Build AI & Data systems with stateful control & confidence

Modern architecture patterns and frameworks for building reliable, scalable data-intensive applications in the AI era.

Stateless workers/jobs/functions still requires stateful orchestration. A swarm of AI agents demands on meaningful and reliable context among each handover. Data dependencies and expectations are the crtical building blocks in the landscape of AI-generated transformations and analytics.

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Event-Driven Architecture

Build systems that react to changes in real-time with robust event sourcing and CQRS patterns.

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State Management

Manage distributed state with consistency guarantees across your entire system.

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High Performance

Optimize for throughput and latency with battle-tested patterns and implementations.

How It Works

1

Define Your Data Model

Describe your domain events, aggregates, and projections using our intuitive schema language.

2

Configure Your Infrastructure

Deploy to your preferred cloud provider with our infrastructure-as-code templates.

3

Build Your Application

Use our SDKs to integrate with your existing codebase in minutes, not months.

Latest from the Blog

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A Data Type Matrix for the Modern Data Stack (Schemaster)

Why data type conversion is a real problem the moment data crosses a system boundary — a cross-engine type matrix covering ClickHouse, Arrow, Parquet, Vortex, Spark, Flink, Iceberg, Delta, Hudi, Paimon, Protobuf, Avro, Thrift, Postgres, Snowflake, StarRocks, DuckDB, and Trino.

Orchestration beyond Airflow

The Clock Is Not a Dependency: Orchestration for the Agentic Data Era. Airflow 3.x has finally added more senors to incorporate the pattern of triggers. Let's evaluate the practical trend which the data-intensive workflows and jobs need to orchestracted with (some level of) knowledge: data content (esp. watermark, completeness/uniquness, quality, MV status), compute resource, SLA defined by downstreams, failure clues/metadata. How to fuse dependencies across Airflow, Temporal, Lakeflow, BPM, N8N? Or pushing all kinds of workflow into Airflow?

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