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    SOLUTIONS

    Your data operation, run for you.

    Spitfyre combines integration, governance, infrastructure, and an accountable operating team into one managed service. You rely on trusted data. We operate what produces it.

    One managed solution

    Replace the patchwork: the last data transformation you’ll ever need to do.

    Data programs typically require software, infrastructure, and specialized people. Spitfyre brings those responsibilities together under one accountable service. 

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    Platform

    Open data storage, query, orchestration, policy, versioning, and governed access.
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    Infrastructure

    Dedicated, secure, scalable compute and storage operated for the workload.
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    Expert operations

    Data engineering, platform operations, governance, monitoring, and support.

    Capabilities

    The outcome, not another tool to staff.

    Most platforms hand you software, infrastructure decisions, and a partner list. Spitfyre runs the full data operation and remains accountable for the trusted output.

    The Problem

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    Integrate what you already have

    Connect CRM, ERP, finance, files, cloud storage, operational systems, and other sources without a full rebuild.
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    Define the trusted outcome

    A versioned Blueprint captures sources, transformations, classifications, quality rules, policies, and approved uses.
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    Publish only trusted data

    Data moves to production only after governance and quality requirements are met.
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    Operate continuously

    Spitfyre monitors refreshes, resolves issues, manages versions and tunes performance.
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    Prove what happened

    Approvals, access, queries, exports, policy actions, and promotion history are recorded for review.
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    Enable any approved AI

    Connect models and agents through governed access while keeping control of which data each AI may use.

    Start where you are

    Different starting points. The same trusted destination.

    ALREADY HAVE A DATA LAKE OR ENTERPRISE DATA PLATFORM?

    Keep the investment. Add the governance and operating layer.

    Spitfyre works alongside your existing environment to apply architecture- enforced policy, quality controls, lineage, audit history, and governed access.

    Explore this starting point ->

    STARTING FROM SCRATCH?

    Get the full end-to-end service without building the team.

    We run the ingestion, transformation, governance, infrastructure, monitoring, and ongoing operations on open foundations you control.

    Explore this starting point ->

     

    Two starting points

    Existing data lake or platform.

    Keep the platform that already works. Spitfyre adds and operates the policies, data quality gates, lineage, approval workflows, audit history, and governed AI access your team would otherwise need to assemble and run. 

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    No forced platform replacement
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    Governance applied to existing data investments
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    One accountable operating team
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    Portable policies, lineage, metadata, and history

    Starting from Scratch

    Deploy the full trusted data service. Spitfyre runs the end-to-end solution on open foundations, from source connections and transformation through governance, analytics, AI access, and ongoing operations. 

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    Open, customer-controlled data foundation
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    Managed ingestion and transformation
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    Governance and quality built in from day one
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    Infrastructure, monitoring, and support included

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    Fully Managed

    Spitfyre delivers trusted data as a managed service. We combine the platform, the operations, and the expertise into one solution—so our customers focus on leveraging their data, not managing it.

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    AI Governance

    Enable AI with confidence. Governed, secure, lineage-aware, policy-driven data with complete auditability.

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    Advanced Analytics

    Understand the business. AI-ready data for reporting, forecasting, dashboards, and data-driven decisions.

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    Intelligent Operations

    Run the business. Trusted, real-time data powers operational systems, workflows, automation, and applications.

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    Data Independence

    Your data. Your rules. Open formats. Portable. No vendor lock-in.

    Use cases

    Focused on solving the business problem, not the platform. 

    Ready for any AI

    Bring any AI. We provide the trusted foundation.

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    Governed Human and Agency Access

    Employees and AI agents alike reach data based on what their credentials allow, not what their task requires. Every new integration widens that gap instead of closing it.
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    Unified Governed Data Foundation

    Customer, financial, and operational data lives scattered across systems that were never built to agree. Every dashboard, model, and workflow inherits that fragmentation instead of resolving it.
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    Fully Managed Outcome Delivery

    Standing up the software, the platform, and the expertise to run it all falls on teams that already have a full-time job. Most organizations end up with pieces of a solution and no one accountable for the whole.
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    Governed Human and Agency Access

    Employees and AI agents alike reach data based on what their credentials allow, not what their task requires. Every new integration widens that gap instead of closing it.
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    Unified Governed Data Foundation

    Customer, financial, and operational data lives scattered across systems that were never built to agree. Every dashboard, model, and workflow inherits that fragmentation instead of resolving it.
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    Fully Managed Outcome Delivery

    Standing up the software, the platform, and the expertise to run it all falls on teams that already have a full-time job. Most organizations end up with pieces of a solution and no one accountable for the whole.

    The open stack we run for you

    Each layer has one job. Spitfyre makes them work as one service.

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    One foundation, every dashboard.

    Every dashboard, report, and AI reader draws from the same approved, versioned data - nothing drifts out of sync.

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    Versioned Blueprints

    See what is active, what is being tested, what changed, and who approved it.

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    Every check, tracked.

    Freshness, completeness, and validity are scored automatically. A failing check blocks promotion - it does not get buried. 

     

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    Refresh on Your Schedule

    Every source, pulled on its own cadence, moved through in stages 

    Open foundations

    Best-in-class tools. One accountable service.

    Spitfyre runs an open, composable stack so your data remains readable, portable, and usable outside of Spitfyre.

    The refresh, on your schedule

    Every source, pulled on its own cadence, moved through in stages.

    Dagster brings each source in on whatever schedule you set: hourly, daily, weekly, or triggered by an event. From there, data moves through bronze, silver, and gold, and only the gold layer that clears every quality check is promoted to production.

    -Sources connect once and refreshautomatically on the cadence you choose

    -Nothing skips a stage on the way to production

    -A stalled or missed refresh shows up immediately, not after someone notices bad output

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    The blueprint

    The operating definition of trusted data.

    A Blueprint specifies the data that should exist, where it comes from, how it is transformed, what it means, how it is classified, who may use it, and what quality it must meet.

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    Promotion, not blind publishing

    A completed pipeline is not the same as trusted data.

    Spitfyre separates processing from approval. Data reaches production only after the quality and governance gates pass. Run the check below to see a gate block — and clear — a promotion.

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    Governed AI access

    You choose the AI. Spitfyre controls how it reaches your data.

    Models and agents connect as governed readers, subject to the same classifications, policies, and accountability applied to human users and analytical tools.

    - Scope which data each model or agent may access

    - Apply masking, filtering, and policy at query time

    - Record access alongside other queries and exports

    - Change AI providers without rebuilding the data foundation

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    Designed for control

    Governance is compiled into how the system operates.

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    Open by design

    Data and core artifacts remain readable through open formats and standards.
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    Operated continuously

    Monitoring, incident response, tuning, upgrades, and support are part of the service.
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    Per-customer separation

    Each customer operates within a dedicated service instance with scoped access.
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    Full operating history

    Blueprint versions, approvals, data promotion, queries, exports, and access events are recorded.

    Technical questions (FAQ)

    What technical buyers usually ask.

    Does Spitfyre replace our current data platform?

    Not necessarily. Spitfyre can operate the governance and trusted-data layer alongside an existing data lake or enterprise data platform, or run a complete end-to-end environment for organizations starting from scratch.

    If we choose to leave, can we take everything with us? 

    Yes, you can take your data as-is. The architecture is designed around open data formats and portable artifacts, without vendor lock-in.

    What happens when a refresh fails? 

    The failed output is not promoted. The last trusted production snapshot remains available while the cause is investigated and corrected. Version history supports comparison and rollback.

    Can we use our preferred AI model? 

    Yes. Spitfyre is model-agnostic. Your approved models and agents can connect through governed access rather than forcing the customer into one bundled AI provider.

     

    Is Spitfyre a real-time platform? 

    Spitfyre supports scheduled processing, and real-time patterns where they are configured for the workload. We work with you to support your latency requirements.

    Built around your environment.

    Show us where your data lives and what you need it to do.

    We will map the right starting point, governance depth, and delivery path for your team.

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