cloudwitch

Pipelines online

NEXT-GEN AI DATA ENGINEERING PLATFORM

Self-Healing Data Pipelines Powered by AI

Self-Healing Data Pipelines Powered by AI

Automatic schema evolution from source to landing zone, smart AI data modeling, and zero-maintenance warehousing—so your team never deals with broken pipelines or manual DDL updates again.

END-TO-END SELF-HEALING WORKFLOW

Events

AI Model

Snowflake

12.4M events processed

99.99% reliable

BUILT FOR CHANGE

A data platform that learns your architecture.

Automated Schema Evolution

Detect, validate, and propagate schema changes before downstream tables ever break.

Automated Schema Evolution

Detect, validate, and propagate schema changes before downstream tables ever break.

AI-Powered Data Modeling

Turn raw event streams into governed models using context-aware AI suggestions.

AI-Powered Data Modeling

Turn raw event streams into governed models using context-aware AI suggestions.

Analytic Integration

Connect warehouse logic, lineage, and observability in one continuously synced workflow.

Analytic Integration

Connect warehouse logic, lineage, and observability in one continuously synced workflow.

End-to-End Self-Healing Workflow

Columns are added, modified, and deleted in real time—without breaking the systems downstream.

01 · Source DB

Transactional, APIs, event streams

CLOUDWITCH · SCHEMA DRIFT

Schema Drift Detection

Auto-detect added, changed, and removed columns

03 · Landing Area

Cloud database

CLOUDWITCH · AI MODELING

AI Data Modeling

Generate star schemas, SCD logic, and semantic models

05 · Production

Structured data mart

AUTOMATED SCHEMA EVOLUTION

No More Broken Pipelines

Real-time detection of added and dropped columns plus data type shifts, automatically propagated across Staging and Target tables in your landing zone.

AI-POWERED DATA ARCHITECT

From Raw Data to Star Schema in One Click

AI analyzes raw source schemas and payload samples to suggest semantic models, dbt-compatible transformations, SCD Type 1/2 logic, and optimized Fact and Dimension tables tailored to your business.

How It Works

01

Connect Your Sources

Link transactional databases, APIs, or event streams in minutes with native connectors.

02

Set Evolution Policies

Define how Cloudwitch handles schema drift, data types, and AI model recommendations.

03

Stream into Your Warehouse

Sit back as clean, structured, and self-healing data flows continuously into your warehouse or data mart.

The Unified Advantage

Traditional Stack (Fivetran + dbt + Airflow) vs. the Cloudwitch Unified Engine

CAPABILITY

TRADITIONAL STACK

CLOUDWITCH

Unified All-in-One Engine

Fragmented tooling

Unified engine

Automatic Schema Evolution

Manual DDL fixes

Automatic evolution

AI-Generated Star Schema

Manual transformation modeling

AI-generated models

CURRENTLY BREWING SOMETHING USEFUL

Cloudwitch is busy giving your data stack a second life.

Cloudwitch is busy giving your data stack a second life.

The Cloudwitch witches are patiently training an AI to gift your team something truly magical: a life with weekends. Hang tight—when the spell is ready, we’ll reach out as if by magic.

The Cloudwitch witches are patiently training an AI to gift your team something truly magical: a life with weekends. Hang tight—when the spell is ready, we’ll reach out as if by magic.

The team is making the magic less magical—and more reliable.

The team is making the magic less magical—and more reliable.