML) are increasingly being integrated into low-code test automation platforms, enabling teams to create more intelligent and sophisticated tests. AI and ML can help identify patterns and trends in testing data, allowing teams to make more informed decisions about where to focus their testing efforts.&nbsp;</p>



<p>AI and ML can also help identify missed opportunities in testing and uncover parts of your software that the automation suites have not touched. You will see tools get better at identifying incremental changes to your software and auto-transform test cases to reflect the new nature of your product&nbsp;</p>



<h4 id="cloud-based-testing"><span id="Cloud_Based_Testing">Cloud Based Testing</span></h4>



<p>With the rise of cloud computing, it is no surprise that <a href="https://testsigma.com/blog/cloud-based-testing-a-testers-perspective/" target="_blank" rel="noreferrer noopener">cloud based testing</a> is becoming increasingly popular. By 2025, 70% of organisations will be running functional tests in the cloud. A majority of the low-code test automation platforms are increasingly offering cloud-based testing options, allowing teams to execute tests across a range of environments without the need for extensive infrastructure.</p>



<h4 id="integration-with-ci-cd-tools"><span id="Integration_with_CICD_Tools">Integration with <a href="https://testsigma.com/blog/ci-cd-tools/" target="_blank" rel="noreferrer noopener">CI/CD Tools</a></span></h4>



<p>Continuous integration and continuous delivery (CI/CD) have become essential for modern software development, and <a href="https://testsigma.com/blog/the-era-of-low-code-no-code-platforms-what-you-should-know/" target="_blank" rel="noreferrer noopener">low code test automation platforms</a> are starting to integrate with these tools. These integrations enable quality teams to automate their testing processes as part of the CI/CD pipeline, improving efficiency and reducing the risk of errors.</p>



<h4 id="api-testing"><span id="API_Testing">API Testing</span></h4>



<p>Testing needs will dictate functional testing flows are integrated with API Testing for each release cycle to increase test coverage for various use-case and scenarios. Low-code <a href="https://testsigma.com/automated-api-testing" target="_blank" rel="noreferrer noopener">automated API testing</a> will provide an accessible, efficient, and cost-effective testing solution for APIs, enabling a wider range of team members to participate in testing and providing a more comprehensive testing process and increasing the overall test coverage.</p>



<h4 id="database-testing"><span id="Database_Testing">Database Testing</span></h4>



<p>Quality teams are increasingly being given ownership of the data quality of their systems. Teams will need to cover data validation, and accuracy and ensure no unknown changes to database systems are made over development and release cycles.</p>



<p>Low-code Database testing tools will enable a broader range of team members to participate in testing, including testers, business analysts, and product managers. This can result in faster testing and better test coverage, as more team members can provide feedback on the system.</p>



<h4 id="non-functional-automation-testing"><span id="Non-Functional_Automation_Testingnbsp">Non-Functional Automation Testing&nbsp;</span></h4>



<p>As systems and software scale, non-functional tests like accessibility, performance, load, stress and security testing will take the centre stage. It will become mission-critical to ensure business continuity, handle spikes and increased traffic and repel security attacks using plug-and-play low code automation systems for every release cycle.</p>



<h3 id="challenges-in-low-code-test-automation"><span id="Challenges_in_Low_Code_Test_Automation">Challenges in Low Code Test Automation</span></h3>



<p>While low code test automation offers many benefits, there are also some challenges that organizations need to be aware of. Here are some of the key challenges to consider:</p>



<h4 id="limited-customization"><span id="Limited_Customization">Limited Customization</span></h4>



<p>Low-code test automation platforms may have limitations when it comes to customization, which could be an issue for teams with more complex testing needs. Organisations should carefully evaluate the capabilities of a low code test automation platform to ensure it meets their specific requirements.</p>



<p>Thankfully, Testsigma is open-source and available for anyone to customize. Testgima cloud allows customers to create and plug in their custom actions via add-ons.</p>



<h4 id="integration-with-legacy-systems"><span id="Integration_with_Legacy_Systems">Integration with Legacy Systems</span></h4>



<p>Organizations with <a href="https://www.door3.com/modernizing-legacy-systems/" target="_blank" rel="noreferrer noopener">legacy systems</a> may find it difficult to integrate a low-code test automation platform, as these systems may need to be compatible with newer technologies. This could limit the effectiveness of the platform and make it more difficult to achieve the desired level of automation. Organizations will have to invest in kicking off small POCs to ensure they move with the world to a low-code setup very soon.</p>



<h4 id="security-concerns"><span id="Security_Concerns">Security Concerns</span></h4>



<p>As with any technology, there are always security concerns when it comes to low-code test automation. Organizations need to ensure that the platform they choose is secure and that any sensitive data is properly protected.</p>



<h4 id="performance-at-scale"><span id="Performance_at_Scale">Performance at Scale</span></h4>



<p>As larger enterprises start moving towards low and <a href="https://www.appypie.com/" target="_blank" rel="noreferrer noopener">no-code platform</a> solutions, they will need large scalable and performant systems that support the speed and agility they need. Frameworks will have to compete with an organization&#8217;s internal frameworks and allow organizations to extend these solutions to their unique needs.</p>



<h2 id="conclusion"><span id="Conclusion"><strong>Conclusion</strong></span></h2>



<p>According to Gartner,&nbsp; by 2025 70% of organizations will be adopting some form of low-code technologies; Low-code test automation offers a range of benefits for organizations looking to streamline their testing processes. With the latest trends in AI and machine learning, cloud-based testing, and integration with CI/CD tools, low-code test automation is becoming an attractive toolkit in the shift-Left arsenal</p>



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<h2 id="suggested-readings"><span id="Suggested_Readings"><strong>Suggested Readings</strong></span></h2>



<p><a href="https://testsigma.com/blog/why-automated-testing-advantages-of-automated-testing/">Benefits of Automation Testing</a>&nbsp;</p>



<p><a href="https://testsigma.com/blog/roi-test-automation/">How to Calculate ROI Test Automation And What You Need?</a>&nbsp;</p>



<p><a href="https://testsigma.com/blog/top-automated-testing-practices-to-follow/">Automated Testing Best Practices: 9 Ways to Ensure Efficient Testing</a>&nbsp;&nbsp;</p>



<p><a href="https://testsigma.com/blog/scope-and-impact-of-ai-in-automation-testing/">Scope of Automation Testing: How AI Plays an Important Role?</a>&nbsp;</p>


Divesh Mehta