From data request to production code.
Orchestrated by AI. Validated by you.
D8A.pro is the DataOps workspace where AI agents draft specifications, generate code from your patterns, review against your standards, and merge — with humans in the loop at every step.
Join 41 data leaders already on the waitlist
Built for teams using
The problem
Data teams are drowning in process, not engineering
Endless handoffs
A single data request passes through 5+ tools and 3+ people before a line of code is written. Context is lost at every handoff.
Tribal knowledge
Your best patterns live in senior engineers’ heads. When they leave, the knowledge leaves with them. New hires reinvent the wheel.
Slow time-to-delivery
Business users wait weeks for data they need today. Your backlog grows faster than your team can deliver.
How it works
One workspace. Full lifecycle. AI + humans.
Turn vague requests into precise specifications
Business users describe what they need in plain language. The AI conducts a structured interview, asks the right questions, and produces a complete technical specification — linked to your data architecture and existing patterns.
- Natural language data requests
- AI-guided conversation with clarifying questions
- Auto-generated spec with tasks, linked to your architecture
- Lands on the Kanban board ready for the next step
Your architecture drives the code
Define your data platform’s layers, technologies, and patterns once in the Blueprint. Every piece of generated code follows your standards — because the AI reads your playbook, not a generic one.
- Visual data flow canvas (sources → layers → semantic models)
- Reusable data processing patterns with code examples
- AI generates code matching YOUR patterns, not generic templates
- Marketplace of best-practice templates to get started fast
Automate every step — or just the ones you choose
Each Kanban column has an automation toggle: let the AI agent handle it fully, have the agent work with human validation, or keep it manual. Mix and match per column, per work item.
- AI Coding: generates code from specs + patterns, commits to branch
- AI Review: validates code against specs and patterns
- AI Merge: handles branch merging with conflict resolution
- Human override: step in at any point, on any work item
Specs and code that never drift apart
Edit a specification — AI proposes the code changes. Edit the code — AI updates the spec to match. Every save runs validation. No more specs that lie about what the code actually does.
- Bidirectional spec ↔ code validation on every save
- AI-powered inline editing assistant per pane
- Version history with full audit trail
- Jupyter notebook support with real compute connections
Features
Everything your data team needs in one workspace
Launch Data Requests
Natural language interface for business users to request data assets. AI guides the conversation and creates specs.
Blueprint Canvas
Visual editor for your data architecture — sources, layers, patterns, technologies. Drag, connect, define.
Specifications & Code
Split-pane editor with bidirectional AI validation. Specs and code stay in sync. Version history built in.
Kanban Board
Track work items from request to production. Configurable automation per column. Full audit trail.
AI Agents
Agents that code, review, and merge — following your patterns and standards. Human-in-the-loop at any step.
Best Practice Marketplace
Curated data engineering templates — SCD Type 2, Star Schema, Data Vault, and more. Import in one click.
Git-Native Workflows
Every workspace backed by Git. Branching, PRs, diffs, merge. Optional GitHub sync.
Semantic Code Search
Find anything across your workspace by meaning, not just keywords. Powered by local-first AI search.
Role-Based Access
Organizations, workspaces, and granular roles. From data requestors to full-stack POs to admins.
For your whole team
Everyone has a seat at the table
Head of Data / VP
See the full picture
- Real-time Kanban visibility across all data work
- AI-suggested use cases surface opportunities you’re missing
- Configurable automation levels — decide how much AI involvement
- Full audit trail from request to production
Full Stack PO / Admin
Ship faster, with higher quality
- AI generates code from YOUR patterns — not generic templates
- Bidirectional spec-code validation catches drift early
- Blueprint ensures architectural consistency across the team
- Git-native: clone, branch, PR, merge — your workflow, enhanced
Requestors
Get the data you need, faster
- Describe what you need in plain language
- AI asks the right questions to build a complete request
- Track your requests on the Kanban board
- No more waiting weeks for a vague ticket response
tools per workflow
The average data request touches Jira, Confluence, GitHub, Slack, and more before a line is written.
time on process
Your best engineers spend more time on process than actual engineering work.
faster with D8A.pro
Teams using integrated DataOps workspaces ship data assets 3x faster.
Ready to transform how your data team works?
Early access members get a free trial, direct line to the founding team, and a voice in shaping the product. Don’t miss your spot.
Free. No credit card. We’ll only email you when it’s your turn.
FAQ
Questions? Answers.
From the founder
“I’ve spent 18 years building data platforms. The tooling never kept up with the ambition. D8A.pro is the workspace I wished existed — where your architecture isn’t just documentation, it’s the instruction set for AI agents that actually ship code the way your team would.”
Why now
AI changed everything — except your data team’s workflow
LLMs can write code. But your data team still uses the same process from 2018: tickets in Jira, specs in Confluence, code in GitHub, conversations in Slack. AI is a bolt-on, not a foundation.
D8A.pro is built from the ground up for the AI era. Your architecture, your patterns, your standards — they’re not documentation that rots in a wiki. They’re the instructions your AI agents follow.
We’re opening early access to a small group of data teams who want to define how AI-powered DataOps actually works. If that’s you, join the waitlist.
Stop managing process. Start shipping data.
D8A.pro brings AI-powered automation to the entire data engineering lifecycle. Join the waitlist to be among the first to try it.
Join 41 data leaders already on the waitlist