April 4, 2026•8 min read
Streaming Dashboard Architecture: Design for Decision-Safe State
Choose streaming from decision latency, then define event time, watermarks, late data, corrections, backpressure, serving state, and recovery.
Read more →Resources
Shipping analytics at scale requires more than a charting library. This cluster covers the engineering decisions behind production analytics: multi-tenant architecture, real-time data pipelines, streaming dashboards, SDK-first approaches, and API-first design patterns. These articles are written for engineers and architects who are responsible for the reliability, performance, and scalability of analytics infrastructure — not just the frontend layer.
Articles
Last updated
Pillar guide
Choose streaming from decision latency, then define event time, watermarks, late data, corrections, backpressure, serving state, and recovery.
Read more →
Most SaaS products don't need true real-time analytics. Here's how to know when you do, and what it takes to deliver it.
Read more →
Choose live-dashboard refresh, caching, alerting, and audience views from decision latency and measurable system constraints.
Read more →
A multi-tenant analytics design must preserve trusted tenant scope through identity, routing, authorization, workload control, delivery, and operations.
Read more →
Why engineering teams are choosing headless architectures for embedded analytics, and when traditional approaches still make sense.
Read more →
Traditional BI tools force you to build through their UI. API-first analytics flips this, giving developers programmatic control over embedded experiences.
Read more →
Most teams pick between iframe and SDK based on speed. The real question is: how much control does your product roadmap actually need?
Read more →With beautiful, easy-to-understand reports that help your customers make better business decisions. Trusted by CEOs and business leaders who want clarity, not complexity.
Sumboard exceeded our expectations with its performance and ease of integration. We've now embedded it into our product line, enabling our customers to access reports through a cloud portal.
George
CTO and CPO at Orbility