Metabase is business intelligence (BI) tools that support various database including RDBMS(relational database management system) with rigid and solid schema who can hold small to medium sized data until noSQL based big data database such as google big query or GCP. Metabase offer data low code slice and dice services as well as sql based analytics.

Azure virtual machine scale sets or often called as VMSS is a service to centrally manage and orchestrate multiple identical virtual machine. Deployment of single images can be automatically executed into several virtual machine on various zones or region. Saving tons of time and operation resources.

Cloudflare worker and pages is a a static web hosting services that can be integrated with cloudflare global CDN(content delivery network) and support firebase web socket connection.

Various strategy can be applied on consulting industry in order to surive the lay off wave or even just for keeping mental/physical health intact during the day to day engagement. Networking is one of the key strategy, however its not enough. More planning is required to fully minimize the risk.

Every revolution whether its industrial revolution or current AI revolution will always bury some opportunities while also opening a new opportunities. Software engineer need to transform and prepare them self by properly strategize their career path and mitigate the risk ahead because of AI disruption.

Layered key performance indicator is generally recommended in order to create complete visiblity of monitoring asset performance. Outcome driven matrix such as MTTR, MTTBR or equipment availability will be placed on the first layer as outcome KPI. The second layer will be diagnostics KPI to determine underlyting factors that driving outcome KPI.

By default, vanilla reactjs project is created with nodejs as the runtime engine and javascript as the programming language through npm initialize command. In order to migrate into typescript based nodejs, a sets of library is required to be installed including tsc (typescript compiler), bundler (example is eslint) as well as typescript based react library.