Platform-agnostic DataOps
Every person is a data person
Early access
SQL Server
Azure SQL
Fabric
Synapse
Snowflake
Databricks
PostgreSQL
Oracle
MySQL
Redshift
Less process tax. Faster decisions. Work that actually moves the business.
Cut the wait between a business question and a production answer. Teams stop losing days to handoffs, rewrites, and “who owns this?”
Stop burning senior capacity on tickets, status, and tool-switching. Put your best people on decisions and delivery that change the numbers.
Kill low-value projects early. Prioritize work tied to real strategy so budget, roadmap, and impact stay aligned — not driven by the loudest request.
One cascade — business strategy, data portfolio, and missing insights — locked to what your company is trying to win.
Set your business pillars once. D8A turns them into a measurable data strategy, scores every project in your portfolio, and surfaces high-value use cases you have not built yet. All stay locked to that strategy.
AI suggestions are optional. Add any use case yourself. It joins the same portfolio, scored on the same criteria, one click from a full spec.
Every use case, proposed or yours, scored the same way:
From business strategy → data portfolio → use cases.
The durable asset is the specification. Plain-language requests become living specs. Code is generated from them and cannot drift.
Business users describe what they need in plain language. D8A crystallizes a complete, reviewable specification grounded in your architecture and existing data structures — no ticket ping-pong.
Every table and model has a living spec. Code is generated from it and validated against it on every save. Spec → code → output, always linked.
One workspace for the full loop:
Your words become a reviewable spec — then code that is generated and validated against it.
Define layers, patterns, and tech once in the Blueprint — or pick a curated architecture from the Marketplace. Generated code follows your playbook.
Pick a curated architecture from the Marketplace, or build layers on the canvas. Patterns, naming, and flows live in the Blueprint, so every generated artifact fits the same way, every time.
Define once. Deliver anywhere. Swap the target stack. Specs and architecture stay put.
Encoded once. Enforced on every artifact:
One Blueprint. Any stack. Specs stay put when the target changes.
D8A is technology-agnostic: it generates code targeting the platforms you already run — via pyodbc / ODBC.
Delta-native pipelines and notebooks generated from your specs, orchestrated your way.
Generated warehouse models, tests, and docs targeting Snowflake — matched to your warehouse patterns.
Lakehouse artifacts and semantic models that follow your Fabric workspace conventions.
Specs compile to PostgreSQL-native models and pipelines via ODBC, aligned with your schema and extension conventions.
Azure-native SQL models and governance that plug into your Microsoft cloud data platform via ODBC.
Columnar warehouse models and load patterns tuned for Redshift via ODBC.
The world’s most popular open-source database — schemas, models, and tests generated over ODBC to your MySQL patterns.
Generated T-SQL models, tests, and docs over Microsoft ODBC drivers — the default for enterprise data estates.
Warehouse and OLTP artifacts targeting Oracle through ODBC — views, procedures, and docs to your naming standards.
Dedicated and serverless SQL artifacts generated for Synapse workspaces over ODBC.
From lakes and mesh to ownership and specs — D8A speaks the language your platform already uses.
From in the loop to fully autonomous — AI codes, reviews, and merges
at the automation level you choose, per step, per work item.
Dial the autonomy per column of your board. AI commits to a branch, validates against the specs, and waits for your approval — or ships on its own. Step in at any point.
MODE SET BY: YOU
Override any step, any item. Full audit trail from request to production.
LLMs can write code. But your data team still uses the same process from 2018.
D8A is built from the ground up for the AI era. Your architecture, your patterns, your standards are not documentation that rots in a wiki. They are the instructions your AI agents follow.
D8A is an AI-powered DataOps workspace that manages the entire data engineering lifecycle — from business strategy and data requests through specifications, code generation, review, and merge — in one platform, on your stack.
No. The AI drafts specifications, generates code from your patterns, reviews, and merges — but your team curates the context, sets the automation level, and stays in command at every step. It increases capacity and accelerates time to insights.
D8A connects via pyodbc / ODBC to the platforms you already run — Databricks, Snowflake, Microsoft Fabric, PostgreSQL, Azure SQL, Amazon Redshift, MySQL, SQL Server, Oracle, Azure Synapse, and more. Define once, deliver anywhere.
D8A works on your metadata — schemas, lineage, specifications, and code — not on your row-level data. Workspaces are Git-backed and role-gated, with a full audit trail on every change.
We’re onboarding a small group of data teams in waves. Joining the waitlist reserves your spot; we’ll only email you when it’s your turn. Early members get a free trial and a direct line to the founding team.
The core platform is not open source today. The specification format and generated code live in your own Git repositories — readable, portable, and yours.
Self-hosting is on the roadmap for enterprise plans. Early access runs as a managed workspace; talk to us if self-hosting is a hard requirement for your team.
AI coding assistants help individual developers write code faster. D8A manages the entire data engineering lifecycle — from a business user’s request through specification, code generation, review, and merge. The AI doesn’t just write code; it follows your specific data processing patterns, validates against your architecture, and manages the workflow. It’s the difference between an AI autocomplete and an AI team member that understands your data platform.
Early access members get a free trial, a direct line to the founding team,
and a voice in shaping the product. Don’t miss your spot.
Free. No credit card.
Join the waitlist