All cases
Data infrastructure / DeFi

A data product with real-time aggregation, analytics and public API access

DexList combines a web interface, Telegram access and a backend layer for aggregating DEX data and exposing liquidity analytics.

Project screenshot 1
The problem

What the product needed to solve

On-chain data arrives continuously and needs validation, caching and controlled access before it becomes useful in a product interface. The system also needed to serve different access patterns through web, API and Telegram.

Product approach
  • Separated data processing, caching and product delivery concerns.
  • Used task queues for work that should not block user-facing requests.
  • Added public API and Telegram access around the same underlying data model.
  • Designed monitoring and load control into the infrastructure layer.
Delivered scope

The implemented product layer

01

Real-time on-chain data processing

02

Liquidity analytics and web product interface

03

Public API and Telegram bot

04

Redis caching, queues and multi-protocol DEX integrations

Architecture

How the system was organized

The recorded stack includes Node.js, TypeScript, PostgreSQL, Redis, Kubernetes and WebSockets. The system uses separate paths for ingestion, processing, caching and delivery so spikes in one area do not automatically block the others.

Result

The result is a data infrastructure and product layer that can expose the same domain through web, API and Telegram workflows.

Evidence boundary

  • The case does not publish trading, traffic or uptime claims.
  • On-chain data quality depends on upstream networks and protocol integrations.

Need a similar product or internal workflow?

Send the context and the first useful outcome. We will suggest a realistic implementation path.