datathere

datathere is built to remove friction.

AI-Powered Mapping

AI generates mappings, transformations, joins, and explains every decision. Edit anything in plain English.

  • Confidence scores on every mapping
  • Multi-source joins on any condition
  • Live transformation preview
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Enterprise Data Quality

AI suggests validation rules with rationale. Every rule enforces per-record actions: quarantine, flag, or stop the job.

  • AI-suggested rules with reasoning
  • Per-record enforcement actions
  • Violation tracking with trends
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Connect Anything

PDFs, nested JSON, XML with namespaces, paginated APIs. datathere parses any format and builds a structured, hierarchical schema automatically.

  • AI vision extraction for scanned documents
  • Nested structure unwrapping with hierarchy preservation
  • API schema detection from live responses
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Security

SSO, GDPR, audit logging, and encryption ship as core capabilities. Built to pass your security review first try.

  • SSO and role-based access control
  • End-to-end encryption
  • Full audit logging
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Integrations & MCP

Connect files, APIs, and MCP-compatible systems. Monitor pipelines, check mapping status, and review run results from any AI assistant.

  • MCP server for Claude, Cursor, VS Code
  • CSV, JSON, XML, PDF, and REST API sources
  • Three-step setup, read-only access
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How it works

  1. Connect Your Sources

    Upload CSV, JSON, XML, or PDF files, or connect to any REST API. datathere profiles every field automatically: data types, patterns, completeness, and sample values. API sources support pagination, rate limiting, authentication, and incremental sync.

    • File upload with drag-and-drop (CSV, JSON, XML, PDF)
    • REST API integration with auth, pagination, and rate limiting
    • AI-powered PDF extraction via vision
    • Automatic field profiling and data type detection
    • Incremental sync with cursor-based tracking
    CSV
    JSON
    XML
    API
    PDF
    TXT

  2. Map With AI, Review in Plain English

    Point AI at your sources and destination schema. It generates field mappings, transformation expressions, join conditions across sources, and aggregation logic. Every suggestion comes with a confidence score and written reasoning. Edit any mapping in plain English.

    • AI-generated field mappings with confidence scores
    • JavaScript transformation expressions with live preview
    • Multi-source joins on any condition (case-insensitive, date parsing, concatenation)
    • Nested and multi-level aggregations
    • Unmapped field detection with AI-provided reasons
    • Plain English editing for non-technical users
    Field Mappings Joins Transforms
    Source Destination Conf. Status
    customer_name full_name 98% Mapped
    email_address contact_email 96% Mapped
    created_at order_date 95% Transformed
    price × qty total_amount 91% Transformed
    sku product_code 87% Mapped
    24 of 26 fields mapped · 6 transformations · 2 unmapped
    "Convert created_at to YYYY-MM-DD format"

  3. Validate and Certify

    AI profiles incoming data and suggests quality rules with rationale. Rules enforce actions during execution: quarantine, flag, or stop the job. Run test executions to verify before certifying. Only certified mappings can run in production.

    • AI-suggested validation rules with explanations
    • Three enforcement actions: quarantine, flag, stop job
    • Test runs before production certification
    • Certification workflow with version tracking
    • Violation tracking with trend visualization
    Rules Test Run History
    87% Coverage
    6 rules active
    email_format error
    price_positive error
    country_code_length warning
    Certified v3 Mar 4, 2026
    All validated ✓

  4. Run in Production

    Automated execution pipeline with scheduled, webhook, and file-drop triggers. Each run aggregates, joins, transforms, and delivers — tracked in real time. View processing stats, success rates, and record counts across your organization.

    • Aggregate, join, transform, and deliver in sequence
    • Scheduled triggers (daily, weekly, custom cron)
    • Webhook and file-drop triggers
    • Real-time job tracking with phase-level progress
    • Processing analytics: records, runs, success rate
    • Job queue management and retry handling
    Automations Jobs Queue
    Order Sync Pipeline Complete Scheduled
    12.3s
    Aggregate
    Join
    Transform
    Deliver
    Records processed 11,371
    11,355 delivered 16 quarantined 0 errors