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KGAIT Solutions
Tech Stack

Tech Stack

Teknologi yang digunakan oleh KGA dan sebab pemilihannya

Infrastruktur & Awan

Asas berskala untuk setiap beban kerja

A

AWS

Primary cloud provider. We run ECS and Lambda for compute, S3 for object storage, and RDS for managed databases.

G

Google Cloud Platform

BigQuery for analytics data warehousing and Cloud Run for ML inference workloads that benefit from auto-scaling.

C

Cloudflare

Global CDN, DDoS protection, and Workers at the edge for low-latency routing and A/B testing logic.

D

Docker

Every service ships as a container. Consistent environments from local development through production.

K

Kubernetes

Production orchestration for large-scale client deployments requiring fine-grained scaling and service mesh.

T

Terraform

Infrastructure as Code for all environments. Reproducible, version-controlled, and peer-reviewed infra changes.

Backend & API

Perkhidmatan berprestasi tinggi dibina untuk kebolehpercayaan

N

Node.js / TypeScript

Primary backend runtime for API services, webhooks, and real-time applications. End-to-end type safety with shared types.

P

Python

AI/ML pipelines, data processing scripts, and automation tooling. Used with FastAPI for model-serving endpoints.

G

Go

High-performance microservices where latency and throughput matter -- ingestion pipelines, proxy layers, and CLI tools.

F

FastAPI

ML model serving with automatic OpenAPI docs. Handles inference requests with async support and Pydantic validation.

G

GraphQL

Flexible API layer for client dashboards. Reduces over-fetching and lets frontend teams iterate without backend changes.

g

gRPC

Internal service-to-service communication with protobuf schemas. Strong contracts, low overhead, bidirectional streaming.

Frontend

Antara muka moden yang disukai pengguna

N

Next.js

Primary framework for all web applications. Server components, edge rendering, and built-in optimizations.

R

React / React Native

Shared component libraries across web and mobile. Native iOS and Android apps from a single codebase.

S

Svelte

Lightweight micro-frontends and embeddable widgets where bundle size is critical.

T

Tailwind CSS

Foundation of our design system. Utility-first approach ensures consistency and rapid iteration across projects.

T

Three.js

3D and VR experiences for product configurators, architectural walkthroughs, and interactive data visualizations.

AI & Pembelajaran Mesin

Sistem pintar yang belajar dan menyesuaikan

O

OpenAI API

GPT-4o for natural language tasks, embeddings for semantic search, and fine-tuned models for domain-specific use cases.

H

Hugging Face

Open-source model hosting and inference. We run specialized NLP and vision models for clients with data residency requirements.

T

TensorFlow / PyTorch

Custom model training for computer vision, time-series forecasting, and recommendation engines.

L

LangChain

AI agent orchestration for complex multi-step workflows -- document Q&A, data extraction, and autonomous task execution.

P

Pinecone

Vector database powering RAG pipelines. Sub-50ms similarity search across millions of document embeddings.

O

Ollama

Local LLM deployment for air-gapped environments and clients who need on-premise AI with zero data egress.

Data & Pangkalan Data

Storan yang betul untuk setiap bentuk data

P

PostgreSQL

Primary relational database. ACID transactions, JSONB for flexible columns, and extensions like pgvector for embeddings.

R

Redis

In-memory caching, session management, rate limiting, and BullMQ job queues for background processing.

M

MongoDB

Document storage for content management, event sourcing, and schemas that evolve rapidly during product discovery.

I

InfluxDB

Time-series database for IoT sensor data, application metrics, and real-time dashboards with sub-second resolution.

E

Elasticsearch

Full-text search across product catalogs and documentation. Also powers centralized log aggregation and analysis.

B

BigQuery

Serverless data warehouse for analytics. Petabyte-scale SQL queries for business intelligence and reporting.

DevOps & Pemantauan

Hantar pantas, perhatikan semuanya

G

GitHub Actions

CI/CD pipelines for build, test, and deployment. Matrix builds, reusable workflows, and environment-based approvals.

G

Grafana

Unified observability dashboards combining metrics, logs, and traces. Custom dashboards for every client project.

P

Prometheus

Metrics collection and alerting. PromQL-powered alerts feed into PagerDuty for on-call incident response.

S

Sentry

Error tracking with source maps and release tracking. Every unhandled exception gets triaged within minutes.

D

Datadog

APM and infrastructure monitoring. Distributed tracing across microservices to pinpoint latency bottlenecks.

P

PagerDuty

Incident management with escalation policies. On-call rotations ensure 24/7 coverage for critical systems.

Keselamatan

Pertahanan mendalam pada setiap lapisan

V

Vault

Centralized secrets management with dynamic credentials. Database passwords, API keys, and certificates rotate automatically.

S

Snyk

Continuous dependency scanning in CI. Vulnerabilities are flagged before they reach production.

O

OWASP ZAP

Automated security testing in staging environments. DAST scans run on every release candidate.

L

Let's Encrypt

Automated SSL/TLS certificate provisioning and renewal. Every endpoint is encrypted with zero manual intervention.

Sentiasa Berkembang

Kami sentiasa menilai dan menerima pakai teknologi baharu untuk memberikan penyelesaian terbaik. Tumpukan kami berpendirian tetapi tidak dogmatik — kami memilih alat yang betul untuk setiap masalah.