Own Your
Educational
Data.
Build a data-first foundation for California public schools — 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 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 — often without proper consent or transparency.
Vendor Lock-in Trap
Proprietary analytics platforms lock districts into expensive, inflexible contracts that prevent data portability, forcing schools to pay premiums for basic access to their own information.
Budget Drain & Inefficiency
Recurring subscription costs for 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
01Your 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
02DuckDB's in-process analytical engine delivers query responses in milliseconds, enabling real-time dashboards and ad-hoc exploration without warehouse latency or cloud complexity.
Zero Vendor Lock-in
03Open-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. FERPA compliance requirements and sovereign data pipelines built for districts.
Local-First Analytics Stack
Proficiency with DuckDB, Polars, Apache Arrow, and dbt for high-performance educational analytics that run entirely on-premises.
Data Pipeline Engineering
ETL/ELT pipelines for student data ensuring quality, lineage, and compliance — while eliminating vendor lock-in at every layer.
Security & Governance
FERPA-compliant governance frameworks with role-based access control, audit logging, and secure data sharing protocols for educational institutions.
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.
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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Strategic Clarity
Direct answers to the most common questions about data-first educational infrastructure.
Cloud analytics platforms require transmitting sensitive student data to third-party servers, creating FERPA compliance risks and loss of data sovereignty. With data-first infrastructure using DuckDB and Polars on-premises, your district maintains complete control over educational records. No data leaves your network, eliminating vendor access risks while ensuring compliance with California student data protection laws.
Book a Data Infrastructure Audit
No sales development reps. Speak directly with a principal consultant about your systems, governance, and reporting constraints.