2.5 Years of Trust and One Ferrari Later:
The Data Journey That Transformed a Legal Tech Company
Story
For over 2.5 years, LazyAnalyst has been the long-term data partner to a legal tech company offering Dashboard-as-a-Service (DaaS) to law firms. Back then, we implemented their first custom pipelines, capturing data from Lead Docket and RingCentral, funneling it into BigQuery, and visualizing key insights in Looker Studio. That lean setup, built under tight budget constraints, helped them onboard their first 20 clients and validate product-market fit. We maintained the pipelines, monitored performance, and iterated on improvements, all under a low-touch, high-trust retainer.
But as client demands increased, the company tried to outsource new data projects to cheaper offshore developers. The result? Unstable pipelines, poor documentation, and no clear architecture, stalling growth and draining internal resources. Eventually, the CEO stepped in personally and asked us to rebuild the entire system from scratch: “make it a Ferrari.” This time, with the budget, backing, and business urgency to match.
Challenges
BigQuery and Looker Studio initially worked well, but struggled to handle growing data volumes and real-time needs.
Failed Outsourcing Attempts:
External devs couldn’t deliver the quality or scalability needed, leading to rework, risk, and leadership frustration.
No Strategic Architecture:
Years of piecemeal builds created tech debt, duplicate logic, and inconsistent standards.
Key Data Gaps:
Lead Docket and RingCentral’s front ends hid critical data, such as deleted leads or call outcome metadata.
Manual Client Setup:
New law firms couldn’t be onboarded efficiently, slowing time-to-value.
Solutions
LazyAnalyst not only delivered the upgraded architecture but also designed the strategy in direct collaboration with the CEO.
Enterprise Architecture Overhaul:
We migrated the stack from BigQuery to Databricks for flexible, large-scale processing and switched from Looker Studio to Domo to provide rich, secure, client-facing dashboards.
Pipeline Migrations & Upgrades:
- We rebuilt and optimized the custom connectors for Lead Docket and RingCentral, unlocking previously inaccessible data and enabling client-specific provisioning.
- We integrated Filevine from scratch into Databricks, expanding the insights the client could offer to legal customers.
New clients now spin up automatically via reusable database logic and dashboard templates.
Secure & Scalable:
SOC2-compliant API key storage, schema management, and monitoring workflows ensure long-term stability.
Value
This Ferrari-grade rebuild gave the client a true enterprise data product:
- Faster onboarding of new legal firms, with minimal manual effort
- Access to richer insights like deleted leads and detailed call records, previously unavailable
- Full investor and executive visibility via Domo dashboards
- A scalable platform that’s finally built for growth, not patched together.
What started as a low-budget MVP evolved, through consistent support, deep context, and trust, into a modern, resilient, and extensible architecture. LazyAnalyst continues to serve as the client’s strategic data partner, making sure their data stack doesn’t just keep up, but stays ahead.
Testimonial
Corinna repeatedly delivers a great product and shows tremendous knowledge of the tools. She saved us hundreds of dollars by coming up with creative solutions for issues that could have taken us many hours to solve. We really appreciate the honesty of not overcounting her hours and always being clear about the workload. She is really great to work with. Very knowledgeable and willing to explain and teach us how things work. She has gone above and beyond to help us.
Skills