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03 / Jacquard Financial BotEngineering case study

Financial operations. Inside Slack.

Built a Slack financial application connecting transaction workflows with QuickBooks and Plaid.

MEVN Stack Developer · Heini LLC · Contract

Visit Heini
Reported outcome~70%

less manual financial handling

Approximate résumé figure · Heini LLC
The perspective

Fintech · End-to-end application delivery

From integration to operation.

Jacquard brings financial operations into Slack, connecting banking, accounting and workplace tools. At Heini, I built the Node.js application and supporting integrations, with responsibility across application logic, workspace access, data processing and production delivery. The work connected the user-facing product with the services and background processes needed to keep it running.

Engineering

My contribution

01

Application and integrations

Built transaction classification and purchase-order workflows using Node.js and Express, integrating QuickBooks and Plaid with PostgreSQL-backed reporting.

02

Access and data processing

Implemented role-based access and multi-workspace tenant logic, alongside scheduled bank and accounting sync jobs using Redis and BullMQ.

03

Deployment & observability

Used Docker, AWS and GitHub Actions for delivery. Supported zero-downtime deployments and structured logs and alerts to improve operational reliability.

Stack

Node.js / Express · PostgreSQL · Redis / BullMQ · Slack API · Docker / AWS · GitHub Actions

Reported outcomes

Approximate results documented in my résumé for this work at Heini.

reduction in manual financial handling
~70%
fewer on-call incidents
~20%
Public project image
Jacquard Financial BotEngineering focus
  • Application & integrations
  • Workspace access
  • Production delivery
Jacquard public website describing Slack expense reporting and accounting integrations
Jacquard · Product website
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