Systems | Development | Analytics | API | Testing

Building Property Risk Intelligence When Data Sources Disagree

Property risk intelligence is the property-level risk assessment a platform derives by reconciling observations from multiple third-party providers. It is more than a set of provider scores shown side by side. The challenge begins when those sources describe the same property differently. One may report a modeled flood probability, another a regulatory flood-zone designation, and another a physical characteristic that affects exposure.

Dissecting Rails Migrations: Anatomy, Rollbacks, and Errors (Rails 8.1)

A Rails migration is a timestamped Ruby class inheriting from ActiveRecord::Migration whose change method alters the database schema. bin/rails db:migrate runs each pending migration once, records its version in the schema_migrations table, and dumps the result to db/schema.rb. Rollbacks invert change; irreversible steps need up and down. On PostgreSQL and SQLite, each migration runs inside a transaction.

Native test management for Jira: What it is and when you need it

Native test management for Jira is a dedicated test management layer that runs inside Jira. It adds the capabilities Jira doesn’t provide on its own: reusable test cases, test cycles, execution history, requirements-to-test traceability, and release reporting. Jira doesn’t include built-in test management, so teams either adapt Jira work items to track tests or add a test management app from the Atlassian Marketplace.

How to use Claude for data analysis and reporting (and its limitations)

Claude has become the place where a lot of everyday work gets done, and analysis and reporting are no exception. In Databox’s recent survey, Using AI You Don’t Trust, 86% of business users said they reach for an AI tool like Claude or ChatGPT before any other tool for analytical work. Honestly, the pull toward these tools is easy to understand. Feed Claude a spreadsheet, and it can synthesize your data, spot trends, and turn raw numbers into written explanations and reports in minutes.

How CIOs Can Manage Business Continuity with AI Ambitions

CIOs are being asked to accelerate AI adoption, manage cyber risk, and ensure their businesses remain resilient when facing disruption — a set of demands that leaves a whopping 91% of CIOs with moderate or high stress, according to a survey by cybersecurity platform SAFE. To maintain these responsibilities sustainably, modern enterprises must increasingly be built on a foundation of data that drives AI-powered business processes. For CIOs, that means new risks must be faced.

Appian Recognized as a Leader and Star Performer in the 2026 Everest Group Process Mining Products PEAK Matrix Assessment

When leaders lack visibility into how work gets done, they are forced to manage operations based on assumptions. This hides operational bottlenecks and leads employees to use manual workarounds. Organizations seek operational clarity to fix these inefficiencies, demanding solutions that provide process intelligence. Everest Group defines process mining as software that analyzes event logs to discover, monitor, and optimize processes.

How to Use Proxies for SEO

Proxies route your requests through a different IP address, which sounds simple until you realize how much SEO work depends on seeing the internet from somewhere other than your own machine. Google shows different results depending on location, and a single IP hammering search results all day looks a lot like a bot to most sites. That's basically why proxies became standard tooling for SEO work rather than some niche technical trick. Rank tracking, competitor research, and large-scale data collection all lean on them in one way or another.

Employer of Record vs Direct Hiring: A UK Employer's Guide

UK employers considering a new hire have three distinct routes. With direct hiring, your business is the employer and takes on payroll and employment duties. An employer of record (EOR) becomes the legal employer of someone whose day-to-day work you manage, often in a country where you have no entity. In a genuine independent-contractor arrangement, you buy a service from a self-employed person or their business.

Playwright End-to-End Testing with Recorded API Mocks

Your Playwright test clicks Next page, waits for the item list, and times out. Now you’re digging through a trace to find out whether the page broke or an API call failed. Traditional browser-testing workflows focus on clicks, page state and UI assertions. Those checks tell you whether a user journey works, but investigating a failure also means understanding the APIs behind the page.

How to run OTA Updates on Fly.io with Codemagic Patch

Jared Lynskey recently wrote a sponsored post, trying out Patch with his app, maru. This article is a follow up about using it in production on Fly.io, including any problems he encountered. Last month I moved maru’s over-the-air updates from my own expo-updates server to Codemagic Patch. Everything in that post ran against Patch’s local evaluation stack on my laptop. The section on production was a plan, with a note to myself to replace it once it had actually happened.