Technology
Rethinking development pipelines
with AI and automation.
DCC Lab designs and builds systems centered on AI-powered DevOps and automation, from planning through development, testing, deployment, and operations.
We don't just use AI to write code for you. We leverage AI as a partner to co-design your entire development pipeline. Our goal is to automate repetitive work so people can invest more time in decision-making and creative thinking.
Our Development Philosophy
Every project is designed with "automation potential" and "operational sustainability" as core criteria. These four principles apply universally across all systems we build.
AI-Driven Development
AI assists with code generation, refactoring, and test writing based on planning documents, requirements, and log data. People focus on architecture and decision-making, while AI agents handle repetitive implementation.
Automation First
Tasks that people repeat—like crawling, deployment, report generation, and monitoring—are all automation candidates. We prioritize automating "things you did manually once and never want to do again."
Observability & KPI
We manage system health and performance through metrics using PM2, logging, KPI reports, and dashboards. Rather than relying on gut feeling, we verify which automations are actually delivering value through data-driven insights.
Security by Design
Authentication, authorization, logging, backups, and access control are designed upfront, not as afterthoughts. For services involving payments or personal data, we establish security guidelines before development begins.
D-Flow Architecture
DCC Lab designs intervention points for AI and automation based on a 5-stage flow: Plan → Build → Test → Deploy → Operate.
Plan
Planning
We conduct requirements gathering, reference research, and competitive service analysis alongside AI. Planning documents are structured to be immediately usable for development and testing.
Build
Development
We establish code structure tailored to stacks like Next.js, Flask/FastAPI, and Django, rapidly building repetitive patterns through scaffolding and AI code generation.
Test
Testing
We automate wherever possible, from unit tests to E2E tests. We also configure real browser-based testing using Selenium/Playwright.
Deploy
Deployment
We standardize deployment scripts and processes tailored to infrastructure like FastComet, VPS, and container environments. Using PM2, Docker, and similar tools, we operate with rollback-ready structures.
Operate
Operations
We automate log collection, error alerts, KPI reports, and resource monitoring so service status is always visible through metrics and reports. When needed, AI analyzes logs to recommend root causes.
Our Technology Stack
We select optimal stacks based on project characteristics. Below are the key technologies we actually use in production.
Frontend
Backend & API
Data & Storage
Automation & Crawling
DevOps & Infra
AI & LLM
Security & Reliability
Drawing on our experience with electronic finance, payments, and remittance services, we prioritize security and reliability above all else.
SSH key-based server access and access control
Regular backups and disaster recovery strategies
Incident response through log, access history, and error tracking
Dedicated security guidelines for payment gateway integration and payment data processing
Implementation Case Highlights
Here are a few examples of how our technology and architecture are applied in real-world services.
Auto-Bid Outsourcing Automation System
We built a pipeline that automatically collects, analyzes, and filters projects from domestic and international outsourcing platforms, extending all the way to proposal generation. This dramatically reduced time spent on manual searching and filtering.
K-POP Ranker Data Pipeline
We operate a system that crawls and normalizes K-POP chart data from multiple platforms, providing APIs for real-time search and ranking comparisons.
AI-Powered Website Auto-Generation Platform
We're developing a platform where customers select desired features, and AI automatically assembles one-page websites with the necessary functional modules.
What project shall we build together with our technology?
No concrete idea yet? No problem. Just share your current challenges or ideas, and we'll help design the structure together.