Data and analytics

We connect the operational systems your team already uses, define the source of each metric, and build reports that can be traced back to the underlying record.

Common scopes

• Sales, inventory, margin, and labor dashboards
• METRC and POS data extraction where APIs permit it
• Data cleanup, normalization, and documented lineage
• Scheduled reports and exception alerts
• Connections to accounting and business-intelligence tools
• Data-quality checks and failure monitoring

Every metric needs a definition

The specification names the source system, refresh timing, filters, exclusions, and owner for each report. That prevents a dashboard from becoming another unexplained number.

Related services

• POS and retail systems — Checkout, inventory, reporting, and METRC integration. Includes the DubLedger beta and custom retail builds.
• Custom software — Internal tools, customer and staff applications, workflow automation, and API integrations.
• Fractional CTO — Architecture review, vendor evaluation, roadmap planning, hiring support, and technical risk review.
• Contact — discuss the project.