Many companies have modernized their backend systems and digitized their data, but systems which interface with the user are the slowest and most difficult to modernize because of third-party integrations, processes, etc. and most importantly the inherent opposition of humans to change. Paper forms with handwritten data fall in this category where it might be… Continue reading Azure Form Recognizer: Ingest Paper Forms into Digital Pipeline

How to decide the right Azure SQL service? When we decide to migrate an existing on-premises Microsoft SQL Server to Azure SQL services, there are three options, whichever option we choose, there is a definite cost savings that we can realize, and it can be up to 64%. The report “ The Economic Value of Migrating… Continue reading Migrating on-premises SQL Server to Azure

When we want to copy huge amounts of objects (for example, thousands of tables) or load data from variety of sources, the appropriate approach is to input the name list of the objects with required copy behaviors in a control table, and then use parameterized pipelines to read the same from the control table and… Continue reading How to create a metadata-driven Azure Data Factory Pipeline

MLOps is a set of integrated processes to simplify and automate ML lifecycle management. The processes include data prep, versioning, registration, pipeline orchestration, training, validation, serving, deployment, monitoring and re-training of ML models Many enterprises have tested ML, deployed models in production but are facing challenges in managing the models. MLOps eases model management process and… Continue reading MLOps Implementation – Six Aspects you Need to Consider

Maintaining security is indispensable and treating it as an afterthought only decelerates organizations’ progress. And for businesses to enforce security at every step, they must consider DevSecOps. DevSecOps is an approach for implementing prevention and protection measures for applications and infrastructure from security risks and vulnerabilities. This ensures that the applications are less exposed to… Continue reading DevSecOps – Enabling Cloud Security and Automation

What is Data Migration? Migration Testing is a verification process of migration of the legacy system to the new system with minimal disruption/downtime. Ensure the data integrity, no loss of data, all the functional and non-functional aspects of the application are met post-migration. Why Data Migration? Below are the 3 main reasons where we go… Continue reading Data Migration Testing – Strategy, Types and Best Practices

The 21st Century Cures Act of December 2016 was a turning point in the development of RWE (Real World Evidence) in the United States. Prior to the Act, FDA’s primary use of RWE was in the post-approval safety surveillance of products that were already in the market The Act added section 505F to the Federal… Continue reading Enhancing Patient Care with Real-World Evidence

Software testing is a time-consuming, challenging, and tedious process. In order to improve quality and speed up delivery, automation tools have been developed to assist with some testing process operations. Over time with the introduction of continuous integration and continuous delivery (CI/CD) pipeline, automation tools are becoming less effective. The testing industry is looking to… Continue reading Artificial Intelligence in Software Testing

In the data warehouse architecture space, we always had two options ‘single vendor stack’ and the ‘best of breed’. ‘Single vendor stack’ gave better license leverage and technical support but the platforms were still independent units with their own workspaces.  ‘Best of breed’ generally boasted innovation. Now we have a ‘single vendor stack’ that includes… Continue reading Azure Synapse Analytics – The only true Unified Data Analytics Platform

The database is an essential part of any system or application. It can be considered as the heart of any software application, so making sure that it is functioning correctly is essential. This is carried out in a controlled testing environment. The procedure is often referred to as data testing or back-end testing. It is… Continue reading Quick Guide on Database Testing