Data Validation Testing Tools and Techniques - XenonStack

What is Data Validation Testing?

Data Validation testing is a process that allows the user to check that the provided data, they deal with, is valid or complete. Data Validation Testing responsible for validating data and databases successfully through any needed transformations without loss. It also verifies that the database stays with specific and incorrect data properly. In simple words, data validation is a part of Database testing, in which individual checks that the entered data valid or not according to the provided business conditions.


Data Validation Process | How Does Data Validation Testing Work?

Data Validation process consists of four significant steps.

1. Detail Plan – It is the most critical step, to create the proper roadmap for data validation. It deals with the overall expectation if there is an issue in source data, then how to resolve that issue? It deals in defining the number of iterations, required during data validation.

2. Validate the database – This is responsible for ensuring that all the applicable data is present from source to sink. This step is responsible for determining the number of records, size of data, comparison of source and target based on the data field.

3. Validate Data Formatting – The main focus is that the data clearly understood in the target system, the end-users should clearly understand data whether it is meeting the business expectation or not.

4. Sampling – Before testing on the large set of data, it is necessary to do sampling. It is essential to do testing on the small amount of data and check if the sample data meets the business requirement, if yes then only proceed with a large set of data. It will also decrease the error rate for data and increase the quality and accuracy of the data.

Testing is defined as the variety of methods, tools, and practices used to justify that a software application works at many different levels or not.

Source- Test Automation Framework

Benefits of Data Validation Testing

Data Validation testing ensures that the data collected is accurate, qualitative and healthy. Is the collected data from different resources, meet the business requirement or not?

Below are several benefits to Data Validation testing –

  1. Business requirement – Data validation testing helps an individual to ensure that the data collected from different sources, may be structured or unstructured, meet the Business requirement or not.
  2. Data Accuracy – In the future, the volume of data increases and most probably, most of the data will be unstructured. It’s impossible to imagine to analyze this amount of data. Before mining, it is necessary to convert this data into a structured format. So it’s better to deal with the right kind of data only which meets business requirements.
  3. Better Decision Making
  4. Better Strategy and Enhanced Market Goals
  5. Increased Profits and Reduced Loss – If the data is accurate and correctly analyzed, then obviously there will be less loss, and on the other hand, there will be an increase in profit.

Why Data Validation Testing Matters?

Regarding Big Data, Data Validation is one of the most critical components of data collection. Data Validation Testing matters because it helps an individual to ensure that the data, dealing with is not corrupted and also responsible for checking that the provided data is accurate or not. It also helps in verifying that the information provided validated against the actual business requirement or not. The initial data fed into the Hadoop Distributed File System (HDFS) and validated.


How to Adopt Data Validation Testing?

There are various approaches and techniques to accomplish Data Validation testing.

  1. Data Accuracy testing to ensure that the provided data is correct.
  2. Data Completeness testing to check whether the data is complete or not.
  3. Data Transformation Testing to verify that the provided data go successfully through transformations or not.
  4. Data Quality testing to handle bad data.
  5. Database comparison testing to compare the source DB and target DB.
  6. End to End testing.
  7. Data warehouse testing.

Many organizations are moving into modern DevOps practices, also investing in building new projects into Microservice-based architecture.

Source- Contract Testing for Applications

Best Practises of Data Validation Testing

  • It is highly recommended to analyze the data to understand the requirement which is a need for business purpose.
  • Handle bad data correctly.
  • Use of the particular tool which fits perfectly between source and target.
  • Firstly, test on sample data instead of full complete data. This process will save time as well as resources also.
  • Compare the output result with the expected.

Key Data Validation Testing Tools | Data Validation Softwares

Various Data Validation Testing tools are available in the market for data validation. Some of them given below –

  1. Datameer
  2. Talend
  3. Informatica
  4. QuerySurge
  5. ICEDQ
  6. Datagaps ETL Validator
  7. DbFit
  8. Data-Centric Testing

Summarizing Data Validation Testing

In the current IT context, characterized by the multiplicity of sources, systems and repositories, data movement processes are a challenge in projects that contain phases of migration, integration or updating of information. In almost all of them, performing data validation is key if we want to have reliable data that is consistent, accurate and complete. In order to achieve efficient validation tests, easy to execute and in line with current requirements, it is necessary to have solutions that optimize them through different options and automation, among others the Informatica Data Validation Option (DVO), a complementary tool to PowerCenter that combines different benefits in this regard.


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tabindex="-1" required ><span class="wpforms-image-choices-label">Real Time Analytics Platform</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/migration-delta-lake.png" alt="Migration to Delta Lake" title="Migration to Delta Lake"></span><input type="radio" id="wpforms-8104-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Migration to Delta Lake" tabindex="-1" required ><span class="wpforms-image-choices-label">Migration to Delta Lake</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-data-warehouse.png" alt="Cloud Data warehouse" title="Cloud Data warehouse"></span><input type="radio" id="wpforms-8104-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Data warehouse" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Data warehouse</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/enterprise-data-strategy.png" alt="Enterprise Data Strategy" title="Enterprise Data Strategy"></span><input type="radio" id="wpforms-8104-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Enterprise Data Strategy" tabindex="-1" required ><span class="wpforms-image-choices-label">Enterprise Data Strategy</span></label></li></ul></div><div id="wpforms-8104-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8104">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8104-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8104-field_25"><div class="form-popup-header"> <h2>Lets Discuss and Understand the Requirements</h2> </div></div></div><div id="wpforms-8104-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8104-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8104-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8104-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8104-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8104-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8104-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8104-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8104-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8104-field_41-container" class="wpforms-field wpforms-field-hidden" data-field-id="41"><input type="hidden" id="wpforms-8104-field_41" name="wpforms[fields][41]" value="Friday - Modernise Data"></div><div id="wpforms-8104-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8104-field-hp" class="wpforms-field-label">Comment</label><input type="text" name="wpforms[hp]" id="wpforms-8104-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8104"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="222"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8104" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8095"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8095"><form id="wpforms-form-8095" class="wpforms-validate wpforms-form" data-formid="8095" method="post" enctype="multipart/form-data" action="/insights/what-is-data-validation-testing/" data-token="a9f01402e16f5ff152ad877e68ffcf5a"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8095-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8095-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8095-field_24"><div class="form-popup-header"> <h2>RPA and Cognitive Automation</h2> <p>Making business processes smarter and more efficient</p> </div></div></div><div id="wpforms-8095-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8095-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8095-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/automation-anywhere.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 1" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/uipath.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 2" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/blueprism.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 3" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_4" tabindex="0"><input type="radio" id="wpforms-8095-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Intelligent Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Intelligent Automation</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_5" tabindex="0"><input type="radio" id="wpforms-8095-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="RPA with AI" tabindex="-1" required ><span class="wpforms-image-choices-label">RPA with AI</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_6" tabindex="0"><input type="radio" id="wpforms-8095-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Open Source RPA Implementation" tabindex="-1" required ><span class="wpforms-image-choices-label">Open Source RPA Implementation</span></label></li></ul></div><div id="wpforms-8095-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8095">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8095-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8095-field_25"><div class="form-popup-header"> <h2>Let Us Discuss and Understand the Requirement</h2> </div></div></div><div id="wpforms-8095-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8095-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8095-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8095-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8095-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8095-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8095-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8095-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8095-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8095-field_41-container" class="wpforms-field wpforms-field-hidden" data-field-id="41"><input type="hidden" id="wpforms-8095-field_41" name="wpforms[fields][41]" value="Thrusday RPA Form"></div><div id="wpforms-8095-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8095-field-hp" class="wpforms-field-label">Comment</label><input type="text" name="wpforms[hp]" id="wpforms-8095-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8095"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="222"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8095" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8085"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8085"><form id="wpforms-form-8085" class="wpforms-validate wpforms-form" data-formid="8085" method="post" enctype="multipart/form-data" action="/insights/what-is-data-validation-testing/" data-token="a9f01402e16f5ff152ad877e68ffcf5a"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8085-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8085-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8085-field_24"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/wednesday-digitally-transform-popup-img.png" /> <h2>Digitally Transform <span>your Organization </span></h2> </div></div></div><div id="wpforms-8085-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-2-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8085-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8085-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/continous-delivery-e1594278564177.png" alt="Continous Delivery and DevSecOps" title="Continous Delivery and DevSecOps"></span><input type="radio" id="wpforms-8085-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Continous Delivery and DevSecOps" tabindex="-1" required ><span class="wpforms-image-choices-label">Continous Delivery and DevSecOps</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/robotic-process.png" alt="Robotic Process Automation" title="Robotic Process Automation"></span><input type="radio" id="wpforms-8085-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Robotic Process Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Robotic Process Automation</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/big-data-analytics.png" alt="Big Data Analytics" title="Big Data Analytics"></span><input type="radio" id="wpforms-8085-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Big Data Analytics" tabindex="-1" required ><span class="wpforms-image-choices-label">Big Data Analytics</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-security.png" alt="Cloud Security" title="Cloud Security"></span><input type="radio" id="wpforms-8085-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Security" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Security</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/data-science-ai.png" alt="Data Science and AI" title="Data Science and AI"></span><input type="radio" id="wpforms-8085-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Data Science and AI" tabindex="-1" required ><span class="wpforms-image-choices-label">Data Science and AI</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_6" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-migration.png" alt="Cloud Migration" title="Cloud Migration"></span><input type="radio" id="wpforms-8085-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Migration" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Migration</span></label></li></ul></div><div id="wpforms-8085-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8085">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8085-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8085-field_25"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/wednesday-digitally-transform-popup-img.png" /> <div> <h2>How can we get in Touch</h2> <p>Fill the form and we will revert back to you soon.<p></div> </div></div></div><div id="wpforms-8085-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8085-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8085-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8085-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8085-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8085-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8085-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8085-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8085-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8085-field_41-container" class="wpforms-field wpforms-field-hidden" data-field-id="41"><input type="hidden" id="wpforms-8085-field_41" name="wpforms[fields][41]" value="Wednesday Generic form"></div><div id="wpforms-8085-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8085-field-hp" class="wpforms-field-label">Name</label><input type="text" name="wpforms[hp]" id="wpforms-8085-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8085"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="222"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8085" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8051"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8051"><form id="wpforms-form-8051" class="wpforms-validate wpforms-form" data-formid="8051" method="post" enctype="multipart/form-data" action="/insights/what-is-data-validation-testing/" data-token="a9f01402e16f5ff152ad877e68ffcf5a"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8051-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8051-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8051-field_24"><div class="form-popup-header"> <h2>Build an AI-Driven Enterprise</h2> <p>Unlock the potential of AI at scale</p> </div></div></div><div id="wpforms-8051-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8051-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8051-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" 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[wpforms id="7646"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-7646"><form id="wpforms-form-7646" class="wpforms-validate wpforms-form" data-formid="7646" method="post" enctype="multipart/form-data" action="/insights/what-is-data-validation-testing/" data-token="a9f01402e16f5ff152ad877e68ffcf5a"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div 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