Vipra Software Launchpad Legal Analytics Optimization
2026 Client Project · Legal Tech · Analytics Performance · US Market
Looker dbt BigQuery Shift-Left Architecture 97% Faster Timeout Elimination

From 150 Seconds to Under 5 —
Re-Architecting a Legal Analytics Stack on Looker, dbt & BigQuery

A US legal case acquisition platform's mission-critical Looker dashboards were timing out at 150–324 seconds under real-world load. Financial decisions were being made blind. We diagnosed three compounding architectural flaws — unpartitioned tables, runtime calculation explosions, and symmetric aggregate fanout — and eliminated every timeout across 26 reporting tiles without changing a single dashboard filter.

Shift-Left Pre-Computation Partition + Cluster Strategy Fanout Elimination dbt Intermediate Models Mass Tort Analytics Client Budget Intelligence
Industry
Legal Tech · Mass Tort
Duration
8 Weeks
Stack
Looker + dbt + BigQuery
Data Volume
2.5M Rows · 5+ Years
Tiles Optimized
26 Reporting Tiles
Peak Improvement
324s → 21.86s (93%)
97%
Query Latency Reduction
<5s
Dashboard Load (was 150s+)
90%
BigQuery Data Scan Reduction
26
Dashboard Tiles Optimized
0
Dashboard Timeouts Remaining
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