PowerMetrics + MariaDB: unified AI and analytics for the entire ecosystem
MariaDB is flexible and powerful, but fragmented logic, performance friction, and logic leakage slow down growth. PowerMetrics adds a governed semantic layer that turns complex relational data into a shared catalog of trusted metrics everyone can use.
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How to connect to MariaDB
See how to connect to any supported data warehouse - including MariaDB - and visualize your data as metrics.
PowerMetrics transforms MariaDB from a powerful but complex database into a governed, business-ready analytics platform. By adding a semantic layer on top of your MariaDB instance, PowerMetrics bridges the gap between raw relational data and the simple, trusted metrics your teams need to make decisions fast.
Why MariaDB teams need a metrics layer
MariaDB is built for flexibility. You can choose InnoDB for transactional workloads, ColumnStore for analytics, or both in parallel. You can write stored procedures, custom views, and complex SQL. But that flexibility comes with a cost: fragmented logic, performance friction, and a widening gap between what your data team knows and what your business team can access.
The MariaDB challenge
Resource contention. Heavy analytical queries bog down your transactional engine. Your DBA spends time optimizing, caching, and saying "no" to ad-hoc requests instead of enabling growth.
Engine complexity. Using InnoDB and ColumnStore together is powerful, but it creates silos. A single business question often requires joining across engines, writing complex SQL, or maintaining duplicate logic.
Logic leakage. Your most important formulas—revenue, retention, customer lifetime value—live in stored procedures or custom views that business users can't see, modify, or even understand. Every request becomes a ticket to the data team.
No unified view. MariaDB alone can't combine your transactional data with metrics from your data warehouse, your SaaS tools, or your semantic layer. You're stuck building bridges manually.
The PowerMetrics solution
Performance safeguard. PowerMetrics optimizes query frequency and uses intelligent caching to shield your MariaDB instance from redundant, expensive analytical scans. Your transactional engine stays fast. Your analytical workload stays separate.
The unified view. Abstract away the differences between InnoDB and ColumnStore. PowerMetrics presents your data as metrics—regardless of which underlying engine is doing the work. Business users see "Net Profit" or "Retention," not storage engine complexity.
Low-code empowerment. Bridge the technical gap. Business users explore metrics through a visual interface or AI assistant. No complex JOINs, no subqueries, no SQL required. Data teams stay in control of the schema; business teams stay in control of the exploration.
Hybrid-source intelligence. Combine your MariaDB transactional data with data from your data warehouse, semantic layers (dbt, Cube), or third-party SaaS apps. PowerMetrics creates a holistic view that MariaDB alone can't provide.
How PowerMetrics works with MariaDB
Connect in minutes
Link PowerMetrics directly to your MariaDB instance. Query tables or views and turn results into governed metrics in minutes—no ETL pipeline required. PowerMetrics handles the connection securely and respects your existing MariaDB user permissions.
Define metrics once, use everywhere
Create a metric in PowerMetrics—say, "Active Customers" or "Monthly Recurring Revenue"—and it's instantly available across dashboards, the AI assistant, and any tool that connects to PowerMetrics. One definition. One formula. One source of truth.
No more "Is this the right number?" No more spreadsheets with conflicting versions.
Govern without friction
Your data team defines the metric, certifies it, and controls who can see it. Business users get a governed sandbox: they can explore, filter, and compare metrics without touching raw tables or breaking permissions.
Ownership, access controls, and calculated metrics keep definitions clean and consistent. Audit trails show who changed what and when.
AI grounded in your truth
General AI systems struggle with custom database schemas. PowerMetrics grounds our AI assistant in your specific MariaDB-backed metric definitions. It doesn't guess what "Active Customer" means—it uses the exact formula your data team has already validated.
Ask questions in plain language. Get answers backed by your MariaDB source of truth.
Scale across engines and sources
Use MariaDB metrics alongside metrics from Snowflake, BigQuery, or any other warehouse. Create calculated metrics that combine data from multiple sources. PowerMetrics handles the math; you handle the strategy.
Key benefits
| Benefit | What it means for you |
|---|---|
| Standardize logic across engines | Don't let "Revenue" live in three different places. Map your MariaDB schemas to a central semantic layer where calculations are defined once and audited by the data team. |
| Protect your uptime | Stop being a human SQL generator. Ship a governed metric catalog that gives the business the answers they need without touching your production tables. |
| Enable self-serve analytics | Business stakeholders get answers at the speed of thought. No more waiting for EOD reports—access real-time, trusted metrics backed by your MariaDB source of truth. |
| Reduce data team bottlenecks | Shift from reactive (answering ad-hoc questions) to proactive (building a metric catalog that scales). Your data team ships value instead of fielding tickets. |
| Combine your entire data ecosystem | Blend MariaDB transactional data with data warehouse metrics, semantic layers, and SaaS integrations. One platform, one metric catalog, infinite possibilities. |
Get started with MariaDB and PowerMetrics
Ready to transform MariaDB into your business intelligence backbone?
Learn how to connect: Connecting to MariaDB and creating metrics
See it in action: Get Metrics-Ready with Your Existing Data Stack
PowerMetrics + MariaDB = governed, trustworthy metrics at scale. Your data team stays in control. Your business team stays in the flow. Everyone gets answers they can act on.
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Documentation
Connecting to MariaDB and creating metrics