Software Engineering Daily

Infrastructure software can be a great business. An infrastructure software company sells core technology to a large enterprise such as a bank or insurance company. This software has near zero marginal cost and generates a large annuity for the infrastructure software company. Once a bank has purchased your infrastructure software, the bank is likely to

When TensorFlow came out of Google, the machine learning community converged around it. TensorFlow is a framework for building machine learning models, but the lifecycle of a machine learning model has a scope that is bigger than just creating a model. Machine learning developers also need to have a testing and deployment process for continuous

When a user interacts with an application to order a ride with a ridesharing app, the data for that user interaction is written to a “transactional” database. A transactional database is a database where specific rows need to be written to and read from quickly and consistently. Speed and consistency are important for applications like

React, Vue, and Angular are the most popular frontend JavaScript frameworks. Each of these frameworks lets frontend developers build components. A component is a high level visual abstraction that is used to compose a user interface. Frontend development has moved towards component-driven-development. At a typical technology company, a designer will put together a design file

Netflix has thousands of service instances communicating with each other. When a Netflix client on a smartphone makes a request for a movie, that request hits Netflix’s backend, where the request is fulfilled by a chain of requests through different services. Services and clients communicate using several different interaction patterns. A service might send a

Prometheus is an open source monitoring system and time series database. Prometheus includes a multi-dimensional data model, a query language called PromQL, and a pull model for gathering metrics from your different services. Prometheus is widely used by large distributed systems deployments such as Kubernetes and Cloud Foundry. Prometheus gathers metrics from your services by

When a developer provisions a cloud server, that server is called an “instance”. These instances can be used for running whatever workload a developer has, whether it is a web application, a database, or a set of containers. The cloud is cheap to get started on. New applications with few users can often be hosted

If a business has been operating successfully for a few years, that business has accumulated a high volume of data. That data exists in spreadsheets, CSV files, log files, and balance sheets. Data might be spread across local files on a user’s laptop, databases in the cloud, or storage systems in an on-premise data center.

Robots are making their way into every area of our lives. Security robots roll around industrial parks at night, monitoring the area for intruders. Amazon robots tirelessly move packages around in warehouses, reducing the time and cost of logistics. Self-driving cars have become a ubiquitous presence in cities like San Francisco. For a hacker in

Chinese Internet companies operate at a massive scale. WeChat has over a billion users and is widely used as the primary means of payment by urban Chinese consumers. Alibaba ships 12 million packages per day, which is four times the amount of Amazon. JD.com, a Chinese ecommerce company, has perhaps the largest production Kubernetes installation