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B2B SaaSData VisualizationDashboardUX Research

Analytics & B2B SaaS Platform

High-density data visualization web app empowering marketing teams to extract actionable insights from complex telemetry data.

01. Context & Challenge

Enterprise marketing analytics tools often suffer from data overload: dense data tables, slow query response times, and confusing chart configurations.

Our task was to overhaul a B2B SaaS dashboard processing over 50 million telemetry events per day, transforming complex multi-touch attribution data into clear visual stories.


02. Research & Information Architecture

We conducted contextual inquiry sessions with 15 Growth Leads and Performance Marketers to understand how they interact with analytics daily:

  • Insight Fatigue: Users spent 20 minutes filtering charts before finding campaign ROI metrics.
  • Customization Needs: Teams needed customizable widget layouts based on role (Executive vs. Specialist).
  • Exporting Workflows: Marketers regularly exported CSVs to create slide decks because native charts were hard to read.

Design Goal: Transform raw data into instant clarity—allow marketers to spot trends in under 3 seconds.


03. UX Innovations & Features

1. High-Density Widget Grid

Designed a flexible CSS Grid dashboard allowing drag-and-drop widget customization with persistent state save.

2. Smart Attribution Filters

Simplified 20+ query parameters into an intuitive filter bar with natural-language query support (e.g., “Show top channels by ROI last 30 days”).

3. Interactive Data Visualization

Custom SVG line charts, conversion funnels, and heatmaps optimized for 60fps rendering even with large datasets.

/* Flexible Dashboard Widget Grid */
.dashboard-grid {
  display: grid;
  grid-template-columns: repeat(auto-fit, minmax(320px, 1fr));
  gap: 20px;
}

04. Performance & Impact Metrics

  • -60% Time to Insight: Average session duration to find key ROI metrics dropped from 18 min to 7 min.
  • 📈 +28% User Retention: Month-3 retention increased significantly across active enterprise accounts.
  • ⏱️ 60fps Smooth Chart Rendering: Optimized SVG rendering algorithms to handle 10,000+ data points smoothly.

05. Summary

Designing for data density requires balancing deep technical capability with visual restraint. The new SaaS dashboard successfully bridges enterprise power with consumer-grade simplicity.