Gone are the days of long term planning in software development and delivering value to core businesses. Data science based analytics facilitates to generate the real time data, funnel the bottlenecks observed in the development processes. With evolution of agile based development processes rapid feedback of the development strategy is decided fast as fail fast and fail safe. Site Reliability Engineering practices adopts the incremental feedback approach to quickly improve the software delivery pipeline through established continuous integration, continuous delivery and continuous deployment pipeline.
It helps to streamline the pyramid to keep the People over Processes and processes over Tools. Agile and Lean start up development methodology highlights the gaps where an organization is inefficient to deliver the quality software to its clients and customers, it helps to quickly redesign the strategies focused towards quality software delivery pipeline.
A thought leadership change is evolving through this period which helps companies to relatively invest in hiring best minds who can understand the business needs and align the engineering priorities, identify gaps in the development, operations and security processes by thriving on data based incremental implementation approaches.
Start up Companies like Rapyuta & Teralytics are leveraging the DevSecOps practices to build the Highly available cloud Platform product to support data science based engineering.
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