Integration Testing Strategies for EdTech API Pipelines
Most EdTech API defects hide at the integration layer, not the UI.
Lorena Mercer
Section
EdTech Product Development
12 stories in EdTech Product Development.
Formative vs Summative Assessment Data Models in LMS Architecture
Different data models power different assessment types, and mixing them breaks both.
Anouk Osborne
Adaptive Learning Engines vs Rule-Based Personalization in LMS Build Decisions
Adaptive engines need enormous scale and data density to deliver genuine outcomes.
Preston Ganem
Developer Experience Design for EdTech Platform APIs
EdTech APIs need institutional trust as much as developer ease—here's how to design for both.
Anouk Osborne
Prioritizing Integration Features in an EdTech Product Backlog
School districts won't adopt your product without the integrations they already rely on.
Anouk Osborne
Workflow Automation Opportunities in EdTech Product Delivery
Most LMS integrations drain engineering resources faster than features can ship.
Anouk Osborne
Mapping User Permissions and Roles Across Integrated EdTech Tools
When tools don't share role definitions, student data leaks through the gaps.
Anouk Osborne
Multi-Tenant Architecture Considerations for EdTech Integrations
Separate your tenants or risk FERPA violations and million-dollar breaches.
Anouk Osborne
Managing API Credentials Securely in EdTech Products
EdTech breaches expose why credential management is a foundational security practice, not optional.
Anouk Osborne
Embedding Third-Party Tools Natively into EdTech Workflows
Schools waste $200K-$400K yearly on disconnected tools; native integration through LTI fixes it.
Anouk Osborne
Reducing Time-to-Market for EdTech Feature Releases
EdTech startups can't afford slow releases, and integration overhead is eating the runway.
Anouk Osborne
Low-Code Integration Platforms for EdTech Product Teams
Low-code integration platforms absorb the maintenance burden that drains EdTech teams after launch.
Anouk Osborne