Are you tired of sifting through mountains of data from different data sources before you find the data set you need to get your job done? It's time to simplify your life with data consolidation.

Developers and engineers want to create great digital products faster, get them to market at record speeds, and eliminate the risks of downtime and poor user experiences. The traditional development approach often prevents this, as developers spend increasing hours meticulously coding workflows for thousands of tasks. Low-code development platforms are an increasingly popular solution for dealing with this challenge.

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In this third and final part, you’ll get to see a few examples that aren’t strictly related to configuration changes or new tools, but rather ways that traffic replay can help streamline the development process for those deploying in Kubernetes.

Key-based caching is now officially out of beta and ready to use for all users on Bitrise. Have more explicit and granular control on what to cache, share a cache across workflows, branches, and stacks, and automatically invalidate your stale cache files.

Compare the features & pricing of 2023's top ETL tools.

Log4j is a popular logging framework used for Java-based applications. We can use Log4j in Selenium to provide logging functionality and help in debugging the test scripts. By using Log4j, you can log messages at different levels (e.g. Debug, Info, Warn, Error, Fatal) and output them to various appenders (e.g. Console, File, Database). Integrating Log4j in Selenium can greatly enhance the debugging experience and improve the efficiency of the testing process.

Grafana Faro and xk6-browser are both new tools within the Grafana Labs open source ecosystem, but the pairing is already showing a lot of potential in terms of frontend monitoring and performance testing. Faro, which was announced last November, includes a highly configurable SDK that instruments web apps to capture observability signals that can then be correlated with backend and infrastructure data.

The cost of DNA sequencing continues to decline exponentially. With the average cost of sequencing mammalian DNA hovering around $1,000 in the beginning of 2023, startups like Ultima Genomics and Illumina are working to decrease the cost to between $100-$200. That’s about the same as a new pair of Brooks running shoes! As the sequencing cost drops, the quantity of genetic data to study and analyze explodes, making it even more important to leverage machine learning techniques.

By overcoming the established engineering disciplines and tackling each engineering issue, Digital Engineering intends to speed up the development of complex products, systems, and sub-systems. System engineering approaches applied to complex products like jet planes, spacecraft, navigation systems, and others slow down progress for several reasons. Digital Engineering changed that system process into a more fluid, consistent, and workable approach for complex systems.