Avenbyte
Production Deployment • Enterprise SaaS
Client: B2B SaaS & Growth Operations

Pulse Analytics

Clarity over complexity in high-cardinality business intelligence.

Pulse Analytics provides growth executives and product leaders with clear, actionable insights into revenue churn, cohort retention, and operational latencies without spreadsheet clutter. The system features semantic color tokens, progressive disclosure, and real-time streaming updates.

+128.4%Net Expansion TrackedCohort retention
<42msFilter Latency60fps virtualized
180M+Daily Ingested EventsZero packet loss
CategorySaaS / High-Scale Telemetry
DeploymentProduction Live
ServicesSaaS Product Development • UI/UX Design • Data Visualization • Frontend Performance Tuning
Verified Production Architecture: Live production telemetry measured across 180M+ processed daily events sustaining 99.98% uptime across all reporting clusters.
01 // BUSINESS CONTEXT

The Operational Background

Modern SaaS operators are inundated with disconnected reporting tools, Stripe webhooks, CRM exports, server telemetry, and marketing funnels. Existing BI tools required extensive SQL knowledge and suffered from sluggish dashboard render times.

02 // THE CORE CHALLENGE

Friction & Technical Debt

Engineer a browser-based analytics interface capable of virtualizing 50,000+ data rows at 60fps while enabling instant cross-filtering across 12 distinct metric dimensions without server lag.

TARGET OBJECTIVES // REQUIREMENTS

Strategic Goals and Requirements.

01

Reduce executive daily metrics triage from 30 minutes to under 3 minutes.

02

Achieve sub-80ms client-side filter response times on high-cardinality datasets.

03

Provide natural-language query generation alongside interactive time-series charts.

04

Deploy dark-mode design system with WCAG 2.2 AA compliant contrast ratios.

03 // THE ENGINEERING SOLUTION

Design & Architecture Strategy

We engineered a modern web platform using Next.js, WebGL/SVG accelerated charting, and an in-memory client data store synchronized with Redis rollups and PostgreSQL. Semantic color tokens and intuitive interactive timeline brushes make deep investigation effortless.

Client-Side Virtualized Rendering Pipeline

Canvas and SVG virtualized viewports sustain silky 60fps scrolling and interaction even under heavy 50k+ row telemetry streams.

Pre-Computed Rolling Aggregations

Redis timeseries buckets compute 1-minute, 1-hour, and 24-hour rollups asynchronously, shielding primary transactional databases from query spikes.

Ergonomic Dark-Elevation Design System

Layered obsidian surfaces (#07080B, #0E1017, #141720) prevent eye fatigue during prolonged analytical workflows.

Technologies Used

Next.jsReact 19TypeScriptTailwind CSSPostgreSQLRedisTimescaleDBWebGL

Engineering Takeaways

Cognitive ergonomics directly translate to operational velocity; removing visual noise speeds up executive decision making.
Offloading filter computation to optimized Web Workers maintains silky UI responsiveness under heavy payloads.
Pre-aggregated metric views cut database infrastructure costs by up to 60%.
TAILORED ENGINEERING // LET'S TALK

Let's Build Your Solution Together.

We apply these exact engineering principles to build production software for real-world companies.