Systems | Development | Analytics | API | Testing

When Everyone Builds Everything, the Moat Moves to the Data Layer

Copying a PropTech feature set used to take real time and money. It doesn’t anymore, and that changes what makes a product defensible. Property management systems and point solutions are converging on the same capabilities, and the overlap between EliseAI and Funnel earlier this year showed how quickly two platforms in separate lanes can end up competing head-on.

How Does Tier 2 SOC Automation Work?

Tier 2 SOC work picks up evidence gathering across consoles, containment decisions, sandbox detonation and verdicting, sweeping new indicators through historical data, and the case documentation and handoff that follow. Tier 1 work is linear enough to enumerate, so a playbook can list the steps. Tier 2 investigations branch, since each answer changes the next question, and no engineer can pre-write every path and that is why SOAR does not do well in Tier 2 even in teams where it works well at tier 1.

How to Improve Interoperability in Healthcare: A Practical Roadmap (2026)

Healthcare interoperability enables clinical, administrative, and financial systems to exchange usable health information securely. It connects EHRs, payer platforms, laboratories, pharmacies, medical devices, and patient applications. In 2026, interoperability requires more than transferring data between disconnected systems. Healthcare organizations must standardize data models, resolve patient identities, govern access, maintain semantic consistency, and support real-time API-based workflows.

Snowflake RBAC: How to Manage Who Accesses What in Your Pipelines

Your data engineer just accidentally deleted the production customer table. Again. This scenario plays out in organizations worldwide, not because of malicious intent, but because of poorly configured access controls. With data breaches and compliance violations, managing who can access what in your Snowflake data warehouse isn't optional: it's essential.

BigQuery to REST API in 2 Minutes | DreamFactory

Turn a Google BigQuery project into a secured REST API without putting the warehouse credential in your app. DreamFactory stores the service account. Your app calls a URL with an API key. Role-based access control decides what that key can see. Docs are generated from the live spec, so fields and filters become query parameters you can ship. In this walkthrough.

Government API Use Case: How to quickly connect your application with Data.

Getting data out of source systems and into the applications that need it is usually slow, custom, and hard to secure. Today I'll show you how DreamFactory solves that as a secure data gateway. This demo today is based on a government healthcare use case.

Build Custom, AI-Ready API Endpoints Without Writing Backend Code

Auto-generated APIs changed how fast teams ship. Point DreamFactory at a database and you get a complete REST API in seconds: every table, full CRUD, live documentation, role-based security. For thousands of teams, that is the whole job. But auto-generated APIs mirror your schema. Your applications, and increasingly your AI agents, want something more deliberate: clean paths, shaped responses, and endpoints that match how the consumer thinks rather than how the database is laid out.