# Best Data Mapping Software - Page 2 *By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)* To maintain data accuracy when migrating, integrating, or transforming data, it is important to first map the data and confirm source fields match the destination field. Data mapping software is responsible for designating a target location and data type when moving data from one system to another, while simultaneously ensuring the data itself transfers according to any set parameters. Data mapping solutions are especially helpful when completing data migrations, integrations, transformations, and warehousing. Many data mapping tools offer a graphical display of the data, which helps end users visualize complex mapping relationships. It is primarily used by mid-market and enterprise companies who regularly handle large amounts of information. This software prevents the loss of data that can come with the migration and manipulation of large data sets. Overall, data mapping software is used within business and IT departments to facilitate clean, accurate data analysis, ultimately helping extract the most precise and actionable insights possible. Data mapping software can be used in conjunction with [data quality software](https://www.g2.com/categories/data-quality) and [ETL tools](https://www.g2.com/categories/etl-tools), which transfer data between databases, before the data is housed using [data warehouse software](https://www.g2.com/categories/data-warehouse) or [data management platforms (DMP)](https://www.g2.com/categories/data-management-platform-dmp). To qualify for inclusion in the Data Mapping category, a product must: - Define the data being moved and the format it should take in its new location - Offer the ability to sample and test the data to assess whether the reconversion was successful and make edits as necessary - Be compatible with a large number of data types ## How Many Data Mapping Software Products Does G2 Track? **Total Products under this Category:** 44 ### Category Stats (May 2026) - **Average Rating**: 4.46/5 (↑0.03 vs Apr 2026) - **New Reviews This Quarter**: 34 - **Buyer Segments**: Mid-Market 60% │ Small-Business 29% │ Enterprise 11% - **Top Trending Product**: Lume (+1.0) *Last updated: May 19, 2026* ## How Does G2 Rank Data Mapping Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,000+ Authentic Reviews - 44+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Data Mapping Software Is Best for Your Use Case? - **Leader:** [Boomi](https://www.g2.com/products/boomi/reviews) - **Highest Performer:** [OWOX](https://www.g2.com/products/owox/reviews) - **Easiest to Use:** [Skyvia](https://www.g2.com/products/skyvia/reviews) - **Top Trending:** [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews) - **Best Free Software:** [OWOX](https://www.g2.com/products/owox/reviews) --- **Sponsored** ### QuerySurge QuerySurge is an enterprise-grade data quality platform that leverages AI to continuously automate data validation across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, scalable architecture, and the leading DevOps for Data CI/CD integration, QuerySurge ensures data integrity at every stage of the pipeline. Automated Data Validation Use Cases: QuerySurge provides a smart, AI-driven, data validation & ETL testing solution for your automated testing needs. - Data Warehouse / ETL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - Business Intelligence (BI) Report Testing - Big Data Testing - Enterprise Application Data Testing What QuerySurge Provides: - Automation of your manual data validation and testing process - Ease-of-use, low-code/no-code features - Generative AI capabilities for test creation - Testing across 200+ data platforms - Integration into your CI/CD DataOps pipeline - Acceleration of your data analysis - Ensurance of regulatory compliance Key Features: - Data Connection Wizard provides an easy way to link to your data stores - Visual Query Wizard builds table-to-table and column-to-column tests without writing SQL - Generative AI module automatically creates transformation tests in bulk - DevOps for Data provides a RESTful API with 110+ calls and Swagger documentation and integrates into CI/CD pipelines - Create Custom Tests and modularize functions with snippets, set thresholds, stage data, check data types & duplicate rows, full text search, and asset tagging - Schedule tests to run immediately, at a predetermined date & time, or after any event from a build/release, CI/CD, DevOps, or test management solution - Multi-project support in a single instance, new Global Admin user, assign users and agents, import and export projects, and user activity log reports - Webhooks provide real-time integrations with DevOps, CI/CD, test management, and alerting tools - Ready-for-Analytics provides seamless integration with QuerySurge and your BI tool or open-source Metabase to create custom reports and dashboards and gain deeper, real-time insights into your data validation and ETL testing workflows - Data Analytics Dashboards and Data Intelligence Reports track, analyze, and communicate data quality [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=2193&secure%5Bdisplayable_resource_id%5D=108&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=267&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=54942&secure%5Bresource_id%5D=2193&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-mapping%3Fpage%3D3&secure%5Btoken%5D=7f8f05b25678a2d933ed4125d40bb9220c1fd3266a9ccb2e8039d6acb2758c9e&secure%5Burl%5D=https%3A%2F%2Fwww.querysurge.com%2Fget-started%2Fprivate-demo%3Futm_source%3DG2%26utm_medium%3Dcpc%26utm_campaign%3DG2-reviews&secure%5Burl_type%5D=book_demo) --- ## What Are the Top-Rated Data Mapping Software Products in 2026? ### 1. [Lume](https://www.g2.com/products/lume/reviews) Lume streamlines workflows by employing AI for efficient data mapping automation. **Average Rating:** 4.0/5.0 **Total Reviews:** 2 **How Do G2 Users Rate Lume?** - **Data manipulation:** 8.3/10 (Category avg: 8.8/10) - **Process various formats:** 3.3/10 (Category avg: 8.7/10) - **Data visualisation:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 6.7/10 (Category avg: 8.6/10) **Who Is the Company Behind Lume?** - **Seller:** [Lume](https://www.g2.com/sellers/lume) - **Year Founded:** 2023 - **HQ Location:** New York, US - **LinkedIn® Page:** https://www.linkedin.com/company/lume-ai/ (7 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business ### 2. [ardent privacy](https://www.g2.com/products/ardent-privacy/reviews) The leading company in enterprise security, ardent aims to minimize your cyber risk and ensure your data is secure. Your sensitive data is crucial to your operation and it’s our job to keep it safe. **Average Rating:** 3.5/5.0 **Total Reviews:** 1 **How Do G2 Users Rate ardent privacy?** - **Ease of Use:** 10.0/10 (Category avg: 8.6/10) **Who Is the Company Behind ardent privacy?** - **Seller:** [Ardent](https://www.g2.com/sellers/ardent) - **LinkedIn® Page:** https://www.linkedin.com/in/ardentsec/ **Who Uses This Product?** - **Company Size:** 100% Mid-Market ### 3. [Rudol](https://www.g2.com/products/rudol-rudol/reviews) Unlock the real power of your Data In today's data-driven landscape, the quality of your data is paramount. Poor data quality can lead to wrong business decisions, poor quality software or biased AI trainings, due to inaccurate, incomplete, or unreliable information. Enter Rudol, your data quality partner, designed to elevate your data quality game to new heights. Rudol is a comprehensive data quality platform that empowers organizations to maximize the value of their data. It's tailor-made for enterprises that recognize the importance of data quality, from improving decision-making to regulatory compliance, machine learning training or simply reducing problems in published software. And it does it for your whole organization, because it requires no technical background or coding skills whatsoever, its completely self service with 24/7 support, and all user accounts are Free, because the subscription cost is determined by the volume of your Data, enabling your whole structure to be part of the process. The foundation of data quality is understanding the landscape of your Assets. Rudol's Data Catalog allows organizations to bring order to their stack, by adding data sources from the most popular technologies, whether it's structured SQL databases, spreadsheets, dashboards, or even streaming sources. Then teams can perform Governance processes and define Owners, classify under Domains or Tags, put sensitive labels and help teams discover unknown sources for their projects. For those who don't want to have another browser tab opened, Rudol provides Slack, Microsoft Teams and Google Chrome plugins with vast functionalities, so you can find and share resources while chatting with another team member, or in your browser as a sidebar, while using your favorite analytics platform. Enabling Data Quality is a tedious process, Business Stakeholders have to chime in trying to translate their vision into technical requirements, and Software Engineers have to interpret those requirements, for coding boring, repetitive and time consuming scripts. This process is done with friction, and is very difficult to maintain over time, so Rudol bypasses this process by giving Business Stakeholders easy to build Validations that require no coding background and are extremely easy to configure. Choose from more than 15 Business Rules Validations or let Rudol parse your Data to pre configure some of them, the process takes less than 3 minutes and you can massively configure Validations to all your Assets in an instant. Releasing your Data Team from this repetitive tasks is crucial for optimizing their work and getting more value out of the practice, that's why Rudol also offers AI Validations to detect Anomalies where no business rules are defined. Use one of our 3 models to detect inconsistencies where not even Business Stakeholders can notice, and proactively notify your interested roles to identify hidden problems or false positives, because the models learn and improve with your feedback. Rudol also offers Lineage level traceability for Root Cause and Impact Analysis, allowing you to trace data from source to destination across data pipelines. Understand the upstream and downstream implications of any data issue, promoting accountability and transparency, or copy Validations accross your pipeline flow for higher quality coverage. With Rudol, Data Quality becomes accesible and easy to execute. It's designed for all levels of technical expertise, allowing everyone in your organization to participate in maintaining data quality. Rudol enhances decision-making, reduces infrastructure costs, and empowers organizations to make the most out of their data. Don't let poor data quality hinder your success. Choose Rudol and enable the real power of your Data. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Rudol?** - **Seller:** [Rudol](https://www.g2.com/sellers/rudol) - **Year Founded:** 2022 - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/rudol (7 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business ### 4. [AtlasMap Operator](https://www.g2.com/products/atlasmap-operator/reviews) The AtlasMap Operator is a Kubernetes operator designed to manage the deployment and lifecycle of AtlasMap instances within Kubernetes or OpenShift clusters. By leveraging the Operator SDK, it automates tasks such as creating, updating, and deleting AtlasMap deployments, routes, and services, thereby simplifying the management of data mapping solutions in cloud-native environments. Key Features and Functionality: - Automated Deployment: Facilitates the creation of AtlasMap deployments, routes, and service objects, streamlining the setup process. - Dynamic Scaling: Allows for the adjustment of replica counts to meet varying workload demands. - Version Management: Supports the specification and updating of AtlasMap versions, ensuring deployments remain current. - Resource Allocation: Enables the configuration of CPU and memory requests and limits, optimizing resource utilization. - Seamless Integration: Integrates with OpenShift's OperatorHub for straightforward installation and management. Primary Value and Problem Solved: The AtlasMap Operator addresses the complexity associated with deploying and managing AtlasMap instances in Kubernetes and OpenShift environments. By automating routine tasks and providing a declarative approach to resource management, it reduces manual intervention, minimizes configuration errors, and enhances operational efficiency. This empowers organizations to focus on developing and integrating data mapping solutions without the overhead of managing the underlying infrastructure. **Who Is the Company Behind AtlasMap Operator?** - **Seller:** [AtlasMap](https://www.g2.com/sellers/atlasmap) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 5. [BridgeHead](https://www.g2.com/products/bridgehead/reviews) BridgeHead’s Healthcare Data Management (HDM) Solution helps hospitals overcome the challenges they face regarding data and storage management – particularly around the information explosion and the impact this data growth is having on healthcare IT departments in terms of their operations, efficiency, effectiveness and cost. **Average Rating:** 3.0/5.0 **Total Reviews:** 1 **How Do G2 Users Rate BridgeHead?** - **Ease of Use:** 6.7/10 (Category avg: 8.6/10) **Who Is the Company Behind BridgeHead?** - **Seller:** [BridgeHead Software](https://www.g2.com/sellers/bridgehead-software) - **Year Founded:** 1994 - **HQ Location:** Leatherhead, GB - **Twitter:** @BridgeHeadHDM (5,063 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/bridgehead-software (76 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market ### 6. [Cryptix API Platform](https://www.g2.com/products/cryptix-api-platform/reviews) Datasec Solutions Pty Ltd is a Melbourne, Australia cyber security company. Datasec develops, quantum resistant end-point solutions like Cryptix and Cypher Key with the view to solving critical security and compliance issues when organisations transmit private or business sensitive information to both trusted and untrusted parties. **Who Is the Company Behind Cryptix API Platform?** - **Seller:** [Datasec Solutions](https://www.g2.com/sellers/datasec-solutions) - **Year Founded:** 2015 - **HQ Location:** Nunawading, AU - **LinkedIn® Page:** https://www.linkedin.com/company/datasec-solutions-pty-ltd/ (8 employees on LinkedIn®) ### 7. [DataBridger](https://www.g2.com/products/databridger/reviews) Taurus Software is in the business of solving data problems that matter to you **Who Is the Company Behind DataBridger?** - **Seller:** [Taurus Software](https://www.g2.com/sellers/taurus-software) - **Year Founded:** 1987 - **HQ Location:** Redwood City, US - **LinkedIn® Page:** https://www.linkedin.com/company/taurus-software (11 employees on LinkedIn®) ### 8. [DataFlowMapper](https://www.g2.com/products/dataflowmapper/reviews) DataFlowMapper is a tool for transforming file-based data (like CSV, Excel, and JSON) into a required format. It's designed for implementation, data migration, and customer success teams who need to repeatedly clean, map, and apply custom business logic to customer data without writing complex code. To accelerate the process, you can use AI to automatically suggest field mappings and generate complex logic from a plain-English description. Use our visual, spreadsheet-style interface to map fields, build validation rules, and create complex transformations with a no-code logic builder. For advanced users, the tool generates clean Python that you can edit directly. DataFlowMapper gives you the power of a coding solution with the speed and accessibility of a visual tool. **Who Is the Company Behind DataFlowMapper?** - **Seller:** [DataFlowMapper](https://www.g2.com/sellers/dataflowmapper) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/dataflowmapper/ (1 employees on LinkedIn®) ### 9. [Dug](https://www.g2.com/products/dug/reviews) Our goal is to make you successful on our HPC. **Who Is the Company Behind Dug?** - **Seller:** [DownUnder GeoSolutions](https://www.g2.com/sellers/downunder-geosolutions) - **HQ Location:** West Perth, AU - **LinkedIn® Page:** https://www.linkedin.com/company/teamdug/ (394 employees on LinkedIn®) ### 10. [Enterprise Test Data](https://www.g2.com/products/enterprise-test-data/reviews) Curiosity redefines enterprise test data management. We empower enterprises to thrive when delivering superior software, overcoming the test data challenges holding them back – complexity, legacy, and scale. Building on decades of experience in unblocking enterprise data delivery, our pioneering approach transforms how enterprises manage data. We focus on key productivity blockers: test data discovery, delivery, compliance, and quality. Our Enterprise Test Data® platform empowers your teams by simplifying your complex application landscape, and providing you with confidence and clarity at every step of your data journey. **Who Is the Company Behind Enterprise Test Data?** - **Seller:** [Curiosity Software Ireland](https://www.g2.com/sellers/curiosity-software-ireland) - **Year Founded:** 2018 - **HQ Location:** Bray, IE - **Twitter:** @CuriositySoft (1,547 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/curiositysoftwareireland/ (14 employees on LinkedIn®) ### 11. [eQube®-DaaS Platform](https://www.g2.com/products/eqube-daas-platform/reviews) eQube®-DaaS is a Low/No-Code Data Integration & Analytics Platform that establishes a Data Fabric connecting various sources in an organization. It enhances visibility and enables insights through two suites: Integration and Analytics. Users can handle diverse data types, formats, speeds, systems, application or device without requiring coding, ensuring secure collaboration across networks. Deployable on-premises, in multi-cloud, or hybrid setups, eQube®-DaaS consists of six components: eQube®-MI (Migration & Integration), eQube®-TM (Transformation Modeler), eQube®-AG (API Gateway), eQube®-BI (Business Intelligence), eQube®-ADA (Augmented Data Analytics), and eQube®-DP (Data Profiler), for versatile data management solutions. These components can be used individually or in combination to create a comprehensive data management solution. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **How Do G2 Users Rate eQube®-DaaS Platform?** - **Ease of Use:** 10.0/10 (Category avg: 8.6/10) **Who Is the Company Behind eQube®-DaaS Platform?** - **Seller:** [eQ Technologic](https://www.g2.com/sellers/eq-technologic) - **Year Founded:** 2000 - **HQ Location:** Costa Mesa, US - **Twitter:** @1eQTechnologic (58 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/eq-technologic (916 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are eQube®-DaaS Platform's Pros and Cons? **Pros:** - Automation (1 reviews) - Ease of Use (1 reviews) - Easy Integrations (1 reviews) - Easy Setup (1 reviews) - Functionality (1 reviews) **Cons:** - Expensive (1 reviews) ### 12. [Etlworks Integrator](https://www.g2.com/products/etlworks-integrator/reviews) The Etlworks Integrator is a modern, cloud-first, any-to-any data integration platform that scales with the business. It can connect to business applications, databases, structured, semi-structured, and unstructured data of any type, shape, and size. You can create, test, and schedule very complex data integration and automation scenarios and data integration APIs in no time, right in the browser, using an intuitive drag-and-drop interface, scripting languages, and SQL. The Etlworks Integrator supports real-time change data capture (CDC) from all major databases, EDI transformations, and many other fundamental data integration tasks. Most importantly, it really works as advertised. **Who Is the Company Behind Etlworks Integrator?** - **Seller:** [Etlworks](https://www.g2.com/sellers/etlworks) - **Year Founded:** 2016 - **HQ Location:** Pittsburgh, US - **Twitter:** @etlworks (481 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/etlworks/ (2 employees on LinkedIn®) ### 13. [Experian Data Migration (UK)](https://www.g2.com/products/experian-data-migration-uk/reviews) Experian's Data Migration services in the UK offer comprehensive solutions designed to ensure seamless, secure, and efficient data transfers for businesses undergoing system upgrades, consolidations, or digital transformations. By leveraging advanced tools and methodologies, Experian helps organizations minimize risks, reduce downtime, and maintain data integrity throughout the migration process. Key Features and Functionality: - Data Discovery: Utilizing Aperture Data Studio, Experian conducts thorough assessments of existing data environments to identify and resolve potential issues before they impact migration timelines. - Team Coordination: Collaborates closely with client teams to establish clear roles and responsibilities, ensuring transparency and accountability throughout the migration project. - Data Mapping and Transformation: Ingests target templates and reference data into an audited repository, ensuring source data aligns with the new system's design and business processes. - Data Quality Management: Employs comprehensive data cleansing and preparation techniques to enhance data quality, reducing disruptions and supporting long-term success. - Process Optimization: Aligns data with existing systems and workflows to improve overall business performance and operational efficiency. Primary Value and Solutions Provided: Experian's Data Migration services address the complexities and challenges associated with transferring large volumes of data between systems. By offering expert support and utilizing proven, tested processes, Experian ensures that businesses can: - Reduce Risk: Identify and mitigate potential data issues early in the migration process, preventing costly delays and errors. - Achieve Precision: Deliver migrations with repeatable accuracy, ensuring data is transferred correctly and consistently. - Enhance Business Operations: Shape and align data to fit new systems, improving how businesses run and enabling better decision-making. - Rely on Expertise: Benefit from the support of a trusted team with experience across various sectors, providing guidance from project initiation to completion. By partnering with Experian for data migration, organizations can confidently transition to new systems, knowing their data is handled with the utmost care and expertise, ultimately leading to improved operational efficiency and business outcomes. **Who Is the Company Behind Experian Data Migration (UK)?** - **Seller:** [Experian](https://www.g2.com/sellers/experian) - **Year Founded:** 1826 - **HQ Location:** Dublin, Ireland - **Twitter:** @Experian_US (38,729 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/experian (25,265 employees on LinkedIn®) - **Ownership:** LSE: EXPNL ### 14. [InfoUtil](https://www.g2.com/products/infoutil/reviews) High Performance Utilities for Db2 for z/OS InfoUtil is a suite of tools for Db2 on z/OS, the fastest on the market. Easy to use, InfoUtil is 100 % compatible with the syntax of standard IBM utilities and thus preserves initial investments. InfoUtil reduces processing times by a factor of up to 10 with respect to standard products, and offers an additional set of functionalities for greater operating flexibility. Your Needs... • Increasing numbers of critical applications require 24/7 availability of company data. • Loading, reloading, transferring and integrating increasing volumes of data is necessary and involves significant cost. • Developing very different applications (ERP, CRM etc.) requires converting data between heterogeneous environments. • Data additions, deletions and upgrades lead to quick disorganisation of tablespaces and Db2 indexspaces. • Significantly reducing processing time is becoming a major challenge. **Who Is the Company Behind InfoUtil?** - **Seller:** [Infotel](https://www.g2.com/sellers/infotel-a5b2f5ae-4f1a-45e9-be5c-359ba8a9f48d) - **Year Founded:** 1986 - **HQ Location:** Blagnac, FR - **LinkedIn® Page:** https://www.linkedin.com/company/infotel-software/ (15 employees on LinkedIn®) ### 15. [InitusMigrate](https://www.g2.com/products/initusmigrate/reviews) InitusMigrate is a comprehensive data migration solution that ensures your data is moved efficiently, accurately, and securely, all with minimal business disruption. Our service combines automated data mapping and validation with strategic planning to ensure a flawless migration process from start to finish. Data migration projects are often complex and high-risk, leading to errors, delays, and data loss. InitusMigrate solves these challenges by providing a robust, guided process that ensures data integrity and a flawless transition. **Who Is the Company Behind InitusMigrate?** - **Seller:** [Initus](https://www.g2.com/sellers/initus) - **Year Founded:** 2005 - **HQ Location:** Dallas, US - **LinkedIn® Page:** https://www.linkedin.com/company/initus-io (10 employees on LinkedIn®) ### 16. [Lasso](https://www.g2.com/products/bandits-lasso/reviews) Turn messy ecommerce data into enhanced product listings with AI. Import raw files in any format. AI maps them to your structure, finds missing information on the web, enriches attributes, generates on-brand descriptions, and perfect catalog images. Your team only reviews and approves to save time and improve data quality. **Who Is the Company Behind Lasso?** - **Seller:** [Bandits](https://www.g2.com/sellers/bandits) - **Year Founded:** 2025 - **HQ Location:** Prague, CZ - **LinkedIn® Page:** https://www.linkedin.com/company/banditshq/ (4 employees on LinkedIn®) ### 17. [Mapper](https://www.g2.com/products/mapper/reviews) Alooma's Mapper is a real-time data pipeline service designed to integrate, clean, enrich, and stream data from various sources into cloud data warehouses such as Amazon Redshift, Google BigQuery, and Snowflake. It enables businesses to consolidate data from databases, applications, and APIs, facilitating advanced analytics, business intelligence, and machine learning applications. Key Features and Functionality: - Data Integration: Supports integration from diverse data sources, including transactional databases, sales and marketing services, and SDKs. - Real-Time Data Streaming: Processes and analyzes data as it arrives, enabling timely insights and decision-making. - ETL Transformation: Offers tools for transforming and enriching data during the integration process, including data cleansing, mapping, and enrichment with external sources. - User-Friendly Interface: Provides an intuitive interface for designing, configuring, and monitoring data pipelines, accessible to both technical and non-technical users. - Automated Monitoring: Includes automated monitoring and alerting to ensure the reliability and performance of data pipelines. - Data Security: Implements data encryption and security measures to protect sensitive information during transit and storage. - Scalability: Designed to handle high volumes of data and can scale to accommodate changing business needs. - Pre-Built Connectors: Offers a library of pre-built connectors to popular data sources and destinations, simplifying the setup process. - Data Lineage: Allows users to track the flow of data through pipelines to understand data lineage and ensure data quality. - Data Transformation: Supports various data transformation operations, enabling users to clean, reshape, and aggregate data as needed. Primary Value and Problem Solved: Alooma's Mapper addresses the challenge of integrating and managing data from multiple sources by providing a unified platform for real-time data streaming and transformation. It ensures data integrity, scalability, and security, enabling businesses to make data-driven decisions efficiently. By automating the data pipeline process, Alooma reduces the complexity and time required for data integration, allowing organizations to focus on deriving actionable insights and driving business growth. **Who Is the Company Behind Mapper?** - **Seller:** [Alooma](https://www.g2.com/sellers/alooma) - **Year Founded:** 2013 - **HQ Location:** N/A - **Twitter:** @aloomainc (482 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/alooma/ (5 employees on LinkedIn®) ### 18. [Ohalo](https://www.g2.com/products/ohalo/reviews) Ohalo's Data X-Ray platform automates data governance tasks like discovering, mapping, and redacting files containing sensitive, and personal information. Our customers rely on it for file activity monitoring, security enhancement, and privacy compliance. Data X-Ray connects seamlessly to all data sources, on-premises or in the cloud, enabling a comprehensive understanding of files across all storage locations. Moreover, Ohalo possesses the flexibility to develop custom connectors for individual data sources, whether they are bespoke or legacy, upon request. Data X-Ray uses machine learning and natural language processing to uncover unknown or forgotten data, ensuring compliance with privacy and security regulations. It helps eliminate unnecessary records, reducing storage costs. Get Data X-Ray: One Platform, Universal Insight. **Average Rating:** 3.9/5.0 **Total Reviews:** 5 **How Do G2 Users Rate Ohalo?** - **Ease of Use:** 8.3/10 (Category avg: 8.6/10) **Who Is the Company Behind Ohalo?** - **Seller:** [Ohalo](https://www.g2.com/sellers/ohalo) - **Year Founded:** 2017 - **HQ Location:** London, GB - **Twitter:** @ohalo_tech (110 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/ohalo-limited/ (29 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 60% Mid-Market, 40% Small-Business #### What Are Ohalo's Pros and Cons? **Pros:** - Data Classification (2 reviews) - Data Protection (2 reviews) - Ease of Use (2 reviews) - Features (2 reviews) - Security (2 reviews) **Cons:** - Data Limitations (2 reviews) - Inadequate Reporting (2 reviews) - Data Inaccuracy (1 reviews) - Data Management (1 reviews) - Data Privacy (1 reviews) ### 19. [Oracle Self-Service Integration Cloud Service](https://www.g2.com/products/oracle-self-service-integration-cloud-service/reviews) Self Service Integration means more employees have easy ways to connect and automate day to day activities without involving IT. That's essential to digital transformation and a dream come true for employees who want to bring their own apps to work. It streamlines the cloud applications used in their daily tasks to fit their own work style. Link https://cloud.oracle.com/en\_US/self-service-integration/datasheets Datasheet https://cloud.oracle.com/opc/paas/datasheets/Oracle+Self+Service+Integation+Data+Sheet.pdf eBook https://cloud.oracle.com/opc/paas/ebooks/Self\_Service\_Integration\_Cloud\_Service\_eBook.pdf **Average Rating:** 4.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Oracle Self-Service Integration Cloud Service?** - **Seller:** [Oracle](https://www.g2.com/sellers/oracle) - **Year Founded:** 1977 - **HQ Location:** Austin, TX - **Twitter:** @Oracle (828,328 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (199,301 employees on LinkedIn®) - **Ownership:** NYSE:ORCL **Who Uses This Product?** - **Company Size:** 100% Mid-Market ## What Is Data Mapping Software? [IT Infrastructure Software](https://www.g2.com/categories/it-infrastructure) ## What Software Categories Are Similar to Data Mapping Software? - [On-Premise Data Integration Software](https://www.g2.com/categories/on-premise-data-integration) - [ETL Tools](https://www.g2.com/categories/etl-tools) - [iPaaS Software](https://www.g2.com/categories/ipaas)