Fresh data arrives
A pipeline refreshes a connected source. The platform identifies which sources and dates have changed, then traces those changes to the metrics and reports that depend on them.
All your reporting, in sync, everywhere.
Your data changes and your data model evolves. Reporting has to keep up. Our intelligent caching layer computes the impacts of every pipeline refresh and data model change, ensuring that every report, API call and AI query connects to the latest data and definitions.
Everything stays in sync.
Our caching layer stores report data so it can be reused. But when the underlying data refreshes, or your data model is tweaked, the challenge is refreshing the cache intelligently, so only impacted reports rerun.
Three kinds of change. One connected model.
A metric changes
Your analysts refine a calculation or update business logic. The model connects that definition to the reporting that uses it, so the affected results can be refreshed.
A dimension changes
You update how campaigns, channels or other dimensions are classified. The platform identifies the reporting affected by those mappings, keeping your breakdowns aligned with the model.
Refresh what changes. Reuse what still holds.
The cache-management engine clears only the entries affected by a change. Unaffected results remain available, while affected reports refresh using the updated data and model.
For example, when a pipeline refreshes last week’s campaign spend, the platform follows the affected sources, dates and metrics to the reports that use them. If an analyst changes a metric definition, it follows that change through the model instead.
Everywhere means all your tools.
The shared model extends beyond Bright Analytics. Your dashboards, applications and AI tools query the same governed metrics and dimensions.
Reporting
Affected reports refresh automatically, so your teams can keep working with the data and definitions maintained by your analysts.
API calls
The Reporting API queries the same model, bringing its current definitions into your own applications, partner tools and workflows.
AI chats
Our MCP server gives your AI tools access to that same governed model. New queries use the definitions that power your reporting, with the context needed to interpret your business data.
One model. Every team and tool in sync.
See how Bright Analytics connects your data, definitions and reporting.