Systems | Development | Analytics | API | Testing

The first step in most analytical workloads is to ingest the data that you need for your analysis into your data warehouse. For geospatial analysis involving point, line, or polygon data, ingesting data can be complex because geospatial data comes in myriad data formats. Two of the most popular geospatial formats are GeoJSON and GeoJSON-NL (newline-delimited geoJSON).

Elasticsearch is an open-source search engine and analytics store used by a variety of applications from search in e-commerce stores, to internal log management tools using the ELK stack (short for “Elasticsearch, Logstash, Kibana”). As a distributed database, your data is partitioned into “shards” which are then allocated to one or more servers.

A data pipeline is a series of actions that combine data from multiple sources for analysis or visualization.

You can spend hours scrolling down the rabbit hole of government IT horror stories, which makes the recent launch of the federal website for ordering free COVID tests that much more remarkable. The website worked, and it was surprisingly easy to use. But that success belies decades of underinvestment in digital transformation that has stifled public sector innovation and hardened the government's low-tech image. For example.