Automated Data Mapping & AI Data Mapping

    Automated Data Mapping for Enterprises in a No-Code Platform

    Astera Centerprise offers AI data mapping to convert, cleanse, and validate data from any source to any target. Easily build data flow mapping in an easy-to-use platform.

    • ✓Source to target mapping across 300+ connectors, from legacy to modern cloud warehouses
    • ✓Hierarchical data conversion for XML, JSON, and EDI, no custom scripts required
    • ✓Built-in data cleansing, profiling, name and address parsing, before data reaches its target
    • ✓AI agents build data maps up to 10x faster from a plain-language description of what you need
    Watch a Demo
    ★★★★★ 4.8/5 on Gartner Peer Insights
    For data engineering and business teams tired of hand-coding every transformation.
    Cherry Health logo CoWorx Staffing logo CRC Industries logo Michigan Education Association logo US-Rx Care logo The Union League Club logo Ever.Ag logo DXC Technology logo VinSolutions logo Vanderbilt University logo Intrado logo Wesco logo Sinclair Broadcast Group logo United Food Service Operators logo Maverik logo RBFCU logo Nissan logo etrailer logo
    Real Results from Real Users

    Trusted by 500+ Users of Astera's Data Mapping Platform

    How Automated Data Mapping Works in Astera Centerprise

    From Raw Source to Validated Target in Five Simple Steps

    Centerprise brings data mapping automation into one designer workflow. The AI-assistants help with field mapping, transformation, validation, and scheduling data flow mapping from source to target.

    01Connect
    02Map
    03Transform & Cleanse
    04Validate
    05Deploy & Monitor
    Step 1

    Connect

    Link to any source, from flat files, databases, and mainframes to modern cloud databases via connectors or APIs.

    Connecting a source in Astera Centerprise
    Step 2

    Map

    Use AI data mapping to generate source-to-target maps, then review and adjust fields on the visual canvas. Map nested XML, JSON, and EDI structures without writing transformation code.

    Mapping source and target fields in Astera Centerprise
    Step 3

    Transform and Cleanse

    Apply built-in transformations, from deduplication to name and address parsing, directly on the same mapping canvas.

    Transforming and cleansing data in Astera Centerprise
    Step 4

    Validate

    Profile and validate data against quality rules before it loads, routing records that fail for review instead of letting them break a downstream report.

    Validating data quality in Astera Centerprise
    Step 5

    Deploy and Monitor

    Schedule the finished data map to run on its own, or hand it to an AI agent to build and adjust from a plain-language description, with real-time monitoring on every run.

    Deploying and monitoring a data mapping workflow in Astera Centerprise
    Why Centerprise for Automated Data Mapping

    Automated Enterprise Data Mapping Without Custom Scripts

    ✓

    Cleanse and Validate Data Before It Loads

    Astera Centerprise's built-in data cleansing, profiling, and validation catch inconsistent names, addresses, and data types in one data mapping workflow. It offers 200+ data transformations, so enterprise data meets quality standards.

    ✎

    Build Every Map with Drag-and-Drop

    Centerprise's data mapper software replaces hand-coded scripts with drag-and-drop workflows. Build, inspect, and refine complex data cleansing and mapping logic in an interface business users can follow.

    🔗

    Connect to Any Source Without a Custom Driver

    Astera Centerprise connects to every leading database and application, including SQL Server, Oracle, DB2, PostgreSQL, Netezza, Redshift, Teradata, and Microsoft Dynamics CRM; a total of 300+ connectors.

    🤖

    AI Data Mapping Creates Visual Dataflows

    Business users just write instructions in plain natural language, and the AI agent instantly generates dataflows and workflows for complex source-to-target mappings with high accuracy.

    ⚙

    Easily Maps and Transforms Hierarchical Data

    Astera Centerprise maps hierarchical data natively, keeping parent-child relationships intact from source to target. Its built-in transformations and functions easily handle hierarchical data maps of XML, JSON, EDI, and more.

    ⚠

    Data Mapping Automation with Real-Time Monitoring

    Schedule reusable workflows with data mapping automation and let approved maps run unattended. Real-time monitoring, notifications, and traceability help your team keep production runs reliable.

    300+ Connectors

    One Automated Data Mapping Platform, Any Source to Any Target

    Connect your data mapper to 300+ sources and targets. Support data flow mapping across legacy systems, cloud applications, and warehouses without switching automated data mapping tools.

    File Systems

    FTP/SFTP
    MFT
    AWS S3
    Azure Blob
    SharePoint

    Web Services

    REST APIs
    SOAP
    Webhooks
    MCPs

    Databases

    SQL Server
    Oracle
    PostgreSQL
    MySQL
    Snowflake
    Redshift
    Salesforce
    Dynamics CRM

    Formats

    Excel
    CSV
    JSON
    XML
    TXT
    Parquet
    Mainframe
    EDI

    Measurable Impact Across Automated Data Mapping Operations

    10x

    Faster Data Maps Creation

    Design, test, and deploy a data mapping workflow of any complexity through a natural-language agent.

    Zero

    Data Egress

    Deploy on-prem or private cloud with full user access control and governance policies so your data never leaves your environment.

    300+

    Connectors

    Connect to databases, cloud storage, email, FTP/SFTP, APIs, and webhooks out of the box, no custom code required.

    90%

    Cut in Manual Mapping Work

    Significant reduction in manual effort, enabling teams to focus on higher-value data initiatives.

    Award-Winning Support & Software

    Award-Winning Automated Data Mapping Software

    Hundreds of data teams use Astera Centerprise for automated data mapping across 300+ sources and targets. Our data mapper software combines a visual canvas with award-winning usability and support.

    Book a Demo
    G2 Best Support, Mid-Market, Winter 2025 SoftwareSuggest Easy Usability 2025 FeaturedCustomers Market Leader, ETL Software, Spring 2020 ETL Software Top Performer 2025 TrustRadius Most Loved 2024
    Common Questions
    01 How does automated data mapping handle complex or hierarchical data?+

    Astera Centerprise is data mapping software built specifically to handle complex and hierarchical data, including nested XML, JSON, and EDI structures, inside a single visual canvas. It combines drag-and-drop mapping with built-in data cleansing, profiling, and validation, so teams get accurate, production-ready data without writing transformation code. Enterprise customers use it to replace point tools for data mapping that only handle flat, relational data.

    02 What should automated data mapping tools include for enterprise teams?+

    Automated data mapping tools for enterprise teams should combine native connectivity to legacy and cloud systems, a visual interface for both technical and business users, and built-in data quality controls. Centerprise natively connects to databases including SQL Server, Oracle, DB2, PostgreSQL, Netezza, Redshift, and Teradata, and applications like Microsoft Dynamics CRM, so teams can build and maintain mapping workflows without a separate integration project for every new source.

    03 How is a data mapper tool different from custom transformation code?+

    A data mapper tool like Astera Centerprise replaces hand-written transformation scripts with a drag-and-drop canvas, where fields, joins, and transformations are built and tested visually instead of coded line by line. This makes it possible for business users, not just developers, to build, debug, and maintain a mapping workflow, and it cuts the time needed to onboard a new data source from weeks of scripting to a single mapping session.

    04 Can business users work with AI data mapping?+

    Yes. Centerprise lets business users describe their mapping logic in plain language and use AI data mapping to generate source-to-target workflows. The visual designer allows business users to build, test, and adjust their own data mapping workflows, while IT retains oversight through role-based access and real-time monitoring.

    05 Can Centerprise work as data flow mapping software for hierarchical or nested formats?+

    Centerprise maps hierarchical and nested data natively, including XML, JSON, and EDI transactions, preserving parent-child relationships across the transformation instead of flattening the structure first. As data flow mapping software, it handles the full sequence from source connection through transformation, validation, and load, all inside the same visual workflow.

    06 What data mapping solutions does Centerprise offer for legacy and modern systems?+

    Centerprise offers data mapping solutions that connect legacy databases, mainframes, and flat files to modern cloud warehouses and applications through the same visual interface, using 300+ native connectors. A single data mapping platform can handle a migration from an on-premises system and an integration with a cloud CRM without switching tools.

    07 How does data mapping automation handle data quality issues?+

    Many data mapping programs treat data quality as a separate step performed after the map is built, which means errors surface only after data has already loaded. Centerprise builds cleansing, profiling, and validation directly into the mapping workflow, including name and address parsing, and sends real-time email notifications when a record fails a quality rule, so issues get caught before they reach a report.

    Get Started

    Ready for Automated Data Mapping?

    Bring automated data mapping, AI data mapping, and data flow mapping together in Astera Centerprise. Map across 300+ sources and targets without writing a single line of code.

    01AI data mapping
    02Live in weeks
    03Award-winning support