Overview and Best Practices of Database Testing - XenonStack

What is Database Testing?

The database is an essential part of any system or application. Everything exists by data. If there is no data, nothing is possible. Database instability may cause the systems to behave unexpectedly. Either a database gets crashed, or the data is stored in a database in an unorganized way, in both the cases data will become useless. So database testing helps us to find out such vulnerabilities in a database system to protect a database from an unstable state.


Challenges in Database Testing

Under Testing

DB testing requires an organized, well-planned approach. When the testing team doesn’t have enough understanding, testing becomes lengthy and incomplete in terms of test coverage and the test data utilized.

The Incomplete Scope of Testing

Under-qualified testing teams perform just back-box testing. They test the applications that depend on databases by acting like real users; they test only through the user interface (UI).

White-box testing provides a gives idea as to test coverage, but requires testers with excellent SQL skills. Those testers cost more, yet the cost is maintained, as SQL queries also work for testing database triggers, procedures, and other critical database properties.

Inexperienced testing teams neglect to prioritize DB features in terms of significance, which is essential to saving effort and time. They try to test everything, then lose time by testing minor pieces of the database, and leaving the significant parts under-tested or not tested at all.

Incomplete Test Data

Most common testing approach is to populate a database with a limited amount of false data. These data have nothing to work with the real data, so the testing team can’t recognize some flaws.

When finally uncover these issues, need to invest additional time and effort debugging and retesting. It’s possible to utilize realistic test data without exposing actual customer data. While can’t use the names of real people and companies, you can use postal codes, Phone numbers specific to a target country. And that may help to address any front-end inconsistencies that users might experience adequately.

Pricey automation

The problem is that testing teams are unaware of the cost of tools. They tend to go for open source tools, hoping to get a performing tool for nothing. These tools may provide rich functionality free of charge, but open source tools may also lack the stability and convenience of commercial tools.

For better service, you’ll need to pay, so if decide to go with a commercial tool, it’s critical to calculate costs correctly. To do that need a good understanding of the project specifics and tool functionality required.

Types of Testing

Black Box Testing

  • Data Mapping.
  • Verifying stored and retrieved data.
  • Uses black box testing techniques such as equivalence partitioning and boundary value analysis.

White Box Testing

  • Testing database triggers and logical views.
  • Validating data models and database schema.
  • Checking referential integrity and database consistency.
  • Use white box testing techniques such as statement coverage, decision coverage, condition coverage.

Benefits of Database Testing

  • It speeds an overall cycle to create a room to test large data sets.
  • It also helps in processing complex transaction behaviors.

Best Practices of Database Testing

  • Read, Write, Trigger Tables – It involves reading, writing, insertion, updation, and deletion of data to be processed. Triggering of tables involves Validation of modified records.
  • BackUp Tables – It includes Continuous Execution and backup of modified data followed by testing including backup of write tables.
  • Protect Target Environment and determine which code safe to deploy.
  • Availability of Database Administrators.
  • Test Environment Configuration.
  • Analyze the predicted needs of hardware, software, resources.
  • Implement Scalability and Security of the database schema.
  • Deliver small and frequent releases to determine issues and get instant feedback.
  • Tasks Automation.
  • Timely execution of scheduled jobs.

Types of Database Tests

Sometimes changes in DB and testing available limited copies of databases may also cause the failure of the system hence tester should take care that while testing extra copy of data should be available. While DB testing, it not only covers unit testing for databases. Instead of that it also includes many types of testing executed at a database.

  • Unit Testing
  • Load Testing
  • Security Testing

Testing on Multiple Databases

There are different kind of databases available at which database testing is possible. These databases explained below –

  • Production database – This database comes with live data hence testing cannot be performed on this data.
  • Local development database – It is a database where most of the testing is carried out.
  • Populated development database – This database is shared by all developers, to run an application. This database is used to check that our application can work with a large amount of data, instead of testing only a few records which are present in a test database. Ensures application can work with a large amount of data.
  • Deployment database – It is a database where the tests are run before deployment to make sure all the local database changes applied to this database.

Database Migrations

There is a need for a database migration while doing database testing. DB migration allows for following things –

  • Recreate the database from scratch.
  • Clarify the state of the database.
  • Migrate from the current version of the database to a newer one.

How does Database Testing Work?

  • Write test cases using Db Unit for a specific database supported by DbUnit.
  • Specify a DbUnit test case for the project in a file named as filename_test.go.
  • While the execution of test cases actual and expected values are compared.
  • Result fails if the expected value from the database after the execution of the result is not equal to the expected value.
  • Result succeeds if the expected value from a database after the execution of the result is equal to the expected value.

DB Unit

  • Db Unit is a J Unit extension target at database-driven projects put the database into a known state between test runs.
  • It mainly focuses on testing of relational databases.
  • Avoid myriad of problems that occur when one test case corrupts the database and causes subsequent tests to fail or exacerbate the damage.
  • Db-unit can export and import your database data to and from XML datasets.
  • Since version 2.0, Db-unit can also work with massive datasets when used in streaming mode. Db-unit can also help you to verify that your database data match an expected set of values.

Here Db unit is used to testing on PostgreSQL DB –

  • Db-unit is ideal as an add-on testing framework which relies heavily on databases.
  • Db-unit comes in need to do an integration testing.

Some of the databases supported by a DB Unit –

  • Oracle
  • SQL Server
  • MySQL
  • DB2
  • PostgreSQL
  • HSQLDB
  • Derby

How to Adopt Database Testing?

In this demo, the actual result checked with the expected result. The demo built by the following things –

  • The database used: PostgreSQL
  • The language used: GoLang
  • Automation for: DB unit

Write test cases for the database using DB unit.

  • In this data present in the database is checked, On a basis, if a data comes after the execution of the query from the database is equal to an expected result.
  • The result comes after the execution of the query compared with the actual result.

The following steps need to be followed to run test cases using DB unit. These steps written below can be easily understood by looking at a flow mentioned above diagram.

  • Firstly write test cases for a specific database supported by a DB unit.
  • Whenever test cases are written, then execute these test cases using a command discussed as follows.
  • After execution, the result comes in the form of the pass and fail.
  • If a result is a pass, then the actual result is equal to the expected result. If the status failed, then the actual result is not equal to the expected result.

Test cases can be run using the following command


Go test -v -tags integration

Commands to Test DB Result for both cases either pass or fail shown below-

  • If expected and actual value matches to each other. Then a test case will move, and the following result will be visible.
  • If an expected result and actual result is not equivalent to each other, then the test case will fail, and the effect will occur.

Database Testing Tools

Some of the tools mentioned below that help to execute these type of testing on a database.

  • Database Benchmark
  • Database Rider
  • Db stress
  • DbUnit
  • DB Test Driven
  • HammerDB
  • JdbcSlim
  • JDBC (Java DataBase Delta Testing)
  • Nbi
  • NoSQLMap
  • NoSQLUnit
  • ruby-plsql-spec
  • SeLite
  • sqlmap
  • tSQLt
  • Tsung
  • utPLSQL

Concluding Database Testing

Database testing assures security and reliability of an application. We have understood that keeping the privacy of user’s data is of prime importance. Therefore it is essential to carry out database testing to ensure data integrity, consistency, etc. are maintained. While performing database testing one must remember the ‘why’ and ‘how’ criteria.

Compressive Approach

Building a highly-scalable, and cost-effective software helps Enterprises to Increase business efficiency. For making imperative decisions based on automation and testing, we advise taking the following steps


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class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8104-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8104-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8104-field_24"><div class="form-popup-header"> <h2>Modernise Data Operations with DataOps</h2> </div></div></div><div id="wpforms-8104-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-8104-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8104-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-8104-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/data-catalog.png" alt="Data Catalog and Discovery Platform" title="Data Catalog and Discovery Platform"></span><input type="radio" id="wpforms-8104-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Data Catalog and Discovery Platform" tabindex="-1" required ><span class="wpforms-image-choices-label">Data Catalog and Discovery Platform</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/real-time-analytics.png" alt="Real Time Analytics Platform" title="Real Time Analytics Platform"></span><input type="radio" id="wpforms-8104-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Real Time Analytics Platform" 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">Message</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="176"><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-database-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">Website</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="176"><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-database-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 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[wpforms id="8051"]
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