Systems | Development | Analytics | API | Testing

EHR interoperability enables secure, accurate clinical data exchange across healthcare systems. It requires aligned APIs, patient identity, data standards, security, and governance.

Test authoring that used to take days now takes minutes — without leaving your IDE.

Self-hosting OTA updates became common after App Center and CodePush shut down in 2025. CodePush had been the popular free option, but the remaining hosted services easily hitting five or six figure bills for popular apps. For staging-only or use with small user bases, self-hosting is fairly straight forwards. But, as the user base grows, the architecture can start to struggle and bolt on pieces are required.

Insert, upsert, update, and delete records in Salesforce through the REST API, in throttled single-record or batched write modes, with per-record success and failure output on every run. Salesforce is the system of record for sales, service, and customer data at most B2B companies. Sales operations teams push lead and opportunity updates into it. Customer success teams sync account health scores.

Writing Tests from Requirements often starts with the same decision: how many scenarios does this change actually need? The number of Tests needed for a Requirement depends on the behavior it describes. A small change may require only a few Tests, while a feature with several acceptance criteria, user roles, and possible outcomes may need a broader set. AI Test Case Generation in Xray now lets testers account for that difference before generation begins.

Every utility is being pulled in two directions. Operations, engineering, and customer-facing teams all want data in modern applications: outage maps, field-service apps, asset-health dashboards, regulator reporting, and increasingly AI assistants that can answer questions about generation, load, or maintenance history. At the same time, the security team's job is to make sure none of that convenience becomes a path into systems that open spillway gates, trip breakers, or control pressure.

A BigQuery MCP server lets AI agents like Claude query your Google BigQuery data through a standard protocol instead of ad-hoc integrations. Because BigQuery bills by bytes scanned, an unconstrained agent is not just a security risk but a budget risk: one careless full-table scan on a wide table costs real money. This guide covers what a BigQuery MCP server does, the three ways to set one up, and the cost and security controls that matter before you let an agent anywhere near your analytics data.

Spike testing applies a sharp, sudden increase in load, holds it briefly, then drops back. It is not about the maximum number of users; a system can pass a stress test at a higher level and still fail a spike at a lower one, because the failure comes from the rate of change rather than the volume.

Android app crashes will cost us users and damage our Play Store ranking. To prevent them from happening, we need to understand the most frequent causes of crashes, read the stack trace effectively, and have plans for common painpoints such as null values. This article will give you the tools to do that.

In April 2026, when our Perforce engineering team was introduced to Claude, my team didn't jump straight into using it. We sat down, mapped our entire development lifecycle, and asked one focused question: Where does AI create the highest impact for us, specifically?