Own Your Educational Data
Build a data-first foundation for California public schools with local infrastructure, interoperable pipelines, and FERPA-aligned analytics that stay under your control.
The Educational Data Crisis
California public schools are losing control of their most valuable asset: student data. Proprietary analytics platforms create vendor lock-in, compromise privacy, and drain limited budgets.
Student Data Exploitation
Educational technology vendors collect and monetize sensitive student data, creating detailed profiles that follow children throughout their academic journey and beyond, often without proper consent or transparency.
Vendor Lock-in Trap
Proprietary analytics platforms lock districts into expensive, inflexible contracts that prevent data portability and hinder innovation, forcing schools to pay premiums for basic access to their own information.
Budget Drain & Inefficiency
Recurring subscription costs for educational analytics tools consume precious district funds that could be directed toward classroom resources, teacher support, and direct student services.
The Data-First Infrastructure Stack
Create a durable analytics foundation with interoperable pipelines, local control, and open tooling that replaces vendor dependence with accountable data operations.
Student Data Sovereignty
Your educational data remains governed by your district. Student records, performance metrics, and reporting workflows stay inside your environment, strengthening compliance and community trust.
Lightning-Fast Analytics
DuckDB's in-process analytical engine delivers query responses in milliseconds, enabling real-time dashboards and ad-hoc exploration without warehouse latency or unnecessary cloud complexity.
Zero Vendor Lock-in
Open-source technologies like Polars, Apache Arrow, and DuckDB eliminate proprietary contracts. Own your data stack completely and avoid subscription traps that drain district budgets.
Educational Data Engineering Expertise
We specialize in building data-first infrastructure for California public schools, combining deep expertise in educational data systems with modern analytics technologies.
Educational Data Systems
Deep expertise with CALPADS, SIS platforms, and student information systems. We understand FERPA compliance requirements and help districts build secure, sovereign data pipelines.
Local-First Analytics Stack
Proficiency with DuckDB, Polars, Apache Arrow, and dbt for building high-performance educational analytics that run entirely on-premises.
Data Pipeline Engineering
Design and implement ETL/ELT pipelines for student data that ensure data quality, lineage, and compliance while eliminating vendor lock-in.
Security & Governance
Implement FERPA-compliant data governance frameworks with role-based access control, audit logging, and secure data sharing protocols for educational institutions.
Strategic Clarity
Direct answers to the most common questions about data-first educational infrastructure.
Educational Data Infrastructure TCO Calculator
Compare proprietary analytics platform costs against open-source data infrastructure. Calculate your break-even timeline for DuckDB/Polars on-premises stack.
SIS, LMS, Assessment Platforms, HR Systems, etc.
Your Custom TCO Report is Ready
Based on 5,000 students and 3data sources, we've calculated your break-even timeline for data-first infrastructure.
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Book a Data Infrastructure Audit
No sales development reps. Speak directly with a principal consultant about your systems, governance, and reporting constraints.