Architecture

Moose Architecture

Infrastructure

Moose supports all the core infrastructure needed to power an analytical backend. Moose translates your native Typescript/Python/SQL into components in this underlying infrastructure.

Infrastructure Category	Supported Software	What You Write	What Moose Generates
Realtime analytical database	Clickhouse	Data models as TS interfaces / Pydantic models	Tables
		SQL statements in TS/Py functions	Views
Streaming engine	Redpanda	Data models as TS interfaces / Pydantic models	Topics
Processing engine	TS/Py (built into Moose binary)	TS/Py functions	Orchestrated streaming functions
Orchestration engine	Temporal	TS/Py scripts	Orchestrated workflows
Webservers	Rust (built into Moose binary)	Data models as TS interfaces / Pydantic models	Ingest APIs
		Parameterized SQL queries in TS/Py functions	Egress APIs

Dev vs Production

When you run moose dev, Moose creates a local copy of your production analytical backend, and hot swaps in changes as you code. This dev environment automatically includes containerized versions of each piece of core infrastructure.

When you want to deploy your Moose application into production, you’ll need to provide and manage the underlying infrastructure, and point your Moose application at that production infra. Alternatively, you can deploy your Moose application on managed infrastructure with one-click (including Bring Your Own Cloud/Infra) with Fiveonefour’s Boreal hosting service.

Customizing Your Infrastructure

Moose is designed to be highly customizable. You can control which infrastructure is included in your deployment using moose.config.toml:

Default Configuration

moose.config.toml

[features]
streaming_engine = true  # Include Redpanda for streaming
workflows = true        # Enable Temporal for orchestration

Warning:

By default, both streaming_engine and workflows are enabled. You must set the respective features to false to disable them.

Disabling Streaming

moose.config.toml

[features]
streaming_engine = false  # Disable Redpanda for streaming

Disabling Orchestration

moose.config.toml

[features]
workflows = false        # Disable Temporal for orchestration

Development Environment Details

Component	Purpose	Access
Web Server	Handles HTTP requests for data ingestion and APIs	localhost:4000
ClickHouse	Analytical database for data storage and querying	localhost:18123
Redpanda	Kafka-compatible message broker for streaming	localhost:19092
Temporal	Workflow orchestration engine	localhost:7233 (Server) / localhost:8080 (UI)
Redis	Caching and temporary storage	Internal only

All these components are automatically configured to work together, creating a complete development environment that mirrors a production deployment.

Project Structure

Data Modeling