Data Management

The Top 10 Data Mapping Solutions

Data mapping solutions facilitate the transformation and integration of data between different systems, ensuring compatibility and consistency in data usage.

The Top 10 Data Mapping Solutions Include:
  • 1. Altova MapForce
  • 2. Astera Centerprise
  • 3. Boomi AtomSphere
  • 4. CloverDX
  • 5. Fivetran
  • 6. Hitachi Vantara Pentaho Data Integration
  • 7. IBM InfoSphere DataStage
  • 8. Informatica Intelligent Data
  • 9. Oracle Data Integrator
  • 10. Talend Data Integration

Data mapping is the process of connecting and transforming data between different sources and formats to facilitate data integration, efficient reporting, and data analysis. Implementing an effective data mapping solution is vital to overcoming the challenges of data inconsistencies, integration complexities, and manual data handling. This enables organizations to achieve a comprehensive and reliable view of their data, enhancing their understanding of complex data sets and facilitating informed decision-making.

Data mapping solutions are typically offered as a key feature in larger data integration and transformation platforms. They provide a visual interface that empowers users to create connections and transformations between different data sources, formats, or even within the same database. These solutions can handle diverse data types including structured data, semi-structured data, and unstructured data. Advanced features include artificial intelligence, machine learning, and automation capabilities that can intelligently discover, map, and transform elements of various data sets, while saving time and resources.

In this guide, we will explore the top 10 data mapping solutions on the market, taking into account their core functionalities, integration capabilities, ease of use, and overall performance. We will also consider customer feedback, industry reputation, and their positioning within broader data integration and transformation platforms.

Altova Logo

Altova MapForce is a graphical data mapping tool that is used for data conversion, integration, and advanced data mapping. The tool’s interface allows users to easily manage, visualize, manipulate, and execute individual and complex mapping projects through a design pane. MapForce’s data mapping capabilities allow for multiple inputs and outputs, combined with its extensive data processing function library.

In addition to data mapping, MapForce offers data transformation tools, including a visual function builder to define and reuse custom functions that combine multiple operations. The tool also supports the import of existing data transformation code and a variety of data conversion code languages. MapForce enables the management of custom libraries and user-defined functions specific to a particular mapping project, along with previewing the output of various data mappings.

Overall, Altova MapForce provides a powerful and flexible solution for advanced data mapping and transformation, all at a fraction of the cost of traditional data management products. Its user-friendly interface and extensive capabilities make it a useful tool for businesses and organizations handling complex data mapping and integration tasks.

Altova Logo
Astera Logo

Astera Centerprise is a zero-code data pipeline builder designed for businesses seeking to consolidate, process, and validate data from various sources into one single repository. The platform is ideal for organizations working with large volumes of data who require a single source of truth for business intelligence reporting and analytics.

Astera Centerprise provides a wide range of capabilities and features to help users design, deploy, and automate data pipelines, handling tasks typically reserved for sizable engineering teams. With this solution, organizations can read data from an extensive selection of file sources, database providers, file formats, file systems, and transfer protocols. A vast library of connectors is available for seamless integration with popular databases such as Oracle, SQL Server, and MySQL, as well as cloud-based platforms such as AWS S3, Google Cloud, and Azure.

Users can also perform a variety of ETL/ELT operations as data flows through the pipelines, with a library of built-in transformations, data cleansing tools, and custom validation rules for advanced profiling and debugging. Astera Centerprise supports a wide range of destination types, including flat file destinations, tree file destinations, and database destinations, ensuring flexibility and adaptability for different business needs. The platform offers automation capabilities through its built-in job scheduler, making it easy to visualize and implement complex sequences of tasks, streamlining the data management process.

Astera Logo
Boomi Logo

Boomi AtomSphere provides a Master Data Hub that offers a comprehensive 360-degree view of any data domain, aiming to drive trustworthy and reliable business outcomes. The platform functions by utilizing an automated, low-code, cloud-native system, allowing a better understanding and use of data for faster and confident decision-making.

Boomi AtomSphere aims to help businesses achieve accurate data records, known as “golden records”, and enhance operational efficiency by breaking down traditional barriers and offering 360-degree insight. The platform is designed for businesses to have an accessible repository for supporting both analytical and operational initiatives. Boomi AtomSphere’s Master Data Hub is a cloud-native master data management solution, that provides an easy-to-implement, flexible, and scalable way of automatically connecting trusted data to all systems.

Key features of Boomi AtomSphere include a low-code, visual interface for quickly modeling master data, a Boomi Suggest wizard for tapping into the developer community’s collective intelligence, and data quality management through continuous validation and enrichment. Additionally, the platform offers real-time data synchronization, comprehensive matching processes, centralized storage of “golden records,” system-agnostic data integration, and automatic alerts to improve transparency and accuracy. Boomi AtomSphere is designed to enhance and extend organizations’ data management capabilities and seamlessly integrate with various systems, workflows, and partners.

Boomi Logo
CloverDX Logo

CloverDX is a comprehensive data integration platform designed to help businesses streamline their data operations. The unified platform addresses data quality and process issues by centralizing data efforts, ensuring high-quality results, and simplifying scalability and cost predictability.

With a strong focus on automation, CloverDX enhances productivity by minimizing time-consuming tasks including error handling, data validation, and file movement. The intuitive platform offers a visual design environment and robust coding features that enable teams to develop complex data solutions quickly and efficiently.

CloverDX is compatible with cloud and on-premise hosting solutions, providing flexibility to accommodate various IT environments. The platform ensures seamless integration with other systems and offers security through an audited codebase. By using CloverDX, businesses can make high-quality data accessible for collaboration between IT teams and business users in a secure, controlled environment, ultimately empowering users to explore datasets, create repeatable workflows, and perform basic data transformations.

CloverDX Logo
Fivetran Logo

Fivetran offers an automated ELT (Extract, Load, Transform) pipeline solution that streamlines the data analytics process. With its free Fivetran Transformations feature, users can quickly convert their Fivetran connector data into analytics-ready tables, without the need for coding or additional tools. Their pre-built data models save valuable data resources by automatically preparing, aggregating, and enriching data while synchronizing with upstream connectors.

In addition to simplifying orchestration and automation for custom data transformations, Fivetran offers integrated scheduling, which triggers model runs automatically upon completion of connector syncs in the user’s warehouse. Users can monitor data movement, logs, and statuses through a single data lineage graph, thus making it easy to centralize and manage connector and transformation alerts.

Fivetran’s platform enables users to write and manage their custom data models, combining data integration with dbt Labs’ transformation capabilities to accelerate end-to-end ELT practices. As a fully-managed platform, Fivetran eliminates the need for third-party tools, ensuring fresh data access for analysis and decision-making, while reducing engineering time and expenditure. Transformations are included with a paid Fivetran account, allowing users to experience faster insights without impacting consumption.

Fivetran Logo
Hitachi Logo

Pentaho Data Integration specializes in onboarding, preparing, and activating data with a focus on increasing productivity. The platform is designed for handling on-premises, cloud, and edge data sources efficiently and quickly. With Pentaho, you can achieve a threefold improvement in data pipeline quality, thanks to its no-code, drag-and-drop interface for data integration in both on-premises and cloud environments. The platform also delivers data 50% faster to produce high-quality reports, enhancing user experience, reducing management costs, and creating business value.

Pentaho focuses on cloud data integration, providing codeless software that enables easy data preparation, building, deployment, and analysis. It also facilitates intelligent data migration by accelerating data movements across hybrid cloud environments. The robust platform is secure, scalable, and flexible for enterprise-grade data management. It offers simplified processes such as accelerated data onboarding, flexible data self-service, and robust dataflow orchestration.

Users can take advantage of powerful transformation engines with high-performance capabilities to visualize, blend, and connect to data anywhere, be it on-premises or in the cloud, including Azure, AWS, and GCP. By seamlessly switching between native Kettle and Spark engines, businesses can operationalize R, Python, Scala, and Weka-based AI/ML models. With its focus on business analytics and embedded business analytics, Pentaho enhances usability, value, and competitive differentiation for information-centric software and packaged applications. Metadata injection further accelerates complex onboarding projects by allowing users to reuse the same transformation for multiple projects.

Hitachi Logo
IBM Logo

IBM DataStage is a leading data integration tool designed for extracting, transforming, and loading (ETL) as well as extracting, loading, and transforming (ELT) data patterns. It is available as a basic on-premises deployment, or as an upgraded version within IBM Cloud Pak for Data. It provides a cloud-native insight platform with automated integration capabilities across hybrid and multicloud environments. IBM Cloud Pak for Data is built on the Red Hat OpenShift container orchestration platform, offering a diverse range of tools needed for data collection, organization, and analysis.

DataStage enables users to speed up workload execution, reduce data movement costs, and modernize their data integration while ensuring trusted data quality through governance capabilities. Key features of DataStage include full-spectrum data and AI services, automated load balancing with a parallel engine, metadata support for policy-driven data access, and automated pipelines for continuous delivery.

The platform also offers a wide range of prebuilt connectors and stages, an Intuitive DataStage Flow Designer, in-flight data quality management, automated failure detection, and distributed data processing. By deploying DataStage with IBM Cloud Pak for Data, businesses can manage their data and analytics lifecycle more effectively and efficiently.

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Informatica Logo

Informatica Intelligent Data Management Cloud (IDMC) is an AI-powered solution that provides unified data management capabilities to help businesses achieve better outcomes. With IDMC, organizations can seamlessly connect and interoperate their data across multiple environments, including multi-cloud and hybrid platforms. By leveraging AI-driven automation through its CLAIRE AI Engine, IDMC helps automate various data management tasks, while reducing complexity and speeding up data delivery to data teams.

IDMC offers reliable, secure, and scalable data connectivity and transfer between applications with over 100 no-code cloud connectors. With its flexible and predictable pricing, organizations pay only for what they use, optimizing costs and control. Informatica’s security-focused product development ensures customer data protection through a holistic approach.

CLAIRES AI Engine enhances data discovery, classification, and insights, increasing productivity and efficiency across various tasks. IDMC enables businesses to rapidly onboard new capabilities and scale usage up or down, according to their needs, without worrying about connectivity or cost.

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Oracle Logo

Oracle Data Integrator (ODI) is a widely-used data integration platform capable of addressing a variety of requirements, including high-performance batch loads, event-driven processes, and SOA-enabled data services. The latest version, ODI 12c, offers advanced developer productivity and user experience through a redesigned flow-based interface and improved integration with Oracle GoldenGate. ODI 12c also incorporates a flexible and high-performance architecture, featuring comprehensive big data support and increased parallelism when executing data integration processes.

Some key features of Oracle Data Integrator include out-of-box integration with various databases, Hadoop, ERPs, CRMs, B2B systems, flat files, XML, JSON, LDAP, JDBC, and ODBC. The platform also provides powerful data transformation capabilities for heterogeneous database and big data infrastructures, rich ETL for Oracle databases, integration with Oracle GoldenGate for real-time data warehousing, and metadata-driven data lineage and impact analysis. ODI also integrates with Oracle Enterprise Data Quality for advanced profiling, cleansing, matching, and data governance needs.

ODI is applicable in numerous enterprise data integration scenarios, including data warehousing, business intelligence, big data, service-oriented architecture (SOA), master data management (MDM), and system migration. By providing an efficient and comprehensive data synchronization infrastructure, Oracle Data Integrator enables businesses to easily manage and work with various data sources in a streamlined manner.

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Talend Logo

Talend Data Integration is a comprehensive solution designed to collect, transform, and integrate data from multiple sources before powering business decisions. By unifying data ingestion, transformation, and mapping, Talend ensures data quality with automated checks at every step.

Talend Data Fabric’s cloud-native platform accommodates various data integration needs, including rapid data ingestion into data warehouses and complex multi-cloud projects. Equipped with convenient tools, such as ELT/ETL and change data capture (CDC), the platform easily integrates batch or streaming data across a wide range of sources. Its integrated preparation functionality guarantees usability from the outset.

Notable for its flexibility and versatility, Talend Data Integration enables integration of virtually any data type from any source to any destination across on-premises and cloud environments. It allows users to build data pipelines that run on Apache Spark and the latest cloud technologies without any vendor or platform lock-in. Data professionals and business users benefit from Talend’s blend of data integration, data quality, and data sharing within a single, unified solution.

Consider exploring Talend Data Integration’s suite of best-in-class data integration capabilities—such as Data Fabric, Pipeline Designer, Data Inventory, Data Preparation, Change Data Capture (CDC), and Stitch Data Loader—to gain improved insight and control over your organization’s data.

Talend Logo
The Top 10 Data Mapping Solutions