SQL & AI On Your Databases. No ETL. No Warehouse. Just Results.
Connect Alma to Postgres & MySQL, eliminate data pipelines, and get accelerated insights from your freshest data.
The Bottleneck Isn't Your Models, It's Your Data Stack
Current data infrastructure creates unnecessary complexity, delays, and costs.
ETL Delays
Waiting hours or days for ETL jobs means stale insights and missed opportunities.
Warehouse Costs
Managing complex pipelines drains engineering resources and budget ($100k-$500k+/yr!).
Stack Complexity
Data scientists spend too much time wrangling data, not building models.
Introducing Alma: Query Where Your Data Lives
Run standard SQL queries and invoke ML models directly on your freshest data.
Your Databases
SQL + AI Native Data Platform
Instant Insights
Why Alma?
A revolutionary approach to data analytics and AI
Eliminate ETL & Warehousing
Save countless engineering hours and slash infrastructure costs.
Query Live Data
Get real-time insights for dashboards and ML models. No more stale data.
Accelerated Performance
Leverage GPU/TPU power for complex SQL and ML, directly via Alma.
Simplify Your Stack
Replace multiple tools with one unified platform. Reduce complexity and maintenance.
Unified SQL + AI
Seamlessly embed ML predictions into your data workflows using familiar SQL.
Query Federation
Execute queries across multiple data sources while minimizing data movement. Get unified results from distributed databases.
Intelligent Querying, Minimal Data Transfer
Alma doesn't ingest your data lake. Instead:
What is Query Federation?
Query Federation allows you to run a single query across multiple databases simultaneously. Instead of copying all your data to a central warehouse, Alma intelligently distributes query execution across your data sources, bringing back only the results you need. This approach reduces data duplication, ensures you're working with the freshest data, and dramatically lowers infrastructure costs.
Connect & Catalog
Alma understands your schema (metadata only).
Optimize Query
Alma plans the smartest way to execute, pushing down work to source databases where possible.
Stream Necessary Data
Only required, filtered data streams to Alma via efficient formats (Apache Arrow).
Accelerate Compute
Joins, aggregations, and ML run on Alma's powerful engine (CPU/GPU/TPU).
Get Results
Faster insights, directly from the source.
Engineered for Trust: Our Engineering Approach
Building mission-critical data infrastructure requires extreme rigor.
Rigorous Design
Planning for fault tolerance from day one.
Pervasive Assertions
Catching issues early in development, ensuring correctness.
Deterministic Simulation
Testing the system under extreme conditions orders of magnitude faster.
Result: A more reliable, trustworthy platform, delivered faster.
Powering Real-Time Decisions & Smarter AI
Unlock new possibilities with Alma
Real-time Churn Prediction on live user activity.
Instant BI Dashboards reflecting current operations.
Dynamic Fraud Detection using up-to-the-second transaction data.
Faster ML Model Iteration directly on production DB replicas.
Personalization engines running on the latest customer interactions.
Frequently Asked Questions
Common questions about Alma's platform
How does Alma differ from traditional data warehouses?
Unlike traditional data warehouses that require ETL processes and data duplication, Alma queries your data where it lives. This eliminates the need for complex data pipelines, reduces costs, and ensures you're always working with the freshest data possible.
What is Query Federation and how does it benefit me?
Query Federation is Alma's approach to executing queries across multiple databases simultaneously without copying all your data to a central location. This means you can join data across different sources, reduce data duplication, lower costs, and always work with the most up-to-date information. It's particularly valuable when you need to combine data from operational databases, data lakes, and specialized data stores.
What databases does Alma support?
Alma currently supports PostgreSQL and MySQL databases. We're actively working on expanding our database support to include more SQL and NoSQL databases in the future.
Is Alma secure?
Absolutely. Alma's query federation architecture minimizes data movement, and we implement enterprise-grade security measures including encryption, access controls, and audit logging to ensure your data remains secure.
How does Alma handle performance for large datasets?
Alma uses advanced query optimization techniques and leverages GPU/TPU acceleration for complex operations. Our architecture is designed to efficiently process only the necessary data, making it highly performant even with large datasets.
When will Alma be available?
Alma is currently in private beta. Join our waitlist to be among the first to experience the platform and receive updates on our launch timeline.
Ready to Simplify Your Stack and Accelerate Insights?
Join the waitlist for early access to Alma and be among the first to experience the future of data platforms.