How Dataplane Works

    Three steps to reliable data: Define business intent in plain English, evaluate data in minutes, and fix issues automatically.

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    The Process

    Define. Evaluate. Fix.

    Three capabilities that turn data chaos into operational reliability.

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    1Define

    Set expectations in plain English

    Business teams describe what valid data should look like using natural language. Dataplane converts this business intent into precise, executable rules—no SQL or engineering required.

    Natural language rules — Express expectations the way you think about them

    Version-controlled — Every rule is auditable and traceable over time

    Shared across teams — Analysts and engineers work from the same source of truth

    2Evaluate

    Find issues before they cause problems

    Dataplane continuously checks incoming data against your expectations. When issues are detected, it identifies exactly what's wrong, where it's happening, and why it matters.

    Rapid detection — Catch issues in minutes, fast enough for operational cycles

    Root cause diagnosis — Know which vendor, system, or process caused the problem

    Clear explanations — Understand what failed and why, not just that something broke

    IDWeightStatus00145.2 lbsValid00223.1 kgError00367.8 lbsValid004nullError2 issues detected!Root CauseVendor using wrong units
    Beforeweight: 23.1 kgweight: nulldate: 12/31/24Auto-FixAfterweight: 50.9 lbsweight: 0.0 lbsdate: 2024-12-31Issues Resolved3 corrections applied
    3Fix

    Resolve issues automatically

    When data fails expectations, Dataplane can automatically correct common issues like unit mismatches, formatting errors, missing values, or invalid types. Every fix is versioned and audit-ready.

    One-click fixes — Resolve issues with a single action or set to auto-correct

    Safe and auditable — Every correction is logged, versioned, and reversible

    Focus on insights — Teams spend time analyzing data, not cleaning it

    Benefits

    Built for Operational Teams

    Dataplane keeps operations running smoothly by catching and fixing data issues before they disrupt planning, forecasting, or execution.

    Move Faster

    Business teams define rules directly without waiting for engineering. Decisions happen faster when everyone trusts the data.

    Prevent Disruptions

    Catch vendor format changes, missing data, and unit mismatches before they break planning cycles or operational dashboards.

    Reduce Manual Work

    Stop spending hours hunting for data issues. Dataplane finds them, explains them, and fixes them automatically.

    Stay Audit-Ready

    Every rule, detection, and fix is logged and traceable. Know exactly what changed, when, and why.

    Ready to get started?

    See how Dataplane can transform your data operations. Get a personalized demo with our team.

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