List of the Top ETL Software for Freelancers in 2025 - Page 3

Reviews and comparisons of the top ETL software for freelancers


Here’s a list of the best ETL software for Freelancers. Use the tool below to explore and compare the leading ETL software for Freelancers. Filter the results based on user ratings, pricing, features, platform, region, support, and other criteria to find the best option for you.
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    5X Reviews & Ratings

    5X

    5X

    Transform your data management with seamless integration and security.
    5X is an all-in-one data platform that provides users with powerful tools for centralizing, cleansing, modeling, and effectively analyzing their data. The platform is designed to enhance data management processes by allowing seamless integration with over 500 data sources, ensuring efficient data flow across all systems through both pre-built and custom connectors. Covering ingestion, warehousing, modeling, orchestration, and business intelligence, 5X boasts an intuitive interface that simplifies intricate tasks. It supports various data movements from SaaS applications, databases, ERPs, and files, securely and automatically transferring data to data warehouses and lakes. With its robust enterprise-grade security features, 5X encrypts data at the source while also identifying personally identifiable information and implementing column-level encryption for added protection. Aimed at reducing the total cost of ownership by 30% when compared to custom-built solutions, the platform significantly enhances productivity by offering a unified interface for creating end-to-end data pipelines. Moreover, 5X empowers organizations to prioritize insights over the complexities of data management, effectively nurturing a data-centric culture within enterprises. This emphasis on efficiency and security allows teams to allocate more time to strategic decision-making rather than getting bogged down in technical challenges.
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    Etleap Reviews & Ratings

    Etleap

    Etleap

    Streamline your data integration effortlessly with automated solutions.
    Etleap was developed on AWS to facilitate the integration of data warehouses and lakes like Redshift, Snowflake, and S3/Glue. Their offering streamlines and automates the ETL process through a fully-managed service. With Etleap's intuitive data wrangler, users can manage data transformations for analysis without any coding required. Additionally, Etleap keeps a close eye on data pipelines to ensure their availability and integrity. This proactive management reduces the need for ongoing maintenance and consolidates data from over 50 distinct sources into a unified database warehouse or data lake. Ultimately, Etleap enhances data accessibility and usability for businesses aiming to leverage their data effectively.
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    Xplenty Reviews & Ratings

    Xplenty

    Xplenty Data Integration

    Streamline data workflows for powerful insights and analysis.
    Xplenty serves as a flexible software tool for data integration and delivery, aiming to support small to medium enterprises as well as larger corporations by enabling the preparation and migration of data to the cloud for analysis. Among its notable features are data transformation capabilities, a user-friendly drag-and-drop interface, and smooth integration with over 100 data storage solutions and SaaS applications. Developers find it easy to weave Xplenty into their current data solution frameworks. Moreover, the platform allows users to schedule various tasks while efficiently monitoring their progress and status. This comprehensive functionality positions Xplenty as a powerful ally for users looking to streamline their data workflows and improve their analytical operations, ultimately driving better business insights. Additionally, the platform's adaptability makes it suitable for various industries, allowing organizations to tailor their data processes to meet specific needs.
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    Keboola Connection Reviews & Ratings

    Keboola Connection

    Keboola

    Seamless data integration empowering collaboration and AI innovation.
    Keboola functions as an open-source, serverless hub that integrates data, people, and AI models effectively. Our cloud-centric data integration platform is crafted to facilitate every phase of data extraction, cleansing, and enhancement. With a focus on collaboration, the platform addresses numerous challenges often encountered with traditional IT solutions. The intuitive user interface allows even those with minimal technical skills to transition from acquiring data to developing a Python model in just a few minutes. Experience the difference for yourself; we are confident that you will appreciate what we offer! Additionally, our commitment to continuous improvement ensures that users will always have access to the latest features and functionalities.
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    K3 Reviews & Ratings

    K3

    BroadPeak Partners

    Transform, filter, and aggregate data seamlessly across platforms.
    K3 is an advanced data integration solution created by BroadPeak, a software firm based in New York. This innovative software serves as a pivotal tool for data management, enabling organizations to effortlessly transform, filter, and aggregate their data for distribution across multiple platforms. It boasts a comprehensive suite of pre-built adapters that facilitate connections between a variety of applications, including both cloud-based services and traditional on-premise systems. Among its notable features are an intuitive mapping interface that streamlines data flow, a rules engine incorporating When, Then, Else logic to refine data fields, as well as robust filtering options that guarantee data integrity and validation mechanisms that provide alerts for any potential discrepancies. Furthermore, K3's flexibility and user-friendly design make it a crucial asset for companies aiming to enhance their data operations and elevate their decision-making capabilities. With its ability to adapt to various organizational needs, K3 stands out as a leading choice in the realm of data management software.
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    Alooma Reviews & Ratings

    Alooma

    Google

    Transform your data management with real-time integration and oversight.
    Alooma equips data teams with extensive oversight and management functionalities. By merging data from various silos into BigQuery in real time, it facilitates seamless access. Users can quickly establish data flows in mere minutes or opt to tailor, enhance, and adjust data while it is still en route, ensuring it is formatted correctly before entering the data warehouse. With strong safety measures implemented, there is no chance of losing any events, as Alooma streamlines error resolution without disrupting the data pipeline. Whether managing a handful of sources or a vast multitude, Alooma’s platform is built to scale effectively according to your unique needs. This adaptability not only enhances operational efficiency but also positions it as an essential asset for any organization focused on data-driven strategies. Ultimately, Alooma empowers teams to leverage their data resources for improved decision-making and performance.
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    Weld Reviews & Ratings

    Weld

    Weld

    Streamline your data management with powerful, intuitive modeling tools.
    With Weld, you can seamlessly create, modify, and oversee your data models without the need for additional tools. The platform boasts a wide range of features aimed at enhancing your data modeling experience, such as intelligent autocomplete, code folding, error highlighting, audit logs, version control, and options for collaboration. Utilizing the same text editor as VS Code, Weld guarantees a rapid, efficient, and visually pleasing environment for users. Your queries are systematically arranged in a library that is not only easy to search but also available for access at any time, further facilitating your workflow. The audit logs enhance transparency by displaying the last modification date of a query and identifying the individual who made the changes. With Weld Model, you can generate your models in diverse formats like tables, incremental tables, views, or customized materializations tailored to your unique requirements. Additionally, all your data operations can be executed within a single, intuitive platform, which is backed by a team of dedicated data analysts available to support you. This comprehensive approach effectively alleviates the intricacies of data management, making the entire process more streamlined and less time-intensive than before, ultimately empowering you to focus on deriving insights from your data.
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    IRI Data Manager Reviews & Ratings

    IRI Data Manager

    IRI, The CoSort Company

    Transform your data management with powerful, efficient solutions.
    The IRI Data Manager suite, developed by IRI, The CoSort Company, equips users with comprehensive tools designed to enhance the efficiency of data manipulation and transfer. IRI CoSort is adept at managing extensive data processing activities, including data warehouse ETL and business intelligence analytics, while also facilitating database loads, sort/merge utility migrations, and other substantial data processing operations. For swiftly unloading vast databases for data warehouse ETL, reorganization, and archival purposes, IRI Fast Extract (FACT) stands out as an indispensable tool. With IRI NextForm, users can accelerate file and table migrations, while also benefiting from features like data replication, reformatting, and federation. IRI RowGen is capable of producing test data that is both referentially and structurally accurate across files, tables, and reports, and it also offers capabilities for database subsetting and masking, tailored for test environments. Each of these products can be acquired separately for perpetual use and operates within a shared Eclipse job design integrated development environment, with additional support available through IRI Voracity subscriptions. Together, these tools streamline complex data workflows, making them essential for organizations seeking to optimize their data management processes.
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    Cyberquery Reviews & Ratings

    Cyberquery

    Cyberscience Corporation

    Empower your business with exceptional analytics and support!
    Cyberscience is a global software firm that provides Cyberquery, a robust Business Intelligence suite. This versatile suite can be accessed through both Software as a Service (SaaS) and traditional licensing options. Among its key features, Cyberquery boasts a user-friendly interface, comprehensive analytics, drill-down capabilities, striking data visualizations, customizable dashboards, and the ability to automate content distribution. What sets Cyberscience apart from its competitors in the BI sector is its commitment to customer service, offering both live phone and email support. The support staff, who collectively have an impressive average of 15 years of experience in the industry, are known for addressing customer inquiries in a matter of minutes. Furthermore, they consistently achieve high ratings in customer satisfaction surveys, demonstrating their dedication to client success. This combination of advanced technology and exceptional support makes Cyberquery a compelling choice for businesses seeking reliable Business Intelligence solutions.
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    SimpleImport Reviews & Ratings

    SimpleImport

    ProvenWorks

    Empower users, streamline tasks, enhance efficiency effortlessly.
    Permit import tasks to be accessible to users without administrative privileges, thereby decreasing the burden on administrators. The functionality to quickly revert actions will return jobs to their status prior to any changes made. The user interface is intuitive, facilitating swift integration into existing workflows. Users have the option to retain files for a maximum of three months, enabling thorough auditing and examination of tasks. Furthermore, extended retention periods can be arranged as needed. This flexibility promotes better management of job records and enhances overall efficiency.
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    ETL tools Reviews & Ratings

    ETL tools

    DB Software Laboratory

    Effortless ETL solutions for seamless data-driven business growth.
    Our aim is to develop user-friendly ETL software that is easy to set up, requires no user training, and is ready to operate right after installation. This solution is designed to be user-friendly for those without technical expertise, thereby removing the need for IT support. With our ETL software, organizations of any size can simplify their everyday tasks, enabling them to concentrate on what truly matters: business growth. Users can create data transformations and set business rules, integrating them into packages that include various functions such as reporting, file management, FTP, and email, all of which can be effortlessly scheduled for execution through a combination of straightforward package actions. The Advanced ETL Processor Enterprise equips organizations, including Fortune 100 companies, to develop complex data warehouses and automate intricate business processes with ease. Crafted by specialists with deep knowledge in data warehouse deployment, the Advanced ETL Processor enables advanced data validation and transformation, guaranteeing both reliability and efficiency in data handling. By utilizing this robust tool, businesses can significantly improve their operational performance and effectively foster growth while remaining agile in a competitive landscape. Ultimately, this solution not only enhances productivity but also empowers teams to make informed decisions based on accurate data analysis.
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    Vertify Reviews & Ratings

    Vertify

    Vertify

    Transform your revenue strategy with seamless data integration solutions.
    Recognizing the critical role of your data is essential; utilizing Revenue Operations Intelligence can significantly elevate your revenue channels and improve customer acquisition processes with Vertify. By effortlessly connecting your revenue platforms through automated solutions that require no coding, you ensure that your data remains updated in real-time. With access to an extensive database of over 170 million ideal B2B customer contacts, you can refine your inbound lead generation with enhanced webform strategies. Moreover, you can automate the cleansing of your B2B contact data, eliminating the hassle of cumbersome spreadsheets through the implementation of automated impact reports. This strategy not only aids in client retention but also enables more accurate targeting, leading to faster revenue generation. Relying on various revenue applications for reporting can obscure your overall perspective, potentially hindering both productivity and financial growth. Vertify RevConnect provides a straightforward, no-code solution that integrates multiple systems, offering you complete control over data standardization and flow. By promoting collaboration among teams, you can effectively identify optimal opportunities for accelerating revenue through informed marketing and targeted sales initiatives. Embracing this comprehensive perspective will significantly enhance your approach and unlock new growth potential, allowing you to stay ahead in a competitive market. Therefore, it is crucial to adopt these innovative strategies to ensure sustained success and profitability.
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    Altova MapForce Reviews & Ratings

    Altova MapForce

    Altova

    Streamline data integration effortlessly with powerful visual mapping tools.
    Altova MapForce is a highly acclaimed graphical application that excels in facilitating any-to-any data mapping and integration. Its extensive features enable immediate data conversion while providing automation tools for repetitive transformation processes. This powerful tool is particularly beneficial for professionals engaged in intricate data mapping, conversion, and transformation projects. Moreover, the MapForce Platform is offered at a significantly reduced cost compared to conventional data management solutions, avoiding the outdated design constraints prevalent in legacy systems. With an intuitive interface, MapForce simplifies data integration, presenting a variety of options for managing, visualizing, manipulating, and executing both straightforward and complex mapping procedures. Users can utilize the design pane to visually arrange mapping components, apply functions and filters for improved data manipulation, and easily position connectors to streamline transformations among diverse source and target formats, which enhances both efficiency and user experience. In addition, the flexibility of MapForce allows users to adapt their integration processes to meet evolving data needs seamlessly. Ultimately, MapForce equips users with the tools needed to elevate their data integration initiatives to unprecedented levels of efficiency and effectiveness.
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    Sesame Software Reviews & Ratings

    Sesame Software

    Sesame Software

    Unlock data potential for growth with seamless management solutions.
    With the combination of specialized enterprise partnership expertise and a user-friendly, scalable data management suite, you can regain command over your data, access it globally, maintain security and compliance, and harness its potential for business growth. Why Choose Sesame Software? Relational Junction facilitates the automatic building, population, and incremental refreshing of your data. Improve Data Quality - Transform data from diverse sources into a uniform format, resulting in enhanced accuracy that underpins sound decision-making. Extract Insights - By automating the aggregation of information into a centralized location, you can leverage your internal BI tools to create valuable reports, helping you sidestep expensive errors. Consistent Pricing - Eliminate unpredictable costs with fixed yearly pricing and long-term discounts, regardless of your data volume. With these advantages, your organization can unlock new opportunities and streamline operations.
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    Snowplow Analytics Reviews & Ratings

    Snowplow Analytics

    Snowplow Analytics

    Empower your data-driven decisions with seamless integration and control.
    Snowplow serves as a premier data collection platform tailored specifically for Data Teams. It enables you to gather comprehensive and high-quality data across all your products and platforms, ensuring that your information is readily accessible and sent to your selected data warehouse. This seamless integration facilitates the merging of various data sets, enhancing your capabilities in BI tools, custom reporting, or machine learning applications. Operating within your chosen cloud environment, either AWS or GCP, the Snowplow pipeline grants you full control over your data. Moreover, with Snowplow, you can pose and resolve any inquiries pertinent to your business or specific use case through the tools you prefer, making it a versatile solution for data-driven decision-making. Ultimately, this flexibility empowers organizations to derive meaningful insights while maintaining data sovereignty.
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    Atlan Reviews & Ratings

    Atlan

    Atlan

    Transform your data experience with effortless discovery and governance.
    Welcome to the modern data workspace, where discovering all your data assets, from tables to business intelligence reports, is made incredibly easy. Our sophisticated search technology, combined with an intuitive browsing interface, guarantees that finding the correct asset is straightforward. Atlan enhances the process of identifying low-quality data by automatically creating data quality profiles, which help users quickly recognize any existing issues. With capabilities such as automatic detection of variable types, analysis of frequency distributions, identification of missing values, and detection of outliers, Atlan addresses every facet of data quality management comprehensively. This platform streamlines the complexities associated with effectively governing and managing your data ecosystem. Furthermore, Atlan’s smart bots scrutinize SQL query histories to create data lineage maps and pinpoint personally identifiable information (PII), facilitating the development of dynamic access policies and ensuring robust governance. In addition, those who lack a technical background can easily conduct queries across multiple data lakes, warehouses, and databases thanks to our user-friendly, Excel-like query builder. Not only that, but seamless integrations with popular tools like Tableau and Jupyter also enhance collaboration around data, significantly changing the way teams collaborate and share insights. This comprehensive strategy not only empowers users but also cultivates a more data-driven culture across organizations, encouraging informed decision-making at every level. Ultimately, Atlan revolutionizes the way organizations interact with their data, paving the way for greater innovation and efficiency.
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    Google Cloud Data Fusion Reviews & Ratings

    Google Cloud Data Fusion

    Google

    Seamlessly integrate and unlock insights from your data.
    Open core technology enables the seamless integration of hybrid and multi-cloud ecosystems. Based on the open-source project CDAP, Data Fusion ensures that users can easily transport their data pipelines wherever needed. The broad compatibility of CDAP with both on-premises solutions and public cloud platforms allows users of Cloud Data Fusion to break down data silos and tap into valuable insights that were previously inaccessible. Furthermore, its effortless compatibility with Google’s premier big data tools significantly enhances user satisfaction. By utilizing Google Cloud, Data Fusion not only bolsters data security but also guarantees that data is instantly available for comprehensive analysis. Whether you are building a data lake with Cloud Storage and Dataproc, loading data into BigQuery for extensive warehousing, or preparing data for a relational database like Cloud Spanner, the integration capabilities of Cloud Data Fusion enable fast and effective development while supporting rapid iterations. This all-encompassing strategy ultimately empowers organizations to unlock greater potential from their data resources, fostering innovation and informed decision-making. In an increasingly data-driven world, leveraging such technologies is crucial for maintaining a competitive edge.
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    AWS Glue Reviews & Ratings

    AWS Glue

    Amazon

    Transform data integration effortlessly with serverless simplicity and speed.
    AWS Glue is a fully managed, serverless solution tailored for data integration, facilitating the easy discovery, preparation, and merging of data for a variety of applications, including analytics, machine learning, and software development. The service incorporates all essential functionalities for effective data integration, allowing users to conduct data analysis and utilize insights in a matter of minutes, significantly reducing the timeline from months to mere moments. The data integration workflow comprises several stages, such as identifying and extracting data from multiple sources, followed by the processes of enhancing, cleaning, normalizing, and merging the data before it is systematically organized in databases, data warehouses, and data lakes. Various users, each with their specific tools, typically oversee these distinct responsibilities, ensuring a comprehensive approach to data management. By operating within a serverless framework, AWS Glue removes the burden of infrastructure management from its users, as it automatically provisions, configures, and scales the necessary resources for executing data integration tasks. This feature allows organizations to concentrate on gleaning insights from their data instead of grappling with operational challenges. In addition to streamlining data workflows, AWS Glue also fosters collaboration and productivity among teams, enabling businesses to respond swiftly to changing data needs. The overall efficiency gained through this service positions companies to thrive in today’s data-driven environment.
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    Logstash Reviews & Ratings

    Logstash

    Elasticsearch

    Effortlessly centralize, transform, and store your data.
    Streamline the centralization, transformation, and storage of your data with ease. Logstash acts as a free and open-source server-side data processing pipeline, adept at ingesting data from a multitude of sources, transforming it, and routing it to your chosen storage solution. This tool proficiently manages the entire process of data ingestion, transformation, and delivery, accommodating a wide array of formats and complexities. With the use of grok, you can extract structured information from unstructured data, decipher geographic coordinates from IP addresses, and protect sensitive information by either anonymizing or omitting certain fields, thus facilitating simpler data processing. Data often resides in disparate systems and formats, leading to silos that impede effective analysis. Logstash supports numerous input types, allowing for the concurrent collection of events from various common and diverse sources. It enables the effortless gathering of data from logs, metrics, web applications, data repositories, and an assortment of AWS services, all in a continuous streaming fashion. With its powerful features, Logstash equips organizations to effectively consolidate their data landscape, enhancing both accessibility and usability. You can explore more about Logstash and download it from this link: https://sourceforge.net/projects/logstash.mirror/.
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    Lyftrondata Reviews & Ratings

    Lyftrondata

    Lyftrondata

    Streamline your data management for faster, informed insights.
    If you aim to implement a governed delta lake, build a data warehouse, or shift from a traditional database to a modern cloud data infrastructure, Lyftrondata is your ideal solution. The platform allows you to easily create and manage all your data workloads from a single interface, streamlining the automation of both your data pipeline and warehouse. You can quickly analyze your data using ANSI SQL alongside business intelligence and machine learning tools, facilitating the effortless sharing of insights without the necessity for custom coding. This feature not only boosts the productivity of your data teams but also speeds up the process of extracting value from data. By defining, categorizing, and locating all datasets in one centralized hub, you enable smooth sharing with colleagues, eliminating coding complexities and promoting informed, data-driven decision-making. This is especially beneficial for organizations that prefer to store their data once and make it accessible to various stakeholders for ongoing and future utilization. Moreover, you have the ability to define datasets, perform SQL transformations, or transition your existing SQL data processing workflows to any cloud data warehouse that suits your needs, ensuring that your data management approach remains both flexible and scalable. Ultimately, this comprehensive solution empowers organizations to maximize the potential of their data assets while minimizing technical hurdles.
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    Mozart Data Reviews & Ratings

    Mozart Data

    Mozart Data

    Transform your data management with effortless, powerful insights.
    Mozart Data serves as a comprehensive modern data platform designed for the seamless consolidation, organization, and analysis of your data. You can establish a contemporary data stack in just one hour, all without the need for engineering expertise. Begin leveraging your data more effectively and empower your decision-making processes with data-driven insights right away. Experience the transformation of your data management and analysis capabilities today.
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    Conversionomics Reviews & Ratings

    Conversionomics

    Conversionomics

    Empower your data journey with seamless, fee-free connections.
    There are no charges for each connection when establishing the automated connections you require. You won't face any per-connection fees for all your necessary automated connections. Setting up and scaling your cloud data warehouse or processing tasks does not demand any technical expertise. With Conversionomics, you are encouraged to make mistakes and engage in challenging inquiries regarding your data. You have complete freedom to manipulate your data as you see fit. This platform generates intricate SQL to integrate source data along with lookups and table relationships seamlessly. You can take advantage of preset joins and standard SQL, or even design your own SQL queries for further customization. Conversionomics serves as a user-friendly data aggregation tool that allows for the swift creation of data API sources. Additionally, you can build interactive dashboards and reports from these sources by utilizing our templates and your preferred data visualization tools. This flexibility ensures that your data presentation can be tailored to meet specific needs and preferences.
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    IRI Voracity Reviews & Ratings

    IRI Voracity

    IRI, The CoSort Company

    Streamline your data management with efficiency and flexibility.
    IRI Voracity is a comprehensive software platform designed for efficient, cost-effective, and user-friendly management of the entire data lifecycle. This platform accelerates and integrates essential processes such as data discovery, governance, migration, analytics, and integration within a unified interface based on Eclipse™. By merging various functionalities and offering a broad spectrum of job design and execution alternatives, Voracity effectively reduces the complexities, costs, and risks linked to conventional megavendor ETL solutions, fragmented Apache tools, and niche software applications. With its unique capabilities, Voracity facilitates a wide array of data operations, including: * profiling and classification * searching and risk-scoring * integration and federation * migration and replication * cleansing and enrichment * validation and unification * masking and encryption * reporting and wrangling * subsetting and testing Moreover, Voracity is versatile in deployment, capable of functioning on-premise or in the cloud, across physical or virtual environments, and its runtimes can be containerized or accessed by real-time applications and batch processes, ensuring flexibility for diverse user needs. This adaptability makes Voracity an invaluable tool for organizations looking to streamline their data management strategies effectively.
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    IRI Fast Extract (FACT) Reviews & Ratings

    IRI Fast Extract (FACT)

    IRI, The CoSort Company

    Effortlessly extract vast data with unparalleled speed and efficiency.
    A rapid extract process can serve as a vital element in various scenarios, including: database archiving and replication database reorganizations and migrations data warehouse ETL, ELT, and operational data store activities offline reporting and extensive data safeguarding IRI Fast Extract (FACT™) functions as a parallel unloading tool specifically designed for handling very large database (VLDB) tables within several systems, such as: Oracle, DB2 UDB, MS SQL Server Sybase, MySQL, Greenplum Teradata, Altibase, Tibero Using straightforward job scripts supported by an intuitive Eclipse GUI, FACT swiftly generates portable flat files. The efficiency of FACT is attributed to its use of native connection protocols and a proprietary split query method that enables the unloading of billions of rows in mere minutes. While FACT operates independently as a standalone utility, it also integrates well with other applications and platforms. For instance, FACT can generate metadata for data definition files (.DDF) that can be utilized by IRI CoSort and its compatible data management and protection solutions, allowing for streamlined manipulation of flat files. Additionally, FACT automatically produces configuration files for database loading utilities tailored to the original source. Furthermore, FACT is an optional, seamlessly integrated part of the IRI Voracity ETL and data management platform, enhancing its functionality. The automatic generation of metadata, along with the ability to coexist with other IRI software within the same integrated development environment, further optimizes user workflows and data handling processes.
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    Impetus Reviews & Ratings

    Impetus

    Impetus

    Transform your data chaos into seamless operational efficiency.
    The enterprise struggles to establish a unified perspective due to various information sources functioning independently. This challenge is further complicated by the presence of numerous distinct solutions, leading to confusion. We offer top-notch solutions and services designed to address data and AI challenges, allowing you to focus on your core business activities. Our offerings include ready-to-use transformation accelerators tailored for systems like Teradata Netezza, Ab Initio, and Oracle, as well as other traditional data warehouses. You can assess legacy code and examine the transformations related to ETL processes, data warehousing, and analytics. Services such as ingestion, CDC, streaming analytics, ETL, data preparation, and advanced analytics are also available. We enable the creation and deployment of scalable data science and AI models across various platforms while incorporating multiple data sources. Furthermore, it is possible to construct a data lake that is not only scalable and secure but also agile and flexible, ensuring effective governance. By utilizing best practices and accelerators, organizations can enhance their cloud adoption, streamline implementation processes, and achieve a higher return on investment. This comprehensive approach ultimately supports seamless integration and improved operational efficiency across the enterprise.