Active Engineering • Q4 Roadmap

Virtual Golden Layer & Cross-Database Federation

Break through corporate data silos. Ask questions that span PostgreSQL, Snowflake, BigQuery, and spreadsheets simultaneously. Decyra queries each engine concurrently and joins the records in-memory in milliseconds.

The Gap in the Market

Almost every AI data tool assumes you have just one database.

In reality, modern companies keep signups in PostgreSQL, billing in Snowflake, clickstreams in BigQuery, and operational targets in Excel. Nobody has built an intuitive conversational AI analyst that queries across heterogeneous multi-database architectures without code — until Decyra.

ETL Elimination & ROI
$50K – $200K / yr Saved

To answer cross-system questions today, companies spend six figures on ETL tools (Fivetran, dbt, Airflow) plus months of engineering time. By joining on the fly in-memory, Decyra solves a problem that normally requires 2 full-time data engineers.

Live Interactive Concept

How Decyra In-Memory Federation Works

Watch how natural language questions decompose into engine-specific sub-queries and join in RAM without moving raw database disks.

Concept DemoLive Animation
Customer 360 Golden Mart
Natural Language Question
"Compare active PostgreSQL signups with Q3 billing in Snowflake and clickstream in BigQuery"
Auto Multi-Join
Step 1: AI Pushdown Query Decomposition
1. Disparate DatabasesPushdown
users (CRM)
Filtered: 240 rows
billing_invoices (DW)
Aggregated: 240 rows
clickstream (Events)
Selected: 240 rows
Decyra In-Memory Vector Core
Ephemeral Memory Join
ON users.id = billing.user_id = events.user_id
Zero server disk storage • 100% Private
2. Unified Golden RecordJoined < 15ms
240 Enterprise accounts joined in 14ms
Executive KPI Aggregate
$3.42M ARR • 94.2% Health Score
Acme Corp(Mid-Market)
$128,000
Globex Inc(Enterprise)
$340,000
Stark Tech(Growth)
$94,500
Real-time joined SQL • Ready to export

Architecture

Engineered for Speed, Scalability, and Privacy

Pushdown Predicate Architecture

Decyra pushes filters and aggregations down to each native engine (Postgres, Snowflake, BigQuery), then retrieves only matching summary records to join in-memory in milliseconds. Fast, scalable, and bandwidth-efficient.

Virtual Data Marts Without ETL

Stop spending weeks building dbt and Airflow pipelines just to join CRM signups with billing invoices. Define virtual relationships and create unified Golden Records on demand.

Zero-Storage Enterprise Privacy

Data is processed ephemerally in RAM and discarded immediately after the query. Decyra never persists or stores your customer data, ensuring immediate SOC2 and GDPR compliance.

Future Roadmap • Vision

The Next Frontier: 3 Next-Gen Leaps

Where Decyra is heading next to redefine business intelligence from reactive questions to autonomous foresight.

🚀
Leap 01 • Reactive to Proactive

Autonomous Self-Driving Analyst

Instead of waiting for you to log in and think of a question, Decyra runs background semantic anomaly scans every 6 hours across your live databases.

🚨 Slack Alert:"Churn in EMEA rose 18% today. Cross-analyzed Postgres signups with Snowflake billing: 34 enterprise renewals timed out in Germany."
The AI acts as an autonomous Chief of Staff.
🧠
Leap 02 • Zero Configuration

Zero-Setup Semantic Auto-Linking

In traditional tools, data engineers manually specify foreign keys. Decyra uses vector embeddings to auto-discover relationships across tables and files without human intervention.

⚡ Auto-Graph:"Discovered: emails in postgres.users map 100% to hashed accounts in snowflake.billing. Schema graph linked."
Connect your DBs — Decyra builds the graph automatically.
🔮
Leap 03 • Decision Intelligence

Predictive "What-If" Simulations

Traditional BI only looks backward. Decyra enables forward-looking decision modeling using Monte Carlo simulation directly in the browser.

📈 Forward Model:"If we raise Pro Plan from $49 to $69, predicted Q4 revenue increases +22% with 4.1% estimated elasticity churn."
From answering what happened to modeling what will happen.

Ready to eliminate your data silos?

Start querying your PostgreSQL, Snowflake, and spreadsheet data today. Join the early beta for cross-database federation.