Overview
When a leading restructuring advisory firm needed to modernize the data infrastructure powering their largest Chapter 11 cases, they turned to Nymbl. Their analysts were spending more time managing and wrangling data than doing the case work they were hired for. Manual spreadsheet mapping, disconnected tools, and ad-hoc workflows had created a system where errors were routine, audit trails were incomplete, and every large import was a compliance risk waiting to surface in a court filing.
Nymbl was engaged to build a ground-up data import pipeline as the single largest workstream within BART 4.0, the firm's next-generation bankruptcy case management platform. The solution had to handle the data volumes characteristic of the largest Chapter 11 cases, not as an edge case, but as the baseline.
Nymbl designed and delivered a purpose-built pipeline on AWS, engineered from the outset to ingest files of 500,000 rows or more at high throughput, validate data before anything commits, and give analysts the control and confidence to move fast without introducing risk. The result replaced years of manual workarounds with a system built for the scale and compliance demands of enterprise bankruptcy practice.
Nymbl Differentiators:
Custom-coded, not a low-code shortcut. BART 4.0 is a full ground-up build on AWS — Fargate, SQS, S3, RDS, and Polars — giving precise control over throughput, validation logic, and scaling that off-the-shelf and low-code platforms simply can't replicate at this workload.
Purpose-built for Chapter 11 scale. The pipeline was architected specifically for the data volumes of the largest bankruptcy cases, with parallel worker architecture that ensures a single 500,000-row file never bottlenecks the system. Generic case management tools aren't engineered for this out of the box.
Validate-before-commit, not commit-and-fix. Data is staged and validated in memory with errors surfaced at the exact row and column level before anything touches the master tables — keeping bad data out of court filings rather than chasing it down after the fact.
Built by a team that already knew the domain. BART 4.0 is a deliberate rebuild of BART 3.0, meaning Nymbl carried forward deep institutional knowledge of how bankruptcy workflows actually run — no vendor learning curve, no domain discovery tax.
Deliverables
{{deliverables-card}}
Challenges
{{challenges}}
Nymbl’s Solutions
{{solutions}}
Nymbl’s Impact
{{impact}}