Data & AI Platform Engineering

We build the data platforms others are afraid to touch.

We design and ship realtime pipelines, petabyte migrations, identity resolution, experimentation systems and AI agents. Proven in production at 200M-user scale, with zero data loss.

Start a project → Read the case studies

Accepting new projects · Response within 48 hours

~1PB

Data Migrated

Zero

Events Lost

200M+

Users Served

1.6B

Rows Validated, 0 Diffs

Trusted by Chess.com Snowplow Mythical Games Softmax

Engagement Log

Proof, not promises.

Every number on this page ran in production.

Chess.com 3 engagements · 2024-2026

01 Analytics Platform One dbt platform behind experimentation, reporting, marketing and CRM. Thirty to forty people build on it every week. 30-40 weekly users ~2 min core runs → 02 Identity Resolution & Migration Nearly a petabyte moved off third-party analytics and identity rebuilt for millions of users. Nothing was lost on the way. ~1 PB migrated Zero events lost → 03 Data Quality Automation An automated watchdog that catches broken data before analysts do. It found real production issues in its first week. 1.6B rows validated 0 diffs →

Snowplow 2 engagements

04 Enterprise Architecture Snowplow architectures for large enterprises on AWS and GCP, loading BigQuery, Snowflake, Redshift and Databricks. 4 warehouses AWS + GCP → 05 Signals Demo Platform Seven industry apps with live AI agents, shipped solo. Snowplow's own sales team demos with them. 7 apps shipped Live AI agents →

Mythical Games Web3 gaming

06 Blockchain Gaming Telemetry Realtime telemetry for web3 game economies, processing 100M+ events a day at 99.99% uptime. 100M+ daily events 99.99% uptime →

Softmax Multi-agent RL

07 RL Research Infrastructure The mettagrid environment refactored for external researchers, replay mining for offline RL, sandboxes on AWS. 3 framework adapters Offline RL pipelines →

Capabilities

What we design and ship.

Full-stack platform engineering, from the first event to the executive dashboard.

/01

Real-Time Data Pipelines

Sub-second event processing, CDC and streaming at scale.

Kafka / Confluent · Datastream · Pub/Sub

/02

Analytics Platforms & Migrations

Petabyte-scale warehouses and zero-loss migrations.

BigQuery · Snowflake · dbt · Airflow

/03

Identity & Event Architecture

First-party tracking, identity resolution, and governed event contracts.

Snowplow · Event Registries · Identity Healing

/04

Experimentation & Metrics

A/B evaluation and metric definitions the whole company agrees on.

Experiment Evaluation · Metrics Registries · Stats Tooling

/05

AI Systems & Agents

Behavior-triggered agents, LLM pipelines, and AI-assisted data quality.

LLM Agents · AI Watchdogs · MLOps

/06

Event-Driven & Notification Systems

Durable messaging and notification platforms wired into your data.

Notification Platforms · Cloud Functions · Terraform

Method

Four steps to production.

Assess

Audit the stack, find the quick wins, measure AI readiness.

Design

Architecture that scales to PB+, reviewed and costed before we build.

Build

Infrastructure as code, CI/CD, live migration. Zero downtime.

Scale

Monitoring, quality watchdogs, and a team enabled to run it.