Illustration comparing cursor-based pagination and offset pagination in modern APIs. The graphic features side-by-side visualizations of each pagination method, highlighting cursor navigation versus numbered page navigation, alongside the title "Cursor-Based Pagination vs Offset Pagination: Preserving User Navigation at Scale." Author attribution for Rachel Walker appears in the lower-left corner.

Cursor-Based Pagination vs Offset Pagination: Preserving User Navigation at Scale

Rachel Walker API Development, Architecture, Articles, UI/UX Leave a Comment

Cursor-based pagination has become the default pagination strategy for many modern APIs, including GraphQL APIs, cloud platforms, and large-scale SaaS applications. While it offers significant performance advantages over traditional offset pagination, it introduces new challenges for navigation, bookmarking, sharing links, and preserving user context. In this article, we compare cursor pagination vs offset pagination, explore why the industry is moving …

Legacy Modernization Trends: 2026 Market Size, Growth Drivers, and Enterprise Adoption Data

Keyhole Software Agentic AI & AI-Accelerated Development, All Industries, Architecture, Articles, Artificial Intelligence, Automation, Cloud, Modernization Leave a Comment

2026 legacy modernization trends: market size data, growth rates, regional breakdowns, and industry adoption stats from 8+ analyst sources.

Agentic AI Delivery in Practice: Autonomous Enterprise Execution with the Ralph Loop

David Pitt Agentic AI & AI-Accelerated Development, Architecture, Articles, Artificial Intelligence, Automation, DevOps Leave a Comment

Agentic AI delivery is a software delivery model where autonomous agents execute development tasks inside a governed software development lifecycle (SDLC), operating within architectural guardrails, dependency-ordered backlogs, and test-gated workflows. In Part 1 and Part 2 of this series, we introduced agentic AI delivery as an enterprise software delivery model and explored how governed, autonomous execution can operate within a …

Governed Agentic AI Delivery: 19 Iterations, 1:1 Story-to-Commit Traceability

Agentic AI Development in Practice: Building a Full-Stack App in 19 Autonomous Iterations

Jaime Niswonger Agentic AI & AI-Accelerated Development, All Industries, Architecture, Articles, Artificial Intelligence Leave a Comment

See how Keyhole implemented agentic AI development using an autonomous delivery loop to build a full-stack application in 19 test-gated iterations. This real reference implementation demonstrates how autonomous agents can operate inside a governed enterprise SDLC with architectural guardrails, commit-level traceability, and test-validated delivery.

S3 Data Processing at Scale with Manifests | Safer S3 Reprocessing

Ryan Cross Architecture, Articles, AWS, Cloud, Data Management Leave a Comment

Learn how to use Amazon S3 manifests to safely reprocess millions of S3 objects at scale without data ambiguity or production incidents. As consultants, we operate in the realm of clients with mature systems. One of the most common places for those systems is AWS. Amazonโ€™s S3 (Simple Storage Service) remains one of the most popular enterprise storage solutions. Letโ€™s …