Enterprise-Grade • AI-Native • Production-Ready

Transform Data into
Intelligence

KIMBALL is Kainam's AI-native data engineering platform that automates data acquisition, profiling, cleansing, modeling, and loading. Transform raw data into production-ready pipelines through four intelligent phases.

Four-Phase Data Pipeline

Intelligent automation from raw data to production-ready insights

1. Acquire

Multi-source data connectors with universal chunking framework

  • • PostgreSQL, S3, APIs
  • • Stream-based processing
  • • 10K batch optimization

2. Discover

Intelligent type inference and metadata analysis

  • • 90%+ accuracy
  • • ML-based patterns
  • • Quality assessment

3. Transform

Multi-stage ELT transformations with CDC

  • • Bronze → Silver → Gold
  • • Automated generation
  • • Parallel execution

4. Model

ERD analysis and dimensional modeling

  • • Star schema design
  • • OLAP hierarchies
  • • K-Table generation

Enterprise Features

Production-ready capabilities for modern data architectures

High Performance

10K records/batch processing with ClickHouse OLAP database. Optimized for massive datasets (KB to TB).

AI-Powered

Intelligent type inference with 90%+ accuracy. Machine learning-based pattern recognition and online learning.

Enterprise Security

Comprehensive credential protection, environment-based configuration, and automated secret detection.

Dimensional Modeling

Automated ERD generation, hierarchy discovery, and star schema design for OLAP analytics.

Full Automation

70+ Task-based workflows, Docker infrastructure, and CI/CD pipelines for streamlined development.

Cloud Native

Standalone deployment ready for Ubuntu VM. Configured for self-hosted environments.

Technology Stack

Backend

  • FastAPI - High-performance Python web framework
  • ClickHouse - OLAP database for massive analytics
  • PostgreSQL - Metadata and relational storage
  • Docker - Containerized infrastructure

Frontend

  • Next.js 16 - React framework with App Router
  • TypeScript - Type-safe development
  • Tailwind CSS 4 - Modern utility-first styling
  • Self-Hosted - Standalone deployment
4
Intelligent Phases
Acquire → Discover → Transform → Model
90%+
Type Inference Accuracy
ML-based pattern recognition
70+
Task Commands
Automated development workflows
10K
Records/Batch
Optimized for ClickHouse

Part of the Kainam APM Platform

KIMBALL works seamlessly with MONZA (OLAP engine) and SENNA (Data Science platform) to deliver comprehensive Augmented Performance Management solutions.

KIMBALL - Data Engineering
MONZA - OLAP Analytics
SENNA - Data Science